<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE book SYSTEM "BITS-book2.dtd">
<book xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:mml="http://www.w3.org/1998/Math/MathML" dtd-version="2.0" xml:lang="EN">
<collection-meta collection-type="series"><title-group>
<title>U.S. Geological Survey Circular</title>
<alt-title alt-title-type="pub-short-title">Circular</alt-title>
<alt-title alt-title-type="pub-acronym-title">CIR</alt-title>
</title-group><contrib-group><contrib><aff><institution>U.S. Department of the Interior</institution></aff></contrib><contrib><aff><institution>U.S. Geological Survey</institution></aff></contrib></contrib-group><issn publication-format="print">1067-084X</issn><issn publication-format="online">2330-5703</issn></collection-meta>
<book-meta><book-id book-id-type="publisher-id">1496</book-id><book-id book-id-type="doi">10.3133/cir1496</book-id><book-title-group>
<book-title>Green Infrastructure in the Great Lakes&#x2014;Assessment of Performance, Barriers, and Unintended Consequences</book-title>
<alt-title alt-title-type="sentence-case">Green infrastructure in the Great Lakes&#x2014;Assessment of performance, barriers, and unintended consequences</alt-title>
<alt-title alt-title-type="running-head">Green Infrastructure in the Great Lakes&#x2014;Assessment of Performance, Barriers, and Unintended Consequences</alt-title>
</book-title-group><contrib-group content-type="collaborator">
<contrib>
<collab>Prepared in cooperation with the Great Lakes Restoration Initiative</collab>
</contrib>
</contrib-group><contrib-group content-type="authors">
<contrib contrib-type="author"><string-name><x>By</x><x> </x><given-names>Nancy T.</given-names><x> </x><surname>Baker</surname></string-name><x>, </x></contrib>
<contrib contrib-type="author"><string-name><given-names>Daniel J.</given-names><x> </x><surname>Sullivan</surname></string-name><x>, </x></contrib>
<contrib contrib-type="author"><string-name><given-names>William R.</given-names><x> </x><surname>Selbig</surname></string-name><x>, </x></contrib>
<contrib contrib-type="author"><string-name><given-names>Ralph J.</given-names><x> </x><surname>Haefner</surname></string-name><x>, </x></contrib>
<contrib contrib-type="author"><string-name><given-names>David C.</given-names><x> </x><surname>Lampe</surname></string-name><x>, </x></contrib>
<contrib contrib-type="author"><string-name><given-names>Randall</given-names><x> </x><surname>Bayless</surname></string-name><x>, and </x></contrib>
<contrib contrib-type="author"><string-name><given-names>Michael R.</given-names><x> </x><surname>McHale</surname></string-name></contrib>
</contrib-group><pub-date date-type="pub"><year>2022</year></pub-date><book-volume-number/><publisher>
<publisher-name>U.S. Geological Survey</publisher-name>
<publisher-loc>Reston, Virginia</publisher-loc>
</publisher><edition/><abstract>
<title>Abstract</title>
<p>The Great Lakes Basin covers around 536,393&#x00A0;square kilometers, and the Great Lakes hold more than 5,400&#x00A0;cubic miles of water, accounting for more than 20&#x00A0;percent of the world&#x2019;s fresh surface water supply. The Great Lakes provide a source of drinking water to tens of millions of people in Canada and the United States and support one of the most diverse ecosystems in the world. Increasing urbanization combined with aging infrastructure and more extreme storm events because of changing weather patterns creates stormwater management challenges for communities across the Great Lakes region. A variety of green infrastructure (GI) practices, designed to decrease runoff and improve water quality, have been implemented throughout the region in response to these challenges; however, implementation often remains limited to local efforts and with little coordination among various levels of government because of, at least in part, a lack of clear standards for stormwater, limited funding, and a general uncertainty in the type and expected performance of these practices. City planners, engineers, and political leaders often see GI investment as riskier than other alternatives despite studies that determined, in most cases, practices can either reduce or not affect costs.</p>
<p>This report summarizes selected published reports and data sources from studies done in Great Lakes states and compares the measured effects of various GI practices and their applicability in different settings around the Great Lakes. By summarizing selected published reports and data sources from studies done in Great Lakes states, this report provides foundational information for U.S.&#x00A0;Geological Survey scientists and their local and national partners to assess the ability of GI to reduce stormwater runoff in Great Lakes urban areas. GI includes a variety of stormwater management techniques designed to mimic natural hydrologic processes like infiltration and evapotranspiration, which can decrease the volume of water running into sewers and streams. It can also improve water quality by trapping sediment, nutrients, and other contaminants. A variety of landscape practices can be incorporated into urban areas as GI, but the discussion here is limited to vegetated basins, vegetated channels, permeable pavement, urban tree canopy, and green roofs. Other types of GI, such as downspout disconnection, rainwater harvesting, and wet and dry detention basins were not included because hydrologic function and associated components are not widely monitored or evaluated in literature.</p>
</abstract><custom-meta-group>
<custom-meta><meta-name>Online Only</meta-name><meta-value>True</meta-value></custom-meta>
</custom-meta-group><notes notes-type="further-information"><p>For more information on the USGS&#x2014;the Federal source for science about the Earth, its natural and living resources, natural hazards, and the environment&#x2014;visit <ext-link>https://www.usgs.gov</ext-link> or call 1&#x2013;888&#x2013;ASK&#x2013;USGS.</p></notes><notes notes-type="overview"><p>For an overview of USGS information products, including maps, imagery, and publications, visit <ext-link>https://store.usgs.gov/</ext-link>.</p></notes><notes notes-type="disclaimer"><p>Any use of trade, firm, or product names is for descriptive purposes only and does not imply endorsement by the U.S. Government.</p></notes><notes notes-type="permissions"><p>Although this information product, for the most part, is in the public domain, it also may contain copyrighted materials as noted in the text. Permission to reproduce copyrighted items must be secured from the copyright owner.</p></notes></book-meta>
<front-matter>
<ack>
<title>Acknowledgments</title>
<p>The authors would like to thank Danielle Green of the U.S.&#x00A0;Environmental Protection Agency and William Shuster at Wayne State University (formerly U.S.&#x00A0;Environmental Protection Agency Office of Research and Development) for supporting this research effort. The authors also would like to thank Nic Buer, Kathy Stenehjem, Caitlin Wienkes, Rob Darner, Stephanie Beeler, Chris Hoard, Cyndi Rachol, Charles Hart, Angela Brennan, Brett Hayhurst, Dave Owens, Don Bonville, Mike Antidormi, Dave Lampe, Paul Buszka, Ryan Adams, Amy Story, and Caleb Artz of the U.S.&#x00A0;Geological Survey for contributing to the green infrastructure pilot studies in Fond du Lac, Wisconsin, Detroit, Michigan, Buffalo, New York, and Gary, Indiana. Without the cooperation and effort of these individuals and agencies this study would not have been possible. Funding was provided by the Great Lakes Restoration Initiative.</p>
</ack>
<front-matter-part book-part-type="Conversion-Factors">
<book-part-meta>
<title-group>
<title>Conversion Factors</title>
</title-group>
</book-part-meta>
<named-book-part-body>
<table-wrap id="ta" position="float">
<caption>
<title>U.S. customary units to International System of Units</title>
</caption>
<table rules="groups">
<col width="42.12%"/>
<col width="15.77%"/>
<col width="42.11%"/>
<thead>
<tr>
<td valign="top" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Multiply</td>
<td valign="top" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">By</td>
<td valign="top" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">To obtain</td>
</tr>
</thead>
<tbody>
<tr>
<th colspan="3" valign="top" align="center" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt" scope="col">Length</th>
</tr>
<tr>
<td valign="top" align="left" style="border-top: solid 0.50pt" scope="row">inch (in.)</td>
<td valign="top" align="char" char="." style="border-top: solid 0.50pt">2.54</td>
<td valign="top" align="left" style="border-top: solid 0.50pt">centimeter (cm)</td>
</tr>
<tr>
<td valign="top" align="left" scope="row">inch (in.)</td>
<td valign="top" align="char" char=".">25.4</td>
<td valign="top" align="left">millimeter (mm)</td>
</tr>
<tr>
<td valign="top" align="left" scope="row">foot (ft)</td>
<td valign="top" align="char" char=".">0.3048</td>
<td valign="top" align="left">meter (m)</td>
</tr>
<tr>
<td valign="top" align="left" scope="row">mile (mi)</td>
<td valign="top" align="char" char=".">1.609</td>
<td valign="top" align="left">kilometer (km)</td>
</tr>
<tr>
<th colspan="3" valign="top" align="center" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt" scope="col">Area</th>
</tr>
<tr>
<td valign="top" align="left" style="border-top: solid 0.50pt" scope="row">acre</td>
<td valign="top" align="char" char="." style="border-top: solid 0.50pt">4,047</td>
<td valign="top" align="left" style="border-top: solid 0.50pt">square meter (m<sup>2</sup>)</td>
</tr>
<tr>
<td valign="top" align="left" scope="row">acre</td>
<td valign="top" align="char" char=".">0.4047</td>
<td valign="top" align="left">hectare (ha)</td>
</tr>
<tr>
<td valign="top" align="left" scope="row">acre</td>
<td valign="top" align="char" char=".">0.4047</td>
<td valign="top" align="left">square hectometer (hm<sup>2</sup>) </td>
</tr>
<tr>
<td valign="top" align="left" scope="row">acre</td>
<td valign="top" align="char" char=".">0.004047</td>
<td valign="top" align="left">square kilometer (km<sup>2</sup>)</td>
</tr>
<tr>
<td valign="top" align="left" scope="row">square mile (mi<sup>2</sup>)</td>
<td valign="top" align="char" char=".">259.0</td>
<td valign="top" align="left">hectare (ha)</td>
</tr>
<tr>
<td valign="top" align="left" style="border-bottom: solid 0.50pt" scope="row">square mile (mi<sup>2</sup>)</td>
<td valign="top" align="char" char="." style="border-bottom: solid 0.50pt">2.590</td>
<td valign="top" align="left" style="border-bottom: solid 0.50pt">square kilometer (km<sup>2</sup>) </td>
</tr>
<tr>
<th colspan="3" valign="top" align="center" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt" scope="col">Volume</th>
</tr>
<tr>
<td valign="top" align="left" scope="row">billion gallons (Ggal)</td>
<td valign="top" align="char" char=".">3,785</td>
<td valign="top" align="left">cubic kilometer (km<sup>3</sup>)</td>
</tr>
<tr>
<th colspan="3" valign="top" align="center" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt" scope="col">Flow rate</th>
</tr>
<tr>
<td valign="top" align="left" scope="row">million gallons per year (Mgal/yr)</td>
<td valign="top" align="char" char=".">0.00012</td>
<td valign="top" align="left">cubic meter per second (m<sup>3</sup>/s)</td>
</tr>
<tr>
<td valign="top" align="left" scope="row">inch per hour (in/h)</td>
<td valign="top" align="char" char=".">0.0254</td>
<td valign="top" align="left">meter per hour (m/h)</td>
</tr>
<tr>
<td valign="top" align="left" style="border-bottom: solid 0.50pt" scope="row">inch per year (in/yr)</td>
<td valign="top" align="char" char="." style="border-bottom: solid 0.50pt">25.4</td>
<td valign="top" align="left" style="border-bottom: solid 0.50pt">millimeter per year (mm/yr)</td>
</tr>
</tbody></table></table-wrap>
<table-wrap id="tb" position="float">
<caption>
<title>International System of Units to U.S. customary units</title>
</caption>
<table rules="groups">
<col width="45.51%"/>
<col width="14.67%"/>
<col width="39.82%"/>
<thead>
<tr>
<td valign="top" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Multiply</td>
<td valign="top" align="char" char="." scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">By</td>
<td valign="top" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">To obtain</td>
</tr>
</thead>
<tbody>
<tr>
<th colspan="3" valign="top" align="char" char="." style="border-top: solid 0.50pt; border-bottom: solid 0.50pt" scope="col">Area</th>
</tr>
<tr>
<td valign="top" align="left" scope="row">square kilometer (km<sup>2</sup>)</td>
<td valign="top" align="left">247.1</td>
<td valign="top" align="left">acre</td>
</tr>
<tr>
<td valign="top" align="left" style="border-bottom: solid 0.50pt" scope="row">square kilometer (km<sup>2</sup>)</td>
<td valign="top" align="left" style="border-bottom: solid 0.50pt">0.3861</td>
<td valign="top" align="left" style="border-bottom: solid 0.50pt">square mile (mi<sup>2</sup>)</td>
</tr>
<tr>
<th colspan="3" valign="top" align="char" char="." style="border-top: solid 0.50pt; border-bottom: solid 0.50pt" scope="col">Volume</th>
</tr>
<tr>
<td valign="top" align="left" style="border-top: solid 0.50pt" scope="row">cubic meter (m<sup>3</sup>)</td>
<td valign="top" align="left" style="border-top: solid 0.50pt">6.290</td>
<td valign="top" align="left" style="border-top: solid 0.50pt">barrel (petroleum, 1 barrel = 42 gal)</td>
</tr>
<tr>
<td valign="top" align="left" scope="row">liter (L)</td>
<td valign="top" align="left">33.81402</td>
<td valign="top" align="left">ounce, fluid (fl. oz)</td>
</tr>
<tr>
<td valign="top" align="left" scope="row">liter (L)</td>
<td valign="top" align="left">2.113</td>
<td valign="top" align="left">pint (pt)</td>
</tr>
<tr>
<td valign="top" align="left" scope="row">liter (L)</td>
<td valign="top" align="left">1.057</td>
<td valign="top" align="left">quart (qt)</td>
</tr>
<tr>
<td valign="top" align="left" scope="row">liter (L)</td>
<td valign="top" align="left">0.2642</td>
<td valign="top" align="left">gallon (gal)</td>
</tr>
<tr>
<td valign="top" align="left" scope="row">cubic meter (m<sup>3</sup>)</td>
<td valign="top" align="left">264.2</td>
<td valign="top" align="left">gallon (gal) </td>
</tr>
<tr>
<td valign="top" align="left" scope="row">cubic meter (m<sup>3</sup>)</td>
<td valign="top" align="left">0.0002642</td>
<td valign="top" align="left">million gallons (Mgal) </td>
</tr>
<tr>
<td valign="top" align="left" scope="row">liter (L)</td>
<td valign="top" align="left">61.02</td>
<td valign="top" align="left">cubic inch (in<sup>3</sup>) </td>
</tr>
<tr>
<td valign="top" align="left" scope="row">cubic meter (m<sup>3</sup>)</td>
<td valign="top" align="left">35.31</td>
<td valign="top" align="left">cubic foot (ft<sup>3</sup>)</td>
</tr>
<tr>
<td valign="top" align="left" scope="row">cubic meter (m<sup>3</sup>)</td>
<td valign="top" align="left">1.308</td>
<td valign="top" align="left">cubic yard (yd<sup>3</sup>) </td>
</tr>
<tr>
<td valign="top" align="left" scope="row">cubic meter (m<sup>3</sup>)</td>
<td valign="top" align="left">0.0008107</td>
<td valign="top" align="left">acre-foot (acre-ft) </td>
</tr>
<tr>
<th colspan="3" valign="top" align="char" char="." style="border-top: solid 0.50pt; border-bottom: solid 0.50pt" scope="col">Flow rate</th>
</tr>
<tr>
<td valign="top" align="left" scope="row">millimeter per year (mm/yr)</td>
<td valign="top" align="left">0.03937</td>
<td valign="top" align="left">inch per year (in/yr) </td>
</tr>
<tr>
<th colspan="3" valign="top" align="char" char="." style="border-top: solid 0.50pt; border-bottom: solid 0.50pt" scope="col">Mass</th>
</tr>
<tr>
<td valign="top" align="left" scope="row">metric ton (t)</td>
<td valign="top" align="left">1.102</td>
<td valign="top" align="left">ton, short [2,000 lb]</td>
</tr>
<tr>
<td valign="top" align="left" style="border-bottom: solid 0.50pt" scope="row">metric ton (t)</td>
<td valign="top" align="left" style="border-bottom: solid 0.50pt">0.9842</td>
<td valign="top" align="left" style="border-bottom: solid 0.50pt">ton, long [2,240 lb]</td>
</tr>
</tbody></table></table-wrap>
</named-book-part-body>
</front-matter-part>
<front-matter-part book-part-type="Datum">
<book-part-meta>
<title-group>
<title>Datum</title>
</title-group>
</book-part-meta>
<named-book-part-body>
<p>Vertical coordinate information is referenced to the North American Vertical Datum of 1988 (NAVD 88).</p>
<p>Horizontal coordinate information is referenced to the North American Datum of 1983 (NAD 83).</p>
</named-book-part-body>
</front-matter-part>
<front-matter-part book-part-type="Supplemental-Information">
<book-part-meta>
<title-group>
<title>Supplemental Information</title>
</title-group>
</book-part-meta>
<named-book-part-body>
<p>Concentrations of chemical constituents in water are given in milligrams per liter (mg/L).</p>
<p>Load is given in metric tons per year (t/yr).</p>
</named-book-part-body>
</front-matter-part>
<glossary content-type="Abbreviations">
<title>Abbreviations</title>
<def-list>
<def-item><term>AOC</term><def><p>Area of Concern</p></def></def-item>
<def-item><term>CSO</term><def><p>combined sewer outflow</p></def></def-item>
<def-item><term><italic>E</italic>. <italic>coli</italic></term><def><p><italic>Escherichia coli</italic></p></def></def-item>
<def-item><term>EPA</term><def><p>U.S. Environmental Protection Agency</p></def></def-item>
<def-item><term>GI</term><def><p>green infrastructure</p></def></def-item>
<def-item><term>GLRI</term><def><p>Great Lakes Restoration Initiative</p></def></def-item>
<def-item><term>LID</term><def><p>low-impact development</p></def></def-item>
<def-item><term>PICP</term><def><p>permeable interlocking concrete paver</p></def></def-item>
<def-item><term>USGS</term><def><p>U.S. Geological Survey</p></def></def-item>
</def-list>
</glossary>
</front-matter>
<book-body>
<book-part>
<body>
<sec>
<title>Introduction</title>
<p>The Great Lakes contain more than 20&#x00A0;percent of the world&#x2019;s fresh surface water supply, providing a source of drinking water to tens of millions of people in Canada and the United States (<xref ref-type="bibr" rid="r95">U.S.&#x00A0;Environmental Protection Agency, 2021a</xref>) In addition, the Lakes support one of the most diverse ecosystems in the world and are a valuable ecological and economic resource for both countries. The number of people living in the Great Lakes Basin has increased by about 20&#x00A0;percent since the 1970s, resulting in substantial changes to land use (U.S.&#x00A0;Environmental Protection Agency and Environment and Climate Change Canada, 2020). Pressure from increasing populations, warming temperatures, changing precipitation patterns, decreasing lake ice coverage, and greater fluctuations of water levels combine to further stress the environment and water quality (U.S.&#x00A0;Environmental Protection Agency and Environment and Climate Change Canada, 2020).</p>
<p>Increased urbanization combined with aging infrastructure present challenges for stormwater management in communities across the Great Lakes Basin. As communities continue to develop, natural landscapes are replaced with impervious surfaces causing excess stormwater runoff, localized flooding and changes in streamflow. Increased surficial flow can carry suspended solids, phosphorus, road salt, and other contaminants to sewers and waterways (<xref ref-type="bibr" rid="r29">Great Lakes Commission, 2018</xref>). According to the U.S.&#x00A0;Environmental Protection Agency (EPA), contaminated urban stormwater runoff impairs water quality in approximately 5,000&#x00A0;miles of estuaries, 1.4&#x00A0;million acres of lakes, and 30,000&#x00A0;miles of rivers in the United States. An assessment of 53,332 of 60,500 the total U.S. square miles of Great Lakes open waters was done by the surrounding states. The findings were that all but 62&#x00A0;square miles were reported as impaired for one or more designated use. The leading causes of impairment were polychlorinated biphenyls, dioxins, and mercury, with the leading probable sources including atmospheric deposition, legacy/historical pollution, and urban-related runoff/stormwater (<xref ref-type="bibr" rid="r92">U.S.&#x00A0;Environmental Protection Agency, 2017a</xref>).</p>
<p>Traditional stormwater infrastructure carries water from developed areas through pipes and drainageways to either treatment facilities or directly into receiving waters; however, these systems are often overwhelmed during large precipitation events, and they fail to adequately protect communities from flooding and water-quality effects. Stormwater discharged to waterways may be high in suspended solids, nutrients, trash, and other pollutants, and pollutant concentrations may be amplified in areas where sanitary and storm-sewer systems are combined during high-flow events (<xref ref-type="bibr" rid="r29">Great Lakes Commission, 2018</xref>). Higher flows also can cause erosion in urban streams, which damages habitat, property, and infrastructure (<xref ref-type="bibr" rid="r96">U.S.&#x00A0;Environmental Protection Agency, 2021b</xref>). In contrast, precipitation that falls in natural, undeveloped areas is absorbed and filtered by soil and plants, and thus runoff from these areas to nearby streams is cleaner and of lower volume.</p>
<p>Green infrastructure (GI) includes a variety of stormwater management techniques designed to mimic natural hydrologic processes like infiltration and evapotranspiration to help decrease the volume of water entering sewers and streams and improve water quality by trapping sediment and nutrients (<xref ref-type="bibr" rid="r29">Great Lakes Commission, 2018</xref>). Examples of GI include vegetated basins such as rain gardens and bioretention ponds, vegetated swales, permeable pavement, green roofs, and low-impact development. Increasing urban tree canopy and preserving existing natural wetlands or forests are also considered GI. By capturing and treating stormwater at or near its source, GI may be a key strategy in helping communities meet watershed goals; however, GI use across the Great Lakes Basin remains limited (<xref ref-type="bibr" rid="r29">Great Lakes Commission, 2018</xref>).</p>
</sec>
<sec>
<title>Purpose and Scope</title>
<p>This report summarizes selected published reports and data sources from studies done in Great Lakes states and compares the measured effects of various GI practices and their applicability in different settings around the Great Lakes (see <xref ref-type="app" rid="a1">app. 1</xref>, <xref ref-type="table" rid="t01.01">table 1.1</xref> for a list of reports and data sources used to compile this report). Since 2010, the Great Lakes Restoration Initiative (GLRI; <ext-link ext-link-type="uri" xlink:href="https://www.glri.us/projects">https://www.glri.us/projects</ext-link>) has sponsored several projects intended to reduce nonpoint source pollution effects on nearshore water health; however, high-quality data on the operational and performance characteristics of GI and other stormwater control measures are needed to assess their overall performance. GI practices continue to evolve as scientific research provides new information on optimizing selection, design, placement, and maintenance for desired outcomes; few studies document the performance of GI practices in multiple locations. By summarizing selected published reports and data sources from studies done in Great Lakes states, this report provides foundational information for U.S.&#x00A0;Geological Survey (USGS) scientists and their local and national partners to assess the ability of GI to reduce stormwater runoff in Great Lakes urban areas. In addition, this report summarizes the factors affecting performance of GI practices, potential unintended consequences to human health and the environment associated with GI practices, and knowledge gaps and research needs for future GI studies.</p>
<p>Although a variety of landscape practices can be incorporated into urban areas as GI, the discussion here is limited to vegetated basins, vegetated channels, permeable pavement, urban tree canopy, and green roofs. Other types of GI, such as downspout disconnection, rainwater harvesting, and wet and dry detention basins are not included because hydrologic function and associated components are not widely monitored or evaluated in literature.</p>
<p>This report covers the area including all the states that border one or more of the Great Lakes (<xref ref-type="fig" rid="fig01">fig. 1</xref>). Although the Great Lakes Basin drains only a part of states adjacent to the lakes, all the adjacent states share similar environmental issues and demographic settings typical in the Midwest and likely exhibit similar responses when GI is implemented in these areas.</p>
<fig id="fig01" position="float" fig-type="figure"><label>Figure 1</label><caption><p>The extent of the Great Lakes area of interest.</p><p content-type="toc"><bold>Figure 1.</bold>&#x2003;Map showing the extent of the Great Lakes area of interest.</p></caption>
<long-desc>Study sites and green infrastructure dots are in various colors to indicate site type. Most sites are near larger cities.</long-desc><graphic xlink:href="ind22-0017_fig01"/></fig>
</sec>
<sec>
<title>Great Lakes Region</title>
<p>The Great Lakes Basin covers around 536,393&#x00A0;square kilometers (km<sup>2</sup>), with 291,080&#x00A0;km<sup>2</sup> in the United States (<xref ref-type="bibr" rid="r62">Robertson and others, 2019</xref>). The population within the drainage basin is more than 30&#x00A0;million people, around 10&#x00A0;percent of the United States population and more than 30&#x00A0;percent of the Canadian population (U.S.&#x00A0;Environmental Protection Agency, 2020a). Because of the large size of the basin, physical characteristics such as climate, soils, and topography vary across the region; however, most of the large urban areas are in the southern parts of the basin where it is wetter and warmer. Native unaltered soils vary widely throughout the Great Lakes region with highly permeable, well-drained sandy soils in much of Wisconsin and Michigan to very poorly drained high clay soils in Ohio and Indiana (<xref ref-type="fig" rid="fig02">fig. 2</xref>). The densely populated urban areas contain large expanses of developed and impervious areas contributing to several stormwater-management challenges.</p>
<fig id="fig02" position="float" fig-type="figure"><label>Figure 2</label><caption><p>Land cover and physiographic characteristics of the Great Lakes region: <italic>A</italic>, 2016 land cover (<xref ref-type="bibr" rid="r49">Multi-Resolution Land Characteristics Consortium, 2020</xref>), <italic>B</italic>, soil drainage class (<xref ref-type="bibr" rid="r85">U.S. Department of Agriculture, 2019</xref>), <italic>C</italic>, 30-year normal annual mean temperature for the period 1981&#x2013;2010 (<xref ref-type="bibr" rid="r57">PRISM Climate Group, 2020</xref>), and, <italic>D</italic>, 30-year normal annual precipitation for the period 1981&#x2013;2010 (<xref ref-type="bibr" rid="r57">PRISM Climate Group, 2020</xref>).</p><p content-type="toc"><bold>Figure 2.</bold>&#x2003;Maps showing land and cover and physiographic characteristics of the Great Lakes region.</p></caption>
<long-desc>Four maps use color to show land cover, soil drainage class, mean annual temperature, and mean annual rainfall.</long-desc><graphic xlink:href="ind22-0017_fig02ab"/><graphic xlink:href="ind22-0017_fig02cd"/></fig>
</sec>
<sec>
<title>The Problem with Urban Stormwater in the Great Lakes Region</title>
<p>Urban stormwater is rainfall or snowmelt that is not infiltrated into the subsurface, but rather flows off impervious surfaces such as roads, roofs, and parking lots (<xref ref-type="fig" rid="fig03">fig. 3</xref>) into stormwater conveyance systems that drain to a receiving water body like the Great Lakes. Stormwater runoff from urban areas is one of the largest contributors of flooding and point and nonpoint source pollution in the Great Lakes Basin (<xref ref-type="bibr" rid="r30">Great Lakes Law, 2010;</xref> <xref ref-type="bibr" rid="r33">Hand, 2010</xref>).</p>
<fig id="fig03" position="float" fig-type="figure"><label>Figure 3</label><caption><p>Flow routes of precipitation runoff from impervious surfaces. The blue lines represent the path stormwater would take as it flows off residential impervious surfaces (roofs, driveways, sidewalks, and roads). (Source: Courtesy of U.S. Geological Survey.)</p><p content-type="toc"><bold>Figure 3.</bold>&#x2003;Photograph showing flow routes of precipitation runoff from impervious surfaces.</p></caption>
<long-desc>A house in a normal neighborhood with arrows showing the route of runoff.</long-desc><graphic xlink:href="ind22-0017_fig03"/></fig>
<sec>
<title>Disruption of the Hydrologic Cycle</title>
<p>The overall effect of urban infrastructure is that the natural water cycle is disrupted, with large areas of impermeable surfaces that short circuit paths of runoff, infiltration, and evapotranspiration (<xref ref-type="fig" rid="fig04">fig. 4</xref>). During heavy rainfall, excess stormwater runoff can cause localized flooding and changes in streamflow. Urban flooding is prevalent in many Great Lakes cities, and although not unique to this region, communities near the Lakes may be at a greater risk of flooding, than in the past, because of climate change. The communities in the region are typically older with inadequate infrastructure and are not designed to minimize the effects on the receiving waters of the Lakes. A study of Cook County, Illinois, identified 177,000&#x00A0;property damage insurance claims during a 5-year period from 2007 to 2011 (<xref ref-type="bibr" rid="r10">Center For Neighborhood Technology, 2014</xref>). This is the equivalent of one in six properties in the county making a claim with total claims amounting to $660&#x00A0;million during the 5&#x00A0;years examined. <xref ref-type="fig" rid="fig05">Figure 5</xref> shows where properties are at risk from flooding in the Great Lakes region and the predicted percent increase in the number of properties at risk in 30&#x00A0;years. Many areas adjacent to the lakes, like the greater Chicago, Ill., and Gary, Indiana areas, are particularly vulnerable, in part because of large expanses of impervious surfaces in these densely populated areas combined with predicted intensification of storms as a result of climate change (<xref ref-type="bibr" rid="r26">First Street Foundation, 2020</xref>; <xref ref-type="fig" rid="fig05">figs. 5</xref> and <xref ref-type="fig" rid="fig06">6</xref>).</p>
<fig id="fig04" position="float" fig-type="figure"><label>Figure 4</label><caption><p>Runoff variability with increased impervious surfaces. Green infrastructure installations reduce runoff, increase evapotranspiration, and increase infiltration to shallow and deep groundwater transforming the landscape to mimic more natural conditions. (Source: Diagram modified from <xref ref-type="bibr" rid="r27">Federal Interagency Stream Restoration Working Group, 1998</xref>.)</p><p content-type="toc"><bold>Figure 4.</bold>&#x2003;Diagram showing runoff variability with increased impervious surfaces.</p></caption>
<long-desc>Four illustrations of land with various percentages of impervious surface.</long-desc><graphic xlink:href="ind22-0017_fig04"/></fig>
<fig id="fig05" position="float" fig-type="figure"><label>Figure 5</label><caption><p><italic>A</italic>, properties at substantial flood risk, and, <italic>B</italic>, predicted percent change in properties at substantial flood risk from 2020 to 2050 in the Great Lakes region. Substantial risk is calculated as inundation of 1&#x00A0;centimeter or more to the building in the 100-year return period (1&#x00A0;percent annual risk). (Source: <xref ref-type="bibr" rid="r26">First Street Foundation, 2020</xref>.)</p><p content-type="toc"><bold>Figure 5.</bold>&#x2003;Maps showing properties at substantial flood risk and predicted percent change in properties at substantial flood risk from 2020 to 2050 in the Great Lakes region.</p></caption>
<long-desc>Two maps: one uses dot size to show flood risk; another uses yellow and purple to show percent change of flood risk.</long-desc><graphic xlink:href="ind22-0017_fig05"/></fig>
<fig id="fig06" position="float" fig-type="figure"><label>Figure 6</label><caption><p>Flooding along a Detroit-area street in 2019. (Source: The Detroit News; <xref ref-type="bibr" rid="r60">Ramirez and others, 2019</xref>.)</p><p content-type="toc"><bold>Figure 6.</bold>&#x2003;Photograph showing flooding along a Detroit-area street in 2019.</p></caption>
<long-desc>Man using in an inflatable boat to row down a flooded street that has several abandoned cars.</long-desc><graphic xlink:href="ind22-0017_fig06"/></fig>
</sec>
<sec>
<title>Human and Ecological Beneficial Use Impairment</title>
<p>Despite their large area, the Great Lakes are sensitive to the effects of a wide range of pollutants including debris, oils, greases, and other substances that wash off from streets. Because outflows from the Lakes are relatively small (less than 1&#x00A0;percent per year) in comparison with the volume of water contained in them, contaminant discharges are retained in the system and become more concentrated with time (<xref ref-type="bibr" rid="r86">U.S.&#x00A0;Environmental Protection Agency, 1995</xref>). Residence time varies widely from lake to lake, with the longest being Lake Superior at almost 200&#x00A0;years and the shortest, which varies depending on water levels, being in Lakes Erie and Ontario which is generally less than 20&#x00A0;years (<xref ref-type="bibr" rid="r58">Quinn, 1992</xref>).</p>
<p>Stormwater can transport a wide variety of contaminants such as metals, road salt, nutrients, bacteria, and organic compounds. In urban drainage basins, excess stormwater can also increase sedimentation, increase water temperature, reduce dissolved oxygen, degrade aquatic habitat structure, contribute to loss of fish and other aquatic populations, and decrease water quality in receiving waters (<xref ref-type="bibr" rid="r90">U.S. Environmental Protection Agency, 2016a</xref>). Most of the of 31&#x00A0;Great Lakes International Joint Commission designated Areas of Concern (AOCs) flow through densely populated areas (26 in the United States and 5 shared with Canada; <xref ref-type="fig" rid="fig07">fig. 7</xref>). In most of these AOCs, urban runoff contributed to the degradation of the ecosystems that led to their designation as AOC (<xref ref-type="bibr" rid="r94">U.S.&#x00A0;Environmental Protection Agency, 2020</xref>).</p>
<fig id="fig07" position="float" fig-type="figure"><label>Figure 7</label><caption><p>Population distribution and location of Areas of Concern in the Great Lakes region. (Source: U.S.&#x00A0;Environmental Protection Agency, 2019.)</p><p content-type="toc"><bold>Figure 7.</bold>&#x2003;Map showing population distribution and location of Areas of Concern in the Great Lakes region.</p></caption>
<long-desc>Population density in incorporated places is shown in shades a violet.</long-desc><graphic xlink:href="ind22-0017_fig07"/></fig>
<p>Runoff from impervious areas contributes accumulated plastics (like bottles, bags, synthetic clothing, and diapers) that are washed off streets into stormwater drains. In a study where water samples were collected from 29&#x00A0;tributaries to the Great Lakes, litter-related plastics (fragments, foams, and films) were found at higher concentrations in stream samples from drainage basins having a higher percentage of urban land use (<xref ref-type="bibr" rid="r3">Baldwin and others, 2016</xref>). Plastic litter is not only more prevalent in urban drainage basins than in areas with other land covers, but it also is more mobile because impervious surfaces and storm sewers facilitate conveyance of plastics to receiving water bodies during runoff-event conditions (<xref ref-type="fig" rid="fig08">figs. 8</xref> and <xref ref-type="fig" rid="fig09">9</xref>).</p>
<fig id="fig08" position="float" fig-type="figure"><label>Figure 8</label><caption><p>Average number of plastic particles found in water samples collected from 29&#x00A0;Great Lakes tributaries. (Source: <xref ref-type="bibr" rid="r3">Baldwin and others, 2016</xref>.)</p><p content-type="toc"><bold>Figure 8.</bold>&#x2003;Map showing average number of plastic particles found in water samples collected from 29&#x00A0;Great Lakes tributaries.</p></caption>
<long-desc>Number of plastic particles is shown using dot size.</long-desc><graphic xlink:href="ind22-0017_fig08"/></fig>
<fig id="fig09" position="float" fig-type="figure"><label>Figure 9</label><caption><p>Plastic debris in stream. (Source: Capital Region Water, 2017.)</p><p content-type="toc"><bold>Figure 9.</bold>&#x2003;Photograph showing plastic debris in stream.</p></caption>
<long-desc>Trash along the edge of a stream.</long-desc><graphic xlink:href="ind22-0017_fig09"/></fig>
<p>Chloride concentrations in streams in the northern United States have increased substantially, with average concentrations approximately doubling from 1990 to 2011, outpacing the rate of urbanization (<xref ref-type="bibr" rid="r16">Corsi and others, 2015</xref>). Deicing of roads and walkways in the seasonally cold Great Lakes &#x201C;rust belt&#x201D; region contributes to higher chloride (salts) in water and adds challenges specific to GI design. The effect of chloride on aquatic life increases with time; more than a quarter of stream sites studied by <xref ref-type="bibr" rid="r16">Corsi and others (2015)</xref> exceeded the concentration for the EPA chronic water-quality criteria of 230&#x00A0;milligrams per liter (mg/L) by an average of more than 100&#x00A0;individual days per year during 2006&#x2013;11. Salts tend to mobilize certain metals in water and may transform metals to more bioavailable species (<xref ref-type="bibr" rid="r65">Schuler and Relyea, 2018</xref>). Lakes are particularly susceptible to long-term salinization because of their longer water residence time and their large drainage basins, which combine many salt sources (<xref ref-type="bibr" rid="r23">Dugan and others, 2020</xref>). For most midwestern lakes, especially those in urban areas or along highways, chloride concentrations were predicted to be greater than 20&#x00A0;mg/L with concentrations exceeding 230&#x00A0;mg/L for many of the lakes studied. <xref ref-type="fig" rid="fig10">Figure 10</xref> shows the relative risk of chloride contamination to lakes in the region.</p>
<fig id="fig10" position="float" fig-type="figure"><label>Figure 10</label><caption><p>Modeled relative risk of anthropogenic chloride contamination in lakes. (Source: <xref ref-type="bibr" rid="r23">Dugan and others, 2020</xref>.)</p><p content-type="toc"><bold>Figure 10.</bold>&#x2003;Map showing modeled relative risk of anthropogenic chloride contamination in lakes.</p></caption>
<long-desc>Chloride contamination is showing using blue, green, and yellow dots.</long-desc><graphic xlink:href="ind22-0017_fig10"/></fig>
</sec>
<sec>
<title>How Does Green Infrastructure Help Mitigate Combined Sewer Overflows?</title>
<p>The Great Lakes receive nutrients from many tributaries draining areas ranging from pristine forests to intensively farmed areas and large urban centers (<xref ref-type="bibr" rid="r61">Robertson and Saad, 2011</xref>). Nutrients in runoff can cause excessive plant and algae growth in nearshore areas leading to degradation of water quality. Urban areas contribute nutrients to all the Great Lakes in numerous ways, including runoff from urban land and inputs from wastewater treatment facilities. Much of the nutrient loading from wastewater treatment happens in communities with combined sewer systems which are designed to collect and transmit wastewater and stormwater to publicly owned treatment works through a single network of pipes. Nearly 57&#x00A0;percent of phosphorus loading to Lake Ontario is from urban sources with wastewater treatment contributing about 41&#x00A0;percent and urban runoff about 16&#x00A0;percent (<xref ref-type="bibr" rid="r62">Robertson and others, 2019</xref>). Wastewater treatment also contributes a large proportion of nutrients to Lakes Michigan and Erie (<xref ref-type="fig" rid="fig11">fig. 11</xref>). Large precipitation events can cause combined sewer overflows (CSO) when the total volume of stormwater and wastewater entering the combined system exceeds the capacity of the wastewater treatment system, and as a result raw untreated sewage is released directly to waterbodies (<xref ref-type="bibr" rid="r90">U.S.&#x00A0;Environmental Protection Agency, 2016a</xref>). CSO events can be detrimental to human health and the environment because they introduce pathogens, bacteria and other pollutants to receiving waters, causing beach closures, contaminating drinking water supplies, and impairing water quality (<xref ref-type="bibr" rid="r90">U.S.&#x00A0;Environmental Protection Agency, 2016a</xref>). Fish and other aquatic populations also can be affected by the depleted oxygen concentrations that CSOs can cause (<xref ref-type="bibr" rid="r90">U.S.&#x00A0;Environmental Protection Agency, 2016a</xref>).</p>
<fig id="fig11" position="float" fig-type="figure"><label>Figure 11</label><caption><p>Annual estimated lake loading of phosphorus (P) and nitrogen (N), in metric tons, to each of the Great Lakes. (Source: table 5 from <xref ref-type="bibr" rid="r62">Robertson and others, 2019</xref>.)</p><p content-type="toc"><bold>Figure 11.</bold>&#x2003;Diagrams showing annual estimated lake loading of phosphorus and nitrogen to each of the Great Lakes.</p></caption>
<long-desc>Nutrient load from various load sources are shown in various colors.</long-desc><graphic xlink:href="ind22-0017_fig11"/></fig>
<p>There are 184&#x00A0;combined sewer systems in the Great Lakes Basin; in 2014 there were 1,482&#x00A0;events discharging an estimated 22&#x00A0;billion gallons of untreated wastewater into the Lakes (<xref ref-type="fig" rid="fig12">figs. 12</xref> and <xref ref-type="fig" rid="fig13">13</xref>; <xref ref-type="bibr" rid="r90">U.S.&#x00A0;Environmental Protection Agency, 2016a</xref>). The greatest number of communities that discharge directly into the lake or into tributaries are in the Lake Erie (93) and Lake Michigan (72) Basins (<xref ref-type="fig" rid="fig12">fig. 12</xref>).</p>
<fig id="fig12" position="float" fig-type="figure"><label>Figure 12</label><caption><p>Location of municipalities in the U.S.&#x00A0;parts of the Great Lakes Basin (including the St.&#x00A0;Lawrence River) with combined sewer overflow systems. (Source: <xref ref-type="bibr" rid="r90">U.S.&#x00A0;Environmental Protection Agency, 2016a</xref>.)</p><p content-type="toc"><bold>Figure 12.</bold>&#x2003;Map showing location of municipalities in the U.S.&#x00A0;parts of the Great Lakes Basin with combined sewer overflow systems.</p></caption>
<long-desc>Volume and population served are shown using dot size and shades of orange and yellow.</long-desc><graphic xlink:href="ind22-0017_fig12"/></fig>
<fig id="fig13" position="float" fig-type="figure"><label>Figure 13</label><caption><p>Combined sewer overflow event. (Source: <xref ref-type="bibr" rid="r46">Lyandres and Welch, 2012</xref>.)</p><p content-type="toc"><bold>Figure 13.</bold>&#x2003;Photograph showing a combined sewer overflow event.</p></caption>
<long-desc>Sewage leaking into a body of water.</long-desc><graphic xlink:href="ind22-0017_fig13"/></fig>
<p>Stormwater management is an increasing challenge for communities throughout the Great Lakes Basin. In areas where CSO systems exist, GI can slow down the rapid transfer of runoff from impervious surfaces that can quickly overwhelm the combined sewer network and lead to CSOs. The slowing down of runoff transfer is done primarily through retention and storage of water in soils; the water gradually infiltrates into shallow aquifers or transfer to the combined system through controlled release via subsurface drainage or underdrains. Therefore, GI can reduce the threat of excessive flows to combined sewers, and it can also improve water quality by trapping sediment and nutrients (<xref ref-type="bibr" rid="r29">Great Lakes Commission, 2018</xref>).</p>
</sec>
<sec>
<title>What are the Barriers to Adoption of Green Infrastructure?</title>
<p>The use of GI across the region often remains limited to local efforts and with little coordination among various levels of government despite promising GI solutions to stormwater management challenges (<xref ref-type="bibr" rid="r29">Great Lakes Commission, 2018</xref>). This is at least in part because of a lack of clear standards for stormwater, low funding, and a general uncertainty in the type and expected performance of GI infrastructure best suited for a given situation. Coordination among all levels of government along with clear management guidelines can reduce the barriers for municipalities to adopt GI and better manage stormwater regionally resulting in improved water quality in the Great Lakes.</p>
<p>Because stormwater challenges including funding and innovation are often local in nature, they are heavily dependent on Federal, State, and provincial policy (<xref ref-type="bibr" rid="r29">Great Lakes Commission, 2018</xref>). City planners, engineers, and political leaders often see investment in GI as riskier than other alternatives despite studies by both EPA and the American Society of Landscape Architects that found that, in most cases, GI either reduced or did not affect costs (<xref ref-type="bibr" rid="r73">Sinha and others, 2017</xref>). Policies that encourage or require municipalities to transition away from traditional &#x201C;pipes and ponds&#x201D; are lacking. The result is that for many communities the uncertainty of using new techniques often overshadows the benefits of GI (<xref ref-type="bibr" rid="r11">Chaffin and others, 2016</xref>).</p>
<p>Maintenance and long-term performance are often perceived to be the biggest barrier to GI implementation among stormwater management professionals (<xref ref-type="bibr" rid="r4">Basu and others, 2020</xref>). Installation and maintenance costs are also a major concern to municipalities. The next major barrier is political, including a lack of acceptance among local leaders, municipal staff, and practitioners, followed by conflicting codes and ordinances. Resistance from the regulatory community is considered the fourth largest barrier, and although not as large of a concern as the first three barriers to many municipalities, it remains a concern in some areas.</p>
</sec>
</sec>
<sec>
<title>Green Infrastructure Practices</title>
<p>A variety of landscape practices can be incorporated into urban areas to capture runoff, infiltrate runoff, and provide opportunities for water-quality improvement (<xref ref-type="fig" rid="fig14">fig. 14</xref>). Although there are other nonstructural stormwater management practices, such as street sweeping, this paper focuses on landscape manipulations and physical structures that are installed on the urban landscape and which include hydrologic components that are widely monitored and evaluated. Each of the various types (<xref ref-type="table" rid="t01">table 1</xref>) are described in the following sections, beginning with vegetated basins.</p>
<table-wrap id="t01" position="float">
<label>Table 1</label><caption><title>Selected types of green infrastructure and their primary functions.</title>
<p content-type="toc"><bold>Table 1.</bold>&#x2003;Selected types of green infrastructure and their primary functions. </p>
<p>[*, included for information purposes only and not discussed in this report]</p>
</caption>
<table rules="groups">
<col width="35.36%"/>
<col width="64.64%"/>
<thead>
<tr>
<td valign="middle" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Type of green infrastructure</td>
<td valign="middle" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Primary function(s) and treatment mechanism(s)</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left" style="border-top: solid 0.50pt" scope="row">Vegetated basins: rain gardens, bioretention ponds, and planter boxes</td>
<td valign="top" align="left" style="border-top: solid 0.50pt">Detention/retention basins for volume reduction through infiltration and storage.</td>
</tr>
<tr>
<td valign="top" align="left" style="background-color:rgb(242,242,242)" scope="row">Downspout disconnection*</td>
<td valign="top" align="left" style="background-color:rgb(242,242,242)">Store stormwater and (or) allow stormwater to infiltrate into the soil.</td>
</tr>
<tr>
<td valign="top" align="left" scope="row">Rain barrels and (or) cisterns*</td>
<td valign="top" align="left">Rainwater harvesting and runoff reduction.</td>
</tr>
<tr>
<td valign="top" align="left" style="background-color:rgb(242,242,242)" scope="row">Vegetated channels: bioswales and grassed swales</td>
<td valign="top" align="left" style="background-color:rgb(242,242,242)">Slow, infiltrate, and filter stormwater flows.</td>
</tr>
<tr>
<td valign="top" align="left" scope="row">Permeable pavements</td>
<td valign="top" align="left">Infiltrate, treat, and (or) store rainwater where it falls.</td>
</tr>
<tr>
<td valign="top" align="left" style="background-color:rgb(242,242,242)" scope="row">Green roofs</td>
<td valign="top" align="left" style="background-color:rgb(242,242,242)">Rainfall infiltration and evapotranspiration of stored water.</td>
</tr>
<tr>
<td valign="top" align="left" style="border-bottom: solid 0.50pt" scope="row">Urban tree canopy</td>
<td valign="top" align="left" style="border-bottom: solid 0.50pt">Reduce and slow stormwater by intercepting precipitation in their leaves and branches.</td>
</tr>
</tbody></table></table-wrap>
<fig id="fig14" position="float" fig-type="figure"><label>Figure 14</label><caption><p>An example of two city blocks in Chicago, Illinois: one with mostly impervious area and no green infrastructure practices (the north block, between E Ohio Street and E Grand Street), and the other with green infrastructure covering about 18&#x00A0;percent of the surface area (the south block, between E Grand Street and E Illinois Street).</p><p content-type="toc"><bold>Figure 14.</bold>&#x2003;Diagram showing an example of two city blocks in Chicago, Illinois: one with mostly impervious area and no green infrastructure practices and the other with green infrastructure covering about 18&#x00A0;percent of the surface area.</p></caption>
<long-desc>Aerial view with labels marking the streets and green infrastructure.</long-desc><graphic xlink:href="ind22-0017_fig14"/></fig>
<sec>
<title>Vegetated Basins: Rain Gardens, Bioretention Ponds, and Planter Boxes</title>
<p>Rain gardens, bioretention ponds or cells, and planter boxes (collectively referred to as vegetated basins) are shallow depressions built to receive runoff generated from nearby impervious surfaces by providing a temporary holding basin while runoff infiltrates into the ground (<xref ref-type="bibr" rid="r97">U.S.&#x00A0;Environmental Protection Agency, 2021c</xref>; <xref ref-type="fig" rid="fig15">fig. 15</xref>). Vegetated basins can range in size from small front yard gardens to large, vegetated ponds. Planter boxes are essentially rain gardens with vertical walls with either open or closed bottoms and are ideal for space-limited sites in dense urban areas and function also as a streetscaping element.</p>
<fig id="fig15" position="float" fig-type="figure"><label>Figure 15</label><caption><p>A vegetated basin and its interactions with the environment.</p><p content-type="toc"><bold>Figure 15.</bold>&#x2003;Illustration showing a vegetated basin and its interactions with the environment.</p></caption>
<long-desc>Hand-drawn illustration showing vegetation during rainfall with labels explaining how the rainfall interacts.</long-desc><graphic xlink:href="ind22-0017_fig15"/></fig>
<p>Vegetated basins mimic natural hydrology by collecting and absorbing runoff from rooftops, sidewalks, and streets and allowing excess water to either infiltrate, evaporate, or evapotranspire (<xref ref-type="bibr" rid="r97">U.S.&#x00A0;Environmental Protection Agency, 2021c</xref>). Vegetated basins help manage storm water more sustainably by creating a hydrologically functional landscape that reduces flooding and improves water quality. Key components of vegetated basins include a substrate that allows infiltration and healthy growth of deep-rooted plants. Rain gardens are generally smaller than bioretention ponds, with both often requiring soil amendments to allow adequate percolation to the subsurface (<xref ref-type="bibr" rid="r97">U.S.&#x00A0;Environmental Protection Agency, 2021c</xref>). Rain gardens typically manage water that falls on residential urban lots whereas bioretention ponds treat larger expanses of impervious surfaces like parking lots or streets. Bioretention ponds may have a gravel base that extends below the frost line with an embedded tile drain so that water can be released slowly along the tile as it moves down gradient to natural soils approximating natural hydrologic processes (<xref ref-type="bibr" rid="r97">U.S.&#x00A0;Environmental Protection Agency, 2021c</xref>). In cases where the tile outlet drains to a storm sewer, the bioretention pond may behave hydrologically like a bioswale.</p>
<p>Vegetated basins are a very popular stormwater management practice because of relatively low cost and ease of installation. Many communities support the installation of rain gardens by hosting workshops and seminars or by having grant programs, making them more attainable to the general public. There are numerous rain garden and bioretention installations in the Great Lakes region, and several studies that have done extensive monitoring of soil moisture, and frequency of inflow, outflow, and overflow volume (<xref ref-type="fig" rid="fig16">fig. 16</xref>). <xref ref-type="boxed-text" rid="sidebar1">Sidebar 1</xref> highlights a USGS investigation that evaluates the hydrologic response to the installation of a rain garden in a parking lot that was previously continuous impervious cover.</p>
<fig id="fig16" position="float" fig-type="figure"><label>Figure 16</label><caption><p>Locations of selected vegetated basin studies in the Great Lakes region with photos of some typical installations (see <xref ref-type="app" rid="a1">app. 1</xref>, <xref ref-type="table" rid="t01.01">table 1.1</xref> for an overview of sites shown on this map). (Sources: <xref ref-type="bibr" rid="r2">Asleson and others, 2009</xref>; <xref ref-type="bibr" rid="r11">Chaffin and others, 2016</xref>; <xref ref-type="bibr" rid="r18">Darner and Dumouchelle, 2011</xref>; <xref ref-type="bibr" rid="r22">Dumouchelle and Darner, 2014</xref>; <xref ref-type="bibr" rid="r37">Illinois Sustainable Technology Center, 2012</xref>; <xref ref-type="bibr" rid="r40">Jaffe and others, 2010</xref>; <xref ref-type="bibr" rid="r42">Kumar and others, 2017</xref>; <xref ref-type="bibr" rid="r63">Roy and others, 2014</xref>; <xref ref-type="bibr" rid="r67">Selbig and Balster, 2010</xref>; <xref ref-type="bibr" rid="r68">Selbig and Bannerman, 2008</xref>; <xref ref-type="bibr" rid="r82">Traver, 2002</xref>; <xref ref-type="bibr" rid="r99">U.S. Geological Survey, 2021a</xref>, <xref ref-type="bibr" rid="r100">2021b</xref>; <xref ref-type="bibr" rid="r104">Winston and others, 2015</xref>, <xref ref-type="bibr" rid="r105">2016</xref>.)</p><p content-type="toc"><bold>Figure 16.</bold>&#x2003;Map showing locations of selected vegetated basin studies in the Great Lakes region with some photographs showing typical installations.</p></caption>
<long-desc>Locations of all study sites are shown using triangle dots, and six photographs of selected sites are shown.</long-desc><graphic xlink:href="ind22-0017_fig16"/></fig>
<p>Construction methods and native site characteristics play important roles in vegetated basin performance. Construction methods vary from a simple depression to a highly engineered basin with filtration substrates. Plants in vegetated basins may range from a monoculture of low vegetation like grass to a diverse variety of trees, shrubs, grasses, and ground covers. Generally, the more deep-rooted plants in the installation, the greater the benefit (U.S. Department of Agriculture, undated). Soil conditions vary widely across the region and often vary substantially within a single basin; therefore, soil analysis alone may not be a reliable way to predict the performance of the installation.</p>
<boxed-text id="sidebar1" content-type="sidebar">
<label>Sidebar 1</label><caption><title>Rain Garden, Gary, Indiana City Hall</title></caption>
<p>The city of Gary, Indiana, is on the southern-most shore of Lake Michigan and is representative of the Great Lakes&#x2019; coastal sandy soils and subsurface deposits that are conducive to infiltration. During 2016&#x2013;17, the city of Gary redeveloped a parking lot south of city hall using Green Infrastructure (GI), a project supported by the Great Lakes Restoration Initiative. The redevelopment included the removal of impervious cover, installation of structures to redirect runoff from the storm-sewer system to a central rain garden, and the addition of peripheral grassed areas (<xref ref-type="fig" rid="figS1.1">fig. S1.1</xref>; <xref ref-type="bibr" rid="r99">U.S.&#x00A0;Geological Survey, 2021a</xref>).</p>
<fig id="figS1.1" position="float" fig-type="figure"><label>Figure S1.1</label><caption><p>City Hall, Gary, Indiana, before and after installation of central rain garden and peripheral grassed areas.</p><p content-type="toc"><bold>Figure S1.1.</bold>&#x2003;Photographs showing City Hall, Gary, Indiana, before and after installation of central rain garden and peripheral grassed areas.</p></caption>
<long-desc>The before image shows a parking lot with cars, and the after image shows an empty parking lot.</long-desc><graphic xlink:href="ind22-0017_figS1.1"/></fig>
<p>The U.S.&#x00A0;Geological Survey, in collaboration with the city of Gary and the Great Lakes Restoration Initiative, evaluated pre and postconstruction hydrologic conditions as a measure of the effectiveness of GI. Nearly continuous measurements were collected from 2016 to 2021 and included sewer flow, groundwater levels, soil moisture, runoff, and meteorological conditions (<xref ref-type="fig" rid="figS1.2">fig. S1.2</xref>). The hydrologic data were used to assess the water budget before and after installation of GI. Results from stormwater routing models will be compared with measured data and evaluated for their ability to accurately simulate the hydrologic variables. The results will also be applied to the design process of other GI sites. In addition, during 2019&#x2013;21, chloride concentrations were measured in water to estimate the quantity of deicer that was captured in the GI facilities.</p>
<fig id="figS1.2" position="float" fig-type="figure"><label>Figure S1.2</label><caption><p>City Hall, Gary, Indiana, monitoring locations in the central rain garden and peripheral grassed areas.</p><p content-type="toc"><bold>Figure S1.2.</bold>&#x2003;Diagram showing City Hall, Gary, Indiana, monitoring locations in the central rain garden and peripheral grassed areas.</p></caption>
<long-desc>Sites, stations, drains, and flow directions are shown using color and symbols.</long-desc><graphic xlink:href="ind22-0017_figS1.2"/></fig>
<p>Converting a part of the asphalt parking lot to a rain garden and monitoring runoff for three separate monitoring periods (May 11&#x2013;September 7, 2016, June 15&#x2013;November 6, 2017, and April 25&#x2013;November 6, 2018) resulted in an 80.3&#x00A0;percent reduction in stormwater volume entering the nearby storm drain. The primary hydrologic processes responsible for such a dramatic reduction in volume were attributed to evapotranspiration, groundwater recharge, evaporation from paved surfaces, and temporary storage of water in the subsurface that was eventually removed from the system by groundwater recharge and evapotranspiration.</p>
</boxed-text>
<boxed-text id="sidebar2" content-type="sidebar">
<label>Sidebar 2</label><caption><title>Assessing the Effectiveness of Green Infrastructure in the Niagara River Greenway (Buffalo, New York)</title></caption>
<p>In Buffalo, New York, the U.S.&#x00A0;Geological Survey (USGS) is partnering with the city of Buffalo and the Niagara River Greenway Project to assess the volume reduction of stormwater runoff and limit the risk of combined sewer overflows in the Niagara River Area of Concern after installation of green infrastructure (GI) practices. An area of 16&#x00A0;city blocks along Niagara Street is undergoing redevelopment to reconnect residential land use to the waterfront and implement a safer corridor for pedestrians and bicyclists (<xref ref-type="fig" rid="figS2.1">fig. S2.1</xref>). Instead of traditional development, GI replaced aging infrastructure and impervious surfaces in this 50-acre area. GI practices such as sand filters, planter boxes, and rain gardens installed in the Niagara Street redevelopment area have the potential to reduce the volume of stormwater runoff by 16&#x00A0;million gallons per year (<xref ref-type="fig" rid="figS2.2">fig. S2.2</xref>; <xref ref-type="bibr" rid="r100">U.S. Geological Survey, 2021b</xref>).</p>
<fig id="figS2.1" position="float" fig-type="figure"><label>Figure S2.1</label><caption><p>Locations of monitoring stations along the Niagara Street redevelopment area in Buffalo, New York.</p><p content-type="toc"><bold>Figure S2.1.</bold>&#x2003;Map showing locations of monitoring stations along Niagara Street redevelopment area in Buffalo, New York.</p></caption>
<long-desc>The redevelopment area is shown in green.</long-desc><graphic xlink:href="ind22-0017_figS2.1"/></fig>
<fig id="figS2.2" position="float" fig-type="figure"><label>Figure S2.2</label><caption><p>Preconstruction and postredevelopment segment of Niagara Street. (Courtesy of U.S.&#x00A0;Geological Survey).</p><p content-type="toc"><bold>Figure S2.2.</bold>&#x2003;Photographs showing preconstruction and postredevelopment segment of Niagara Street.</p></caption>
<long-desc>The before image shows a sidewalk of mostly concrete, and the after image shows less concrete and more vegetation.</long-desc><graphic xlink:href="ind22-0017_figS2.2"/></fig>
<p>The city of Buffalo began to install GI stormwater control measures in 2018, and the work was complete in June 2021. The GI practices installed to reduce stormflow to the local storm sewers and the Niagara River include sand filters, stormwater planters, and rain gardens. The goal is to reduce stormwater runoff and chloride (during winter and spring melt). Storm sewer outlet monitoring provides an estimate of stormwater volume reduction at a much larger scale than is typical for GI projects.</p>
<p>The USGS began monitoring stormflow along the corridor in 2016 and is monitoring flow and specific conductance into and out of one set of four rain gardens and one sand filter, and at the outlet of the storm-sewer system at Delavan Avenue. Water-quality samples are also being collected at the inflow and outflow of each practice to compare with conductance measurements; the goal of these measurements is to establish a relation between chloride concentration and specific conductance at each site so that chloride concentration can be estimated at a 15-minute time step. Water-quality sampling is done primarily using automated samplers within the monitoring section and at Delavan Avenue. In addition, soil moisture and groundwater levels are being monitored within the rain garden site.</p>
<p>The primary objective of the study is to quantify changes in storm-sewer flows resulting from the installation of GI practices. Secondary goals are to improve the understanding of rainfall, runoff, and infiltration relations in an urban area; correlate meteorological variables such as precipitation depth and intensity, hydrologic fluxes, and antecedent moisture conditions to pre- and post-construction stormwater discharge and volume; and compare stormwater volume reductions predicted by the EPA stormwater calculator (<xref ref-type="bibr" rid="r93">U.S.&#x00A0;Environmental Protection Agency, 2017b</xref>) to actual reductions measured at the Delvan Avenue storm sewer. In addition to natural storm flows, beginning in the fall of 2020 and continuing into 2021, a series of rainfall experiments were done to measure the effectiveness of the GI practices on attenuating flow and chloride concentrations under controlled conditions. This work was a collaborative effort with the State University of New York University at Buffalo and includes the Niagara Street site as one of five locations around the city to compare infiltration rates among variously aged rain gardens around the city.</p>
<p>In addition to natural storm flows, a series of rainfall experiments are being done to measure the effectiveness of the GI practices on attenuating flow and chloride concentrations under controlled conditions. This work is a collaborative effort with the State University of New York University at Buffalo. Preliminary data suggest that the rain gardens are attenuating a considerable amount of storm flow. Information from State University of New York University Buffalo research suggests that incorporating pebbles into rain garden soils may increase infiltration capacity for many years after installation and shallower rain gardens with shallower rooting depths will likely maximize evapotranspiration within the gardens (<xref ref-type="bibr" rid="r47">Milleville, 2021</xref>).</p>
</boxed-text>
</sec>
<sec>
<title>Vegetated Channels: Bioswales and Grassed Swales</title>
<p>Vegetated channels including bioswales and grassed swales are designed to slow water flow so that some of the water has time to either infiltrate, evaporate, or transpirate as it is routed from one location to another (<xref ref-type="fig" rid="fig17">fig. 17</xref>). They are generally linear channels or swales that are vegetated or mulched. In contrast to vegetated basins that are designed to retain all runoff at a site, vegetated channels are often used to route runoff water from sidewalks, streets, or parking lots to storm sewers or natural channels.</p>
<fig id="fig17" position="float" fig-type="figure"><label>Figure 17</label><caption><p>Bioswale and interactions with the environment.</p><p content-type="toc"><bold>Figure 17.</bold>&#x2003;Illustration showing bioswale and interactions with the environment.</p></caption>
<long-desc>Illustration showing vegetation in a channel.</long-desc><graphic xlink:href="ind22-0017_fig17"/></fig>
<p>Vegetated channels can be effective at infiltrating stormwater from a large impervious surface; channel performance is dependent on the permeability of underlying soils. Grassed swales are simple vegetated channels constructed over minimally engineered substrate, whereas bioswales are engineered with specific soil media mixtures and underdrains. Both types of swales are often used in conjunction with other structures such as detention ponds (<xref ref-type="bibr" rid="r37">Illinois Sustainable Technology Center, 2012</xref>).</p>
<p>Vegetated channels are sloped to move water through the system in an efficient manner, can range from a few feet to hundreds of feet long, can be wet or dry, and the surface can be covered with grass or other types of vegetation. Bioswales are sometimes covered with rocks instead of vegetation and are particularly useful along streets or in parking lots where runoff can be redirected from the curbside (<xref ref-type="bibr" rid="r97">U.S.&#x00A0;Environmental Protection Agency, 2021c</xref>). Plants and soils help treat stormwater runoff to reduce flow and contaminants to storm sewers and may improve water quality in downstream creeks and streams. They can absorb low flows or carry runoff from heavy rains to storm sewer inlets or directly to surface waters. Vegetated channels can improve water quality by infiltrating the first flush of storm water runoff and filtering the large storm flows they convey (<xref ref-type="bibr" rid="r87">U.S. Environmental Protection Agency, 2010</xref>). In the Great Lakes region, vegetated channels are a common sight along roadways and parking lots (<xref ref-type="fig" rid="fig18">fig. 18</xref>).</p>
<fig id="fig18" position="float" fig-type="figure"><label>Figure 18</label><caption><p>Locations of selected vegetated channel studies in the Great Lakes region with photos of some typical installations (see <xref ref-type="app" rid="a1">app. 1</xref>, <xref ref-type="table" rid="t01.01">table 1.1</xref> for an overview of sites shown on this map). (Sources: <xref ref-type="bibr" rid="r11">Chaffin and others, 2016</xref>; <xref ref-type="bibr" rid="r18">Darner and Dumouchelle, 2011</xref>; <xref ref-type="bibr" rid="r19">Darner and others, 2015</xref>; <xref ref-type="bibr" rid="r37">Illinois Sustainable Technology Center, 2012</xref>; <xref ref-type="bibr" rid="r40">Jaffe and others, 2010</xref>; <xref ref-type="bibr" rid="r50">New York City Environmental Protection, 2012</xref>; <xref ref-type="bibr" rid="r50">New York City Environmental Protection, 2012</xref>; <xref ref-type="bibr" rid="r51">Northeast Ohio Regional Sewer District, 2012</xref>; <xref ref-type="bibr" rid="r68">Selbig and Bannerman, 2008</xref>; <xref ref-type="bibr" rid="r82">Traver, 2002</xref>; <xref ref-type="bibr" rid="r87">U.S. Environmental Protection Agency, 2010</xref>; <xref ref-type="bibr" rid="r101">U.S. Geological Survey, 2021c</xref>.)</p><p content-type="toc"><bold>Figure 18.</bold>&#x2003;Map showing locations of selected vegetated channel studies in the Great Lakes region with photographs showing some typical installations.</p></caption>
<long-desc>Study sites are shown using triangle dots, and five photographs of selected sites are shown.</long-desc><graphic xlink:href="ind22-0017_fig18"/></fig>
<boxed-text id="sidebar3" content-type="sidebar">
<label>Sidebar 3</label><caption><title>Using Abandoned Urban Land for Stormwater Management, RecoveryPark, Detroit, Michigan</title></caption>
<p>The effectiveness of green infrastructure (GI; including urban land conversion and bioswales) stormwater runoff reduction is being assessed at RecoveryPark, a redeveloped urban farm in Detroit, Michigan (<xref ref-type="bibr" rid="r101">U.S. Geological Survey, 2021c</xref>). Pre and postconstruction storm-sewer flow, groundwater levels, precipitation, and potential evapotranspiration are being monitored.</p>
<p>Throughout the metropolitan Detroit area, swaths of abandoned urban land have been identified as potential locations for the installation of GI to reduce or delay peak flows of stormwater runoff. One of these locations, RecoveryPark, is a 40-acre area about 2.5&#x00A0;miles northeast of downtown Detroit (<xref ref-type="fig" rid="figS3.1">fig. S3.1</xref>). Before this study, the city-owned land that comprises RecoveryPark was vacant, but the nonprofit RecoveryPark entered into a 5-year agreement with the city to purchase the land and convert it into an urban farm staffed by people with barriers to employment. Sustainable resource management, including stormwater management, is one of the goals for the successful implementation of RecoveryPark.</p>
<fig id="figS3.1" position="float" fig-type="figure"><label>Figure S3.1</label><caption><p>Site plan for a part of RecoveryPark, Detroit, Michigan, which incorporates green infrastructure as part of its redevelopment initiative to convert 40&#x00A0;acres of vacant land into an urban farm.</p><p content-type="toc"><bold>Figure S3.1.</bold>&#x2003;Diagram showing the site plan for a part of RecoveryPark, Detroit, Michigan.</p></caption>
<long-desc>Sewer pipes and access points are shown with contour lines and monitoring wells.</long-desc><graphic xlink:href="ind22-0017_figS3.1"/></fig>
<p>The RecoveryPark area gives researchers the opportunity to assess how stormwater control measures affect flow and water-budget dynamics in an urban setting with heavy clay soils (<xref ref-type="fig" rid="figS3.2">fig. S3.2</xref>). The U.S. Geological Survey, in collaboration with two program areas within the U.S. Environmental Protection Agency (Great Lakes National Program Office and Office of Research and Development) and the Detroit Water and Sewerage Department, is monitoring to quantify changes in stormwater flows resulting from the installation of GI with the following goals:</p>
<p>&#x2022;	improve the understanding of rainfall, runoff, and infiltration through collection of high-resolution data at water-level monitoring and sewer-flow monitoring sites;</p>
<p>&#x2022;	evaluate hydrologic and meteorological data to analyze the hydraulic performance of the stormwater control measures after implementation;</p>
<p>&#x2022;	develop a model that simulates observed hydrologic processes, quantifies elements of the local water budget, estimates the effectiveness of stormwater control measures, and helps identify gaps in our understanding of the hydrologic processes affected by the stormwater control measures; and</p>
<p>&#x2022;	monitor site hydrology and hydraulics to fully understand the effectiveness of the stormwater control measures and to provide the performance data needed to design future phases of the proposed stormwater capture system envisioned for RecoveryPark.</p>
<fig id="figS3.2" position="float" fig-type="figure"><label>Figure S3.2</label><caption><p>Vegetated swales and stormwater capture system installed in RecoveryPark, Detroit, Michigan. (Courtesy of U.S. Geological Survey).</p><p content-type="toc"><bold>Figure S3.2.</bold>&#x2003;Photographs showing vegetated swales and stormwater capture system installed in RecoveryPark, Detroit, Michigan.</p></caption>
<long-desc>Three photographs showing vegetation.</long-desc><graphic xlink:href="ind22-0017_figS3.2"/></fig>
<p>The area of RecoveryPark that is being redeveloped covers approximately 10&#x00A0;city blocks (40&#x00A0;acres) and includes grassed swale installations. Assessment of the stormwater control measures implemented at RecoveryPark will consist of three phases:</p>
<p>1.	Monitoring by the U.S.&#x00A0;Geological Survey includes a weather station to collect data on precipitation and potential evapotranspiration plus 24&#x00A0;groundwater monitoring wells instrumented to collect groundwater levels, temperature, and specific conductance. Additionally, seven in-pipe flow meters were installed by Detroit Water and Sewerage Department to monitor flow within the sewer pipes.</p>
<p>2.	Testing includes a feasibility assessment through measurement of soil moisture content around RecoveryPark and stage (water level) within the grass swales.</p>
<p>3.	Modeling will help identify the processes that have the greatest effect on the observed water balance and the uncertainty associated with them.</p>
<p>This study addresses two major challenges facing the Great Lakes region: (1)&#x00A0;mitigation of the adverse effects of stormwater runoff, and (2)&#x00A0;urban revitalization and approaches to reclaim abandoned land in urban settings. Storm control measures are often proposed to mitigate stormwater runoff effects, yet, in practice, the hydraulic response of various types of stormwater control measures have not been well documented. This study will provide information necessary to make informed decisions about the effectiveness of the RecoveryPark approach to both challenges.</p>
<p>The data collected during this study also can be used to design other stormwater control projects in urban areas around the Great Lakes. The urban-site methods developed here could be implemented in other study areas and provide an opportunity to compare and contrast results of studies to monitor runoff in agricultural areas. The data produced may also help engineers improve the design and construction of storm control measures. Additional insights also might inform how aging urban infrastructure (for example, leaking sewer pipes) can affect conveyance of stormwater (<xref ref-type="bibr" rid="r34">Hoard and others, 2020</xref>).</p>
</boxed-text>
</sec>
<sec>
<title>Permeable Pavement</title>
<p>Permeable pavements allow water to infiltrate between spaces in the surface material, through layers of crushed rock, and then into soil and groundwater below (<xref ref-type="bibr" rid="r106">Winston and others, 2018</xref>). The purpose of the pavement is to infiltrate most of the stormwater onsite to reduce the amount of water and contaminants flowing into storm sewers or directly to rivers and streams (<xref ref-type="bibr" rid="r97">U.S. Environmental Protection Agency, 2021c</xref>; <xref ref-type="fig" rid="fig19">fig. 19</xref>). Permeable pavements may maintain more stable base flows in streams, reduce flood peaks, reduce stream bank erosion, and may help protect water quality (<xref ref-type="bibr" rid="r84">U.S. Department of Agriculture, 2009</xref>). </p>
<p>Permeable pavements can be installed in a variety of applications like parking lots, sidewalks or walking paths, or as an integral component in green streets and alleys. Because there is a high maintenance component associated with permeable pavement, one of the best applications may be at the periphery of less costly traditional paving so that the permeable part allows for infiltration of small, frequent rains and the first flush of larger storms which wash off most pollutants. Stormwater may leave the permeable pavement system through one or more of the following four hydrologic pathways: evaporation, exfiltration (infiltration into the underlying soil), underdrain discharge (if an underdrain is present), or surface runoff (<xref ref-type="fig" rid="fig19">fig.&#x00A0;19</xref>).</p>
<fig id="fig19" position="float" fig-type="figure"><label>Figure 19</label><caption><p>Permeable pavement design.</p><p content-type="toc"><bold>Figure 19.</bold>&#x2003;Illustration showing permeable pavement design.</p></caption>
<long-desc>Illustration of permeable pavement and water movement during rainfall.</long-desc><graphic xlink:href="ind22-0017_fig19"/></fig>
<p>Permeable pavement consists of either porous paving, like concrete or asphalt, or interlocking modular paver blocks, typically of concrete or brick, that achieve porosity by virtue of the spacing between blocks or pores in pavement. Permeable pavers have been installed in several locations throughout the Great Lakes (<xref ref-type="fig" rid="fig20">fig.&#x00A0;20</xref>) and include experimental and permanent installations in a variety of environmental settings.</p>
<fig id="fig20" position="float" fig-type="figure"><label>Figure 20</label><caption><p>Locations of selected permeable pavement study sites in the Great Lakes region (see <xref ref-type="app" rid="a1">app. 1</xref>, <xref ref-type="table" rid="t01.01">table 1.1</xref> for an overview of sites shown on this map). (Sources: <xref ref-type="bibr" rid="r18">Darner and Dumouchelle, 2011</xref>; <xref ref-type="bibr" rid="r19">Darner and others, 2015</xref>; <xref ref-type="bibr" rid="r37">Illinois Sustainable Technology Center, 2012</xref>; <xref ref-type="bibr" rid="r42">Kumar and others, 2017</xref>; <xref ref-type="bibr" rid="r43">Lebens and Troyer, 2012</xref>; <xref ref-type="bibr" rid="r70">Selbig and Buer, 2018</xref>; <xref ref-type="bibr" rid="r82">Traver, 2002</xref>; <xref ref-type="bibr" rid="r104">Winston and others, 2015</xref>; <xref ref-type="bibr" rid="r107">Winston and others, 2020</xref>.)</p><p content-type="toc"><bold>Figure 20.</bold>&#x2003;Map and photographs showing location of selected permeable pavement study sites in the Great Lakes region.</p></caption>
<long-desc>Study site are show using triangle dots, and five photographs of selected sites are shown.</long-desc><graphic xlink:href="ind22-0017_fig20"/></fig>
<boxed-text id="sidebar4" content-type="sidebar">
<label>Sidebar 4</label><caption><title>Permeable Pavement Testing in Madison, Wisconsin</title></caption>
<p>Three permeable pavement surfaces were evaluated at a testing facility in Madison, Wisconsin, that was built to measure changes to the infiltrative capacity and water quality of stormwater runoff from a conventional asphalt parking lot (<xref ref-type="fig" rid="figS4.1">fig. S4.1</xref>; <xref ref-type="bibr" rid="r70">Selbig and Buer, 2018</xref>). Constructed in the summer of 2014, the permeable pavement test site is adjacent to a public parking lot on the northeast side of Madison, Wis. The traditional curb-and-gutter asphalt parking lot served as parking for City of Madison employees and patrons of a public dog park. The lot was modified with asphalt berms to create an impermeable area of 0.32&#x00A0;acre that drains towards the test site. There are more than 40&#x00A0;parking spaces and associated driving lanes in the parking lot that was approximately 25&#x00A0;years old at the time of the study. Vehicles used the parking lot but were prohibited from accessing the permeable surfaces and snow and ice were removed as needed by plows and a mixture of sand and salt when needed.</p>
<fig id="figS4.1" position="float" fig-type="figure"><label>Figure S4.1</label><caption><p>Aerial photograph showing permeable pavement research facility in Madison, Wisconsin, with schematic showing, <italic>A</italic>, location of test pavement and <italic>B</italic>, part of the parking lot which drains to the test pavement. (Source: adapted from <xref ref-type="bibr" rid="r70">Selbig and Buer, 2018</xref>.)</p><p content-type="toc"><bold>Figure S4.1</bold>.&#x2003;Aerial photograph showing permeable pavement research facility in Madison, Wisconsin with schematic.</p></caption>
<long-desc>Aerial view of a parking lot with labels showing runoff and drainage area.</long-desc><graphic xlink:href="ind22-0017_figS4.1"/></fig>
<p>The test site was built with three sections of permeable pavement&#x2014;permeable interlocking concrete pavers (PICP), pervious concrete (PC), and porous asphalt (PA; <xref ref-type="fig" rid="figS4.2">fig. S4.2</xref>). The surfaces were selected based on how commonly they are used and industry interest in learning more about the performance of each. Each type of pavement was a 500-square foot plot with 21&#x00A0;inches of base material over an impermeable membrane with a slope of 2&#x00A0;degrees (<xref ref-type="fig" rid="figS4.3">fig. S4.3</xref>). Undrains constructed of 6-inch diameter PVC pipe routed stormwater to a monitoring vault. Concrete walls separated each plot to prevent exfiltration between test plots.</p>
<fig id="figS4.2" position="float" fig-type="figure"><label>Figure S4.2</label><caption><p>Permeable pavement testing facility in Madison, Wisconsin. (Source: <xref ref-type="bibr" rid="r70">Selbig and Buer, 2018</xref>.)</p><p content-type="toc"><bold>Figure S4.2</bold>.&#x2003;Photograph showing permeable pavement testing facility in Madison, Wisconsin.</p></caption>
<long-desc>Several types of permeable pavement.</long-desc><graphic xlink:href="ind22-0017_figS4.2"/></fig>
<fig id="figS4.3" position="float" fig-type="figure"><label>Figure S4.3</label><caption><p>Cross-sectional profile of porous asphalt, pervious concrete, and permeable interlocking pavers test surfaces and aggregate base. Blue arrows indicate flow of infiltrated runoff from the underdrain towards the monitoring chamber. (Courtesy of County Materials Corporation.)</p><p content-type="toc"><bold>Figure S4.3</bold>.&#x2003;Diagram showing cross-sectional profile of porous asphalt, pervious concrete, and permeable interlocking pavers test surfaces and aggregate base.</p></caption>
<long-desc>Three types of permeable pavements and the substrate underneath them.</long-desc><graphic xlink:href="ind22-0017_figS4.3"/></fig>
<p>Runoff from the parking lot drained into a concrete structure designed to equally split runoff to each test plot (<xref ref-type="fig" rid="figS4.4">fig. S4.4</xref>). This configuration is unique in that it allows for measurement of the quantity and quality of runoff directly before it enters each permeable surface and again immediately after passing through each treatment section. Once delivered to the test plot, runoff was spread across a serrated weir plate for even distribution of water across the permeable surface. Stormwater then either filtered through the permeable surface or bypassed as overflow that was collected and conveyed separately to a concrete monitoring vault. Flow in and out of each treatment section was measured. Samples were taken and analyzed for selected contaminants and nutrients.</p>
<fig id="figS4.4" position="float" fig-type="figure"><label>Figure S4.4</label><caption><p>Hydraulic structures used to, <italic>A</italic>, measure and distribute the flow of runoff from the parking lot; <italic>B</italic>, uniformly spread runoff across the test surface; and, <italic>C</italic>, measure runoff that either passes through the underdrain of each permeable surface or bypasses as overflow. (Source: <xref ref-type="bibr" rid="r70">Selbig and Buer, 2018</xref>.)</p><p content-type="toc"><bold>Figure S4.4.</bold>&#x2003;Photographs showing hydraulic structures.</p></caption>
<long-desc>Three images of hydraulic structures for permeable surfaces.</long-desc><graphic xlink:href="ind22-0017_figS4.4"/></fig>
<p>The efficiency of capturing and retaining sediment in each surface led to a decline in infiltration rates that eventually resulted in more runoff flowing over, not through, the permeable layer. This led to decreased, but still functioning, treatment until the permeable surface was partially restored through maintenance practices to which PICP responded more dramatically than PC or PA (<xref ref-type="bibr" rid="r17">Danz and others, 2020</xref>). Clogging was found to be primarily because of winter sand application that led to high sediment load in spring runoff. Winter road salt application also resulted in high chloride load that was initially attenuated in all three permeable pavements but later released during subsequent spring runoff events.</p>
<p>Initial monitoring results from 2014 to 2016 indicated that cumulative loads of solids (total suspended solids and suspended sediment), total phosphorus, <italic>Escherichia coli</italic> (<italic>E. coli</italic>), and Enterococci were substantially reduced, with most of the reduction taking place through capture and retention in the void spaces of each permeable surface and aggregate base. Total suspended solids were reduced 80&#x00A0;percent in the PC, followed by 69 and 65&#x00A0;percent, respectively, in the PICP and PA.</p>
<p>Additional testing (<xref ref-type="bibr" rid="r71">Selbig and others, 2019</xref>) indicated total phosphorus load was reduced by nearly 20&#x00A0;percent for PICP and PA; however, these values were likely tempered by observed export of dissolved phosphorus. PC had greater capacity to remove total phosphorus (43&#x00A0;percent reduction) with no signs of dissolved phosphorus export that was observed in PICP and PA. Average removal efficiencies for metals were 40, 42, and 49&#x00A0;percent in PA, PICP, and PC, respectively. A higher pH in the effluent likely promoted enhanced chemical precipitation, which was used to explain elevated removal efficiencies of phosphorus and select metals in PC compared to PICP and PA (median of 10.2 compared to 7.5 and 7.8, respectfully).</p>
<p>Temperatures below each permeable surface generally followed changes in air temperature with a more gradual response observed in deeper layers (<xref ref-type="fig" rid="figS4.5">fig. S4.5</xref>). Therefore, permeable pavement may do little to mitigate heated runoff during summer. During winter, deeper layers remained above freezing even when air temperature was below freezing. Although temperatures were not high enough to melt snow or ice accumulated on the surface, temperatures below each permeable pavement did allow void spaces to remain open, which promoted infiltration of melted ice and snow as air temperatures rose above freezing. These open void spaces could potentially reduce the need for application of deicing agents in winter because melted snow and ice would infiltrate, thereby preventing refreezing of pooled water in what is known as the &#x201C;black ice&#x201D; effect. The environmental benefits and potential unintended consequences of stormwater practices like permeable pavement that use infiltration as a form of treatment warrant consideration in management of urban runoff.</p>
<fig id="figS4.5" position="float" fig-type="figure"><label>Figure S4.5</label><caption><p>A network of temperature sensors placed in the porous asphalt test plot before installation of the aggregate base and asphalt surface. Attached to each wooden dowel placed in the three-by-three matrix were sensors spaced at about 0 (top), 6 (middle), and 12 (bottom) inches below the permeable surface. The pervious concrete and permeable interlocking pavers test plots had a similar configuration. (Source: <xref ref-type="bibr" rid="r70">Selbig and Buer, 2018</xref>.)</p><p content-type="toc"><bold>Figure S4.5.</bold>&#x2003;Photograph showing a network of temperature sensors placed in the porous asphalt test plot before installation of the aggregate base and asphalt surface.</p></caption>
<long-desc>Man standing on a porous asphalt test plot surrounded by pipes an sensors.</long-desc><graphic xlink:href="ind22-0017_figS4.5"/></fig>
</boxed-text>
</sec>
<sec>
<title>Urban Tree Canopy</title>
<p>Trees reduce and slow stormwater by intercepting precipitation in their leaves and branches (<xref ref-type="fig" rid="fig21">fig. 21</xref>). Many cities have programs to plant trees in areas where they were lost to development and thus restore some of the benefits of trees (<xref ref-type="fig" rid="fig22">fig. 22</xref>). According to the authors of a report on urban planning, &#x201C;trees interact with the urban hydrologic cycle by intercepting incoming precipitation, removing water from the soil via transpiration, enhancing infiltration, and bolstering the performance of other GI technologies&#x201D; (<xref ref-type="bibr" rid="r6">Berland and others, 2017</xref>, p. 167); however, the interactions of trees with the urban hydrologic cycle is not well understood, particularly at the spatial and temporal scales that are relevant to stormwater management. Therefore, the contribution trees can make on overall stormwater control depends on further research of how and to what extent trees interact with stormwater, as well as information on the location and best vegetation for a given geographical location.</p>
<fig id="fig21" position="float" fig-type="figure"><label>Figure 21</label><caption><p>Urban tree interactions in the environment.</p><p content-type="toc"><bold>Figure 21.</bold>&#x2003;Illustration showing urban tree interactions in the environment.</p></caption>
<long-desc>Illustration of the tree canopy of vegetation with labels showing how it interacts with the environment.</long-desc><graphic xlink:href="ind22-0017_fig21"/></fig>
<fig id="fig22" position="float" fig-type="figure"><label>Figure 22</label><caption><p>Locations of selected urban tree canopy studies (see <xref ref-type="app" rid="a1">app.&#x00A0;1</xref>, <xref ref-type="table" rid="t01.01">table 1.1</xref> for an overview of sites shown on this map). (Sources: <xref ref-type="bibr" rid="r9">Capitol Region Water, 2017</xref>; <xref ref-type="bibr" rid="r12">Chicago Region Trees Initiative, 2022</xref>; <xref ref-type="bibr" rid="r14">City of Milwaukee, 2019</xref>; <xref ref-type="bibr" rid="r51">Northeast Ohio Regional Sewer District, 2012</xref>; <xref ref-type="bibr" rid="r102">U.S. Geological Survey, 2021d</xref>.)</p><p content-type="toc"><bold>Figure 22.</bold>&#x2003;Map showing and photographs locations of selected urban tree canopy studies.</p></caption>
<long-desc>Study site are shown using triangle dots, and three photographs show select sites.</long-desc><graphic xlink:href="ind22-0017_fig22"/></fig>
<p>Nongovernmental entities including homeowners, businesses, and community groups can also participate in planting and maintaining trees in urban areas. In some cities, engineered solutions have been developed that divert stormwater through systems designed to allow infiltration and uptake by trees and thus reduce runoff.</p>
<p>Urban tree canopies may be most effective when paired with engineering structures that capture and route stormwater runoff through the root systems of, for example, sidewalk trees; however, more study is needed to adequately understand these interactions especially at the spatial and temporal scales relevant to stormwater management (<xref ref-type="bibr" rid="r6">Berland and others, 2017</xref>). </p>
<boxed-text id="sidebar5" content-type="sidebar">
<label>Sidebar 5</label><caption><title>Urban Tree Study, Fond du Lac, Wisconsin</title></caption>
<p>The U.S.&#x00A0;Geological Survey, U.S.&#x00A0;Forest Service, U.S.&#x00A0;Environmental Protection Agency Office of Research and Development, and the University of Wisconsin-Madison led a field scientific investigation that was designed to fill some of the data gaps identified by <xref ref-type="bibr" rid="r41">Kuehler and others (2017)</xref> and <xref ref-type="bibr" rid="r6">Berland and others (2017)</xref> on the role of trees in stormwater management (<xref ref-type="bibr" rid="r72">Selbig and others, 2021</xref>). Many of these gaps focus on the need for a more holistic understanding of urban tree canopy, understory, and subsurface effects on urban water cycles including, but not limited to: variation attributed to tree species, age, seasonality (leaf-on, leaf-off), regional climate, interactions with the immediate urban-suburban ecosystem, and the role of trees in the context of other green infrastructure practices (for example, trees planted in rain gardens). These knowledge gaps apply to trees throughout the urban ecosystem (in urban forest patches, private residential and commercial parcels, and the public right of way) not only because of needs regarding urban water budgets but also with respect to how these flows affect ecohydrological functions that relate to vegetation, public health, and the removal of pollutants in the air and water cycle among other ecosystem services.</p>
<p>The primary objective of the study was to quantify the effect of tree removal on the urban hydrologic cycle to measure the effect that trees have on stormwater runoff detention volume. The study used a paired catchment statistical design and analysis of a continuum of storm event hydrographs and additional monitoring data (for example, soil moisture and groundwater level) that characterized how water cycles with and without trees.</p>
<p>This study characterized the effect of street tree removal on stormwater runoff characteristics from two medium-density residential catchments in Fond du Lac, Wisconsin (<xref ref-type="fig" rid="figS5.1">figs. S5.1</xref> and <xref ref-type="fig" rid="figS5.2">S5.2</xref>). Catchments were comparable in size and consist of single-family housing with approximately 0.25-acre parcels with trees interspersed along the right-of-way that flanks each street. Stormwater runoff was conveyed via curb and gutter to stormwater inlets as the entry point to the centralized storm sewer collection system.</p>
<fig id="figS5.1" position="float" fig-type="figure"><label>Figure S5.1</label><caption><p>Urban-tree stormwater-reduction study location and catchments in Fond du Lac, Wisconsin.</p><p content-type="toc"><bold>Figure S5.1.</bold>&#x2003;Maps showing urban-tree stormwater-reduction study location and catchments in Fond du Lac, Wisconsin.</p></caption>
<long-desc>Ash trees and other tree species in the drainage boundary.</long-desc><graphic xlink:href="ind22-0017_figS5.1"/></fig>
<p>Using the paired-catchment study design, one catchment was designated the &#x2018;Control&#x2019; and the second catchment the &#x2018;Test.&#x2019; Trees in the area (street trees and landscape trees) were similar in age and were likely planted during the time of housing construction in the late 1980s.</p>
<p>The primary abundance of tree species lining the streets of each study catchment include ash, maple, and <italic>Gleditsia triacanthos</italic> L. (honey locust). Approximately one-half of the street trees in the Test catchment were <italic>Fraxinus</italic> <italic>pennsylvanica</italic> Marsh. (green ash), a species of tree that is subject to disease through infestation by <italic>Agrilus</italic> <italic>planipennis</italic> (Fairmaire, 1888) (emerald ash borer). As such, the city of Fond du Lac plans to remove all ash trees before infestation can happen. All ash trees in the Control and Test catchments were in good health in October 2017 when the project began and were treated to prevent infestation during the study period. The removal of ash trees before infestation provides a unique scenario to quantify the effect that street trees can have on stormwater runoff volume. Data collection for this study was split into four principal components that characterize hydrologic inputs and outputs as part of a volumetric mass water balance: (1)&#x00A0;climate inputs and losses, (2)&#x00A0;surface runoff, (3)&#x00A0;subsurface flows, and (4)&#x00A0;arboricultural water use losses and irrigation.</p>
<fig id="figS5.2" position="float" fig-type="figure"><label>Figure S5.2</label><caption><p>Photos showing, <italic>A</italic>, the effects of rainfall interception indicated by dry area underneath the canopy and, <italic>B</italic>, a tree lined street in Fond du Lac, Wisconsin. Trees intercept and store runoff and transfer water back to the atmosphere through evapotranspiration, reducing the volume of runoff. (Courtesy of U.S. Geological Survey.)</p><p content-type="toc"><bold>Figure S5.2.</bold>&#x2003;Photographs showing the effects of rainfall interception indicated by dry area underneath the canopy and a tree lined street in Fond du Lac, Wisconsin.</p></caption>
<long-desc>Two photographs of a street surrounded by trees.</long-desc><graphic xlink:href="ind22-0017_figS5.2"/></fig>
<p>Monitoring during the calibration period began in early spring 2018 before leaf-on and continued through the fall of 2019. Researchers were able to establish a baseline water budget by measuring the hydrologic response of each catchment before removal of the ash trees. During the winter of 2019/2020, approximately 60&#x00A0;percent of ash trees lining the street in the Test catchment were removed.</p>
<p>Using a paired-catchment experimental design the project team analyzed storm sewer pipeflow hydrographs before and after tree removal. Results showed an estimated 198-cubic meter increase in surface runoff volume compared to the control catchment over the course of the study. This increase accounted for 4&#x00A0;percent of the total measured runoff after trees were removed. On a per-tree basis, 66&#x00A0;liters of rainfall per square meter of canopy was lost that would have otherwise been intercepted and stored. Runoff volume reduction benefit was estimated at 6,376&#x00A0;liters per tree. These values experimentally document per-capita retention services rendered by trees over a growing season with 42&#x00A0;storm events (<xref ref-type="bibr" rid="r72">Selbig and others, 2021</xref>).</p>
<p>In addition to the characterization of hydrologic processes, monitoring data will be used to verify, validate, and calibrate surface runoff and base flow simulations using the i-Tree suite of forest analysis models (<xref ref-type="bibr" rid="r38">i-Tree, 2020</xref>, <ext-link ext-link-type="uri" xlink:href="https://www.itreetools.org/tools/hydro">https://www.itreetools.org/tools/hydro</ext-link>;). The i-Tree Hydro program computes surface runoff volume and baseflow groundwater contribution to surface water flow based on weather, soil conditions, impervious cover, and tree and other vegetation parameters. The U.S.&#x00A0;Forest Service structured the i-Tree Hydro model to evaluate conditions in the Test catchment before and after tree removal scenarios and before and after future tree planting scenarios to help assess and improve tree planting designs to reduce runoff and improve water quality (<xref ref-type="bibr" rid="r72">Selbig and others, 2021</xref>). This effort will help scientists, resource managers, and communities better understand the role vegetation management can have in stormwater management not only in the treatment area but also in other Great Lakes drainage basins and beyond.</p>
</boxed-text>
</sec>
<sec>
<title>Green Roofs</title>
<p>According to the EPA, green roofs fit into a subcategory of on-site stormwater control measures, termed low-impact development (LID) technology (<xref ref-type="bibr" rid="r5">Berghage and others, 2009</xref>). Building roofs make up a sizable proportion of the impervious surfaces associated with urban development along with roads and parking lots (<xref ref-type="fig" rid="fig23">fig. 23</xref>). Green roofs thus have the potential to reduce the stormwater effects of development because they can detain and retain stormwater.</p>
<fig id="fig23" position="float" fig-type="figure"><label>Figure 23</label><caption><p>Example of green roof construction on an office building.</p><p content-type="toc"><bold>Figure 23.</bold>&#x2003;Diagram showing an example of green roof construction on an office building.</p></caption>
<long-desc>Green roof example with labels showing how it affects the environment.</long-desc><graphic xlink:href="ind22-0017_fig23"/></fig>
<p>Like other GI, green roofs can be incorporated with other stormwater controls and included in a municipal stormwater management plan. Although green roofs retain and remove stormwater through evapotranspiration, excess runoff may add to stormwater control problems that many urban and suburban communities face. Implementation of other stormwater control measures in urban areas may not be practical in some circumstances because of small available surface area and other concerns. Location of example green roof studies is shown in <xref ref-type="fig" rid="fig24">figure 24</xref>.</p>
<fig id="fig24" position="float" fig-type="figure"><label>Figure 24</label><caption><p>Location of example green roof sites (see <xref ref-type="app" rid="a1">app. 1</xref>, <xref ref-type="table" rid="t01.01">table 1.1</xref> for an overview of sites shown on this map). (Sources: <xref ref-type="bibr" rid="r14">City of Milwaukee, 2019</xref>; <xref ref-type="bibr" rid="r37">Illinois Sustainable Technology Center, 2012</xref>; <xref ref-type="bibr" rid="r51">Northeast Ohio Regional Sewer District, 2012</xref>; <xref ref-type="bibr" rid="r80">Talebi, 2014</xref>.)</p><p content-type="toc"><bold>Figure 24.</bold>&#x2003;Map and photographs showing location of example green roof sites.</p></caption>
<long-desc>Study sites are shown using triangle dots, and three photographs show selected sites.</long-desc><graphic xlink:href="ind22-0017_fig24"/></fig>
</sec>
</sec>
<sec>
<title>Restoration of Hydrologic Cycle</title>
<p>GI implementation is designed to restore natural hydrologic function that has been disrupted through native vegetation alteration, compaction of soils, building of impervious surfaces, change in water use, and introduction of water diversions. Each type of GI practice, whether it be vegetated basins and channels, permeable pavements, urban tree canopy or green roofs serve to restore components of the hydrologic cycle. Most GI practices are designed to reduce runoff by adding storage (often pervious) with the capacity to capture, evapotranspire, and infiltrate stormwater. Evaluating the effectiveness of each GI practice at restoring hydrologic function is a challenge, especially because studies often use their own metrics for determining success, making it difficult to contrast and compare results from different studies.</p>
<sec>
<title>Vegetated Basins</title>
<p>One measure of determining the effectiveness of vegetated basins is the capacity of the installation to infiltrate a 100-year storm event from a contributing area six times larger than the rain garden or retention basin (<xref ref-type="bibr" rid="r37">Illinois Sustainable Technology Center, 2012</xref>). Often methods of evaluating the performance of vegetated basins include comprehensive monitoring of all components of the water cycle; however, it is prohibitive in cost and the effort to include an adequate number and range of intensity of storm events. For this reason, there are few studies reporting performance of vegetated basins (especially for rain gardens). Alternative methods of evaluating performance based on visual inspection, infiltration testing, and synthetic drawdown testing have been developed and tested by <xref ref-type="bibr" rid="r32">Gulliver and Anderson (2008)</xref> and <xref ref-type="bibr" rid="r2">Asleson and others (2009)</xref> and may be useful for rapidly assessing multiple installations. A whole water-cycle monitoring approach may be needed to fully assess the role of GI interventions on performance of inflows captured, duration of outflow drainage, hydrologic losses (because of evaporation and transpiration), and groundwater table dynamics that indicate deeper infiltration losses; however, low-cost monitoring strategies may be suitable for addressing selected monitoring objectives and design questions (<xref ref-type="bibr" rid="r76">Shuster and Darner, 2018</xref>).</p>
<p>Most studies indicate that rain gardens are an efficient, cost-effective way to reduce local runoff. A visual assessment of 70&#x00A0;vegetated basins in the Chicago region determined that all basins functioned to some degree and even the most poorly maintained looked as if they could be restored with routine weeding (<xref ref-type="bibr" rid="r37">Illinois Sustainable Technology Center, 2012</xref>). <xref ref-type="bibr" rid="r75">Shuster and others (2017)</xref> found that despite sediment loads clogging the rooting zone and overall lower-than-design infiltration rates, rain gardens maintained relatively high overall retention effectiveness. They found that 50&#x00A0;percent of total inflow was detained in the rain gardens, and overflow to the sewer system was delayed by an average of 5.5&#x00A0;hours during the 4-year study duration (<xref ref-type="bibr" rid="r22">Dumouchelle and Darner, 2014; </xref>St. Francis Apartments, <xref ref-type="fig" rid="fig16">fig. 16</xref>). Twelve rain gardens installed in the Slavic Village neighborhood, Cleveland, Ohio (<xref ref-type="fig" rid="fig16">fig. 16</xref>), provided considerable additional detention capacity to the sewershed and prevented or delayed some proportion of event stormwater from directly entering into the local combine sewer system (<xref ref-type="bibr" rid="r76">Shuster and Darner, 2018</xref>). Eight of 12&#x00A0;rain gardens in Minnesota that were evaluated by visual inspection performed well after several years. The other four rain gardens were determined to be nonfunctional based on (1)&#x00A0;presence of ponded water, (2)&#x00A0;presence of hydric soils, (3)&#x00A0;presence of emergent wetland vegetation, and (4)&#x00A0;failing vegetation, suggesting that lack of maintenance was the primary reason for failure, respectively (<xref ref-type="bibr" rid="r2">Asleson and others, 2009</xref>).</p>
<p>Soil drainage and provisions for subsurface drainage like an internal water storage zone (areas designed to store water at depth before slowly releasing to surrounding native soils or outlets), especially in areas with poorly drained soils or shallow water tables, are key design features for properly functioning vegetated basins (<xref ref-type="bibr" rid="r74">Shuster and others, 2007</xref>; <xref ref-type="bibr" rid="r105">Winston and others, 2016</xref>). Soil infiltration capacity was measured in 15 of 70&#x00A0;Chicago rain gardens with all but 1 estimated to be able to successfully infiltrate the water from a 100-year storm event (<xref ref-type="bibr" rid="r37">Illinois Sustainable Technology Center, 2012</xref>). Rain gardens constructed with engineered soils had higher infiltration capacity than native soils; however, almost all the native soil rain gardens performed better than would be predicted using U.S.&#x00A0;Department of Agriculture Natural Resource Conservation Service soil survey data (<xref ref-type="bibr" rid="r37">Illinois Sustainable Technology Center, 2012</xref>). Generally, systems in sandy soils have higher infiltration rates than high clay soils. <xref ref-type="bibr" rid="r67">Selbig and Balster (2010)</xref> observed median infiltration rates that were an order of magnitude greater for rain gardens with sandy soils (Owen Conservation Park, <xref ref-type="fig" rid="fig16">fig. 16</xref>) than for those with clay (Madison Water Supply pump house, <xref ref-type="fig" rid="fig16">fig. 16</xref>) regardless of vegetation type; however, spatial variability was noted within rain gardens having similar soil conditions. Several studies have reported a high variability in infiltration rates within individual rain gardens, even those constructed of engineered soils where soil conditions are expected to be similar throughout the garden. Lower infiltration rates were observed near inflow and in the deepest locations of the rain gardens, suggesting that surface infiltration may decrease with time in these areas because of compaction of soils caused by concentrated flows or surface soil clogging from particle settling (<xref ref-type="bibr" rid="r37">Illinois Sustainable Technology Center, 2012</xref>).</p>
<p>Plant diversity and density are critical for creating successful installations, and failing to achieve adequate vegetative communities will ultimately cause the practice to fail because vegetation diversity and density affects infiltration capacity in vegetated basins (<xref ref-type="bibr" rid="r59">Rainer and West, 2015</xref>). Prairie vegetation can have greater infiltration rates than turf grass in rain gardens (<xref ref-type="bibr" rid="r67">Selbig and Balster, 2010</xref>). Vegetated basins with high infiltration rates may serve to restore hydraulic connectivity in areas where surface and groundwater are otherwise decoupled, providing a pathway for recharging of groundwater (<xref ref-type="bibr" rid="r77">Stewart and others, 2017</xref>).</p>
<p>Implementation of an internal water storage zone allows for continued exfiltration (infiltration into the underlying soil) during interevent periods. Exfiltration rate and internal water storage zone thickness were the primary determinants in successfully reducing runoff volume, with lateral exfiltration the primary pathway (<xref ref-type="bibr" rid="r105">Winston and others, 2016</xref>). Runoff reduction for three bioretention ponds with internal water storage zones in Ohio (Ursuline College, Holden South, and Holden North ponds at Holden Arboretum [<xref ref-type="fig" rid="fig16">fig. 16</xref>]) was 60, 42, and 36&#x00A0;percent, respectively, and was primarily related to the exfiltration rate of the underlying soil (<xref ref-type="bibr" rid="r104">Winston and others, 2015</xref>). The maximum rainfall depth that could be retained in the basins without outflow is a result of storage capacity in the internal water storage zone (a function of zone depth and exfiltration rate) with the greatest volume reduction taking place in basins with the highest infiltration rate and deepest internal water storage zone.</p>
</sec>
<sec>
<title>Vegetated Channels</title>
<p>Like vegetated basins, vegetated channel success is dependent upon infiltration capacity, the presence of an internal storage zone, and the density and diversity of vegetation in the installation. Even where soils have poor hydraulic conductivity, a 12-foot (ft) trench can reduce stormwater runoff from a typical road to about 25&#x00A0;percent of total precipitation (<xref ref-type="bibr" rid="r8">Capitol Region District, 2021</xref>). Most of the studies reviewed reported reduction in stormwater volume and peak flow. Water-quality effects can include reduction of contaminants from road runoff being retained in the bioswale and a resultant reduced contaminant load to surface waters (<xref ref-type="bibr" rid="r42">Kumar and others, 2017</xref>). Studies indicate that vegetated channels designed to slow but not necessarily capture 100&#x00A0;percent of runoff are successfully used to effectively capture and reroute enough stormwater runoff to prevent overflow onto nearby roads during small storm events (<xref ref-type="bibr" rid="r42">Kumar and others, 2017</xref>).</p>
<p>At two sites in the Chagrin River watershed, Northeastern Ohio (<xref ref-type="fig" rid="fig18">fig. 18</xref>), frequent residential street flooding led to the installation of a bioswale and a rain garden (<xref ref-type="bibr" rid="r18">Darner and Dumouchelle, 2011;</xref> <xref ref-type="bibr" rid="r19">Darner and others, 2015</xref>). The combination of the rain garden and bioswale performed better than expected when several precipitation events that exceeded 0.75&#x00A0;inches (in.) did not result in overflows (<xref ref-type="bibr" rid="r18">Darner and Dumouchelle, 2011</xref>), and total runoff was reduced by 45&#x00A0;percent (<xref ref-type="bibr" rid="r19">Darner and others, 2015</xref>). During a 5-year monitoring period that was adjusted for rainfall variation, the runoff reduction decreased with time; however, the lag time from precipitation to peak flow remained constant (<xref ref-type="bibr" rid="r19">Darner and others, 2015</xref>). The combination of increased runoff volume with no change in timing may possibly be because of preferential flow paths developing in the structure, increasing capacity for internal drainage. If clogging of surface or subsurface sediments in the bioswale is causing increased overflow, the system may be inadequate to reduce street flooding in future years (<xref ref-type="bibr" rid="r19">Darner and others, 2015</xref>). Sediment deposition in bioswales is likely not to be uniform, resulting in decreased performance in parts of the channels where sediments accumulate. Infiltration rates at bioswales at Cermak Road and Blue Island Avenue corridor in Chicago, Ill. (<xref ref-type="fig" rid="fig18">fig. 18</xref>), decreased with time because of soil compaction and deposition of fine-grained sediments from stormwater runoff (<xref ref-type="bibr" rid="r42">Kumar and others, 2017</xref>). Greater amounts of sediment were deposited close to the curb cut compared to the center of the bioswale.</p>
<p>Vegetated channels in conjunction with other practices can be an effective contributor to reducing runoff. Few studies were found that focus solely on quantifying the benefits of vegetated channels. A combination of bioswales, permeable pavers, and infiltration zones (tree boxes and planter boxes) installed in Chicago were designed to infiltrate 80&#x00A0;percent of rainfall from the 2-year 30-minute design storm, which is equivalent to approximately 1.12&#x00A0;in. of rainfall; however, during the study period, the area received rainfall at much higher intensities and still the practices were able to infiltrate almost 100&#x00A0;percent of runoff (<xref ref-type="bibr" rid="r42">Kumar and others, 2017</xref>). Biowales were included as a part of low-impact development in a new residential area in Wisconsin (<xref ref-type="bibr" rid="r69">Selbig and others, 2004</xref>) that was studied to determine the effect of residential construction on a nearby Class I trout stream. Collectively, the stormwater management and erosion control practices reduced stormwater runoff and solids transport during construction and provided sufficient protection against degradation of the stream. A combination of vegetated swales and detention basins were able to retain predevelopment runoff characteristics and avoid negative consequences of the residential neighborhood development, indicating that implementing GI practices before residential construction can help prevent stream degradation because of land disturbance. Grassed swales were installed as part of a low-impact development catchment which included forested hillslopes, lawns, and a detention pond in Cross Plains, Wisconsin (<xref ref-type="fig" rid="fig18">fig. 18</xref>). The swales captured 96&#x00A0;percent of the potential runoff volume (based on rainfall in the basin) before reaching the infiltration basin and provided the greatest benefit for high-intensity storm events that exceeded infiltration rates of underlying soils (<xref ref-type="bibr" rid="r68">Selbig and Bannerman, 2008</xref>).</p>
</sec>
<sec>
<title>Permeable Pavements</title>
<p>Every study reviewed for this GI practice reported that, at least initially, all permeable paver sites captured and reduced stormwater runoff (<xref ref-type="bibr" rid="r42">Kumar and others, 2017</xref>; <xref ref-type="bibr" rid="r43">Lebens and Troyer, 2012</xref>; <xref ref-type="bibr" rid="r70">Selbig and Buer, 2018</xref>; <xref ref-type="bibr" rid="r82">Traver, 2002</xref>; <xref ref-type="bibr" rid="r105">Winston and others, 2016</xref>, <xref ref-type="bibr" rid="r106">2018</xref>, <xref ref-type="bibr" rid="r107">2020</xref>). As many as 80&#x00A0;percent of storm events were completely captured by permeable pavements. The reduction in stormwater volume resulting from the installation of permeable pavements varied widely (13 to nearly 99&#x00A0;percent), indicating that factors beyond the pavers themselves contribute to a large percentage of the success (<xref ref-type="bibr" rid="r104">Winston and others, 2015</xref>). Factors contributing to the effectiveness (or lack of effectiveness) in permeable pavement installations included characteristics of the site and installation design, level of long-term maintenance, and characteristics of individual storm events.</p>
<p>Site characteristics and installation design were important for achieving stormwater reductions. Greater volume reductions were achieved by having a larger permeable zone relative to the watershed size, incorporating an internal water storage zone beneath the crushed stone base layer, and installing permeable pavement systems in areas with higher permeability underlying soils (<xref ref-type="bibr" rid="r104">Winston and others, 2015</xref>). Stormwater was completely captured during 4&#x2013;80&#x00A0;percent of observed storm events (<xref ref-type="bibr" rid="r106">Winston and others, 2018</xref>), with volume reductions from 16 to 32&#x00A0;percent at four separate installations (Old Woman Creek National Estuarine Research Reserve, Orange Village Park, Perkins Township Police Administration, and Willoughby Hills, parking lots northern Ohio, [<xref ref-type="fig" rid="fig20">fig. 20</xref>]). Those studies found that the loading ratio for exfiltration (a measure of the capacity of the permeable pavement system in relation to the runoff area) and drawdown rate (the amount of water that can flow through the system into the soil) affect the performance of the system (<xref ref-type="bibr" rid="r106">Winston and others, 2018</xref>). High loading ratios and low drawdown rates resulted in the worst overall performance in completely capturing events. The study determined that it is important to locate permeable pavements over the most permeable soils at the development site and increase the permeable pavement surface area to reduce the loading ratio and improve runoff mitigation. Even in areas with poorly drained soils, permeable pavements with well-engineered substrates can be implemented successfully through the addition of an underlying impermeable geomembrane (<xref ref-type="bibr" rid="r24">Eisenberg and others, 2015</xref>). Harsh winter climate with multiple freeze/thaw cycles and the addition of deicing compounds can also affect the performance of permeable pavement; however, recent studies indicate that using specially designed concrete mixtures and the correct deicing compounds can enhance performance of these systems in cold regions such as the Great Lakes, as illustrated by a study in Minnesota (<xref ref-type="bibr" rid="r64">Schaefer and others, 2012</xref>) </p>
<p>For four sites in northern Ohio, the minimum rainfall depth to produce outflow ranged from 0.11 to 0.99&#x00A0;in., indicating there is a wide variability in the hydrologic performance of these systems (<xref ref-type="bibr" rid="r104">Winston and others, 2015</xref>). Construction and materials also affect performance; permeable asphalt was found to absorb higher runoff volume than permeable interlocking pavers and permeable concrete (<xref ref-type="bibr" rid="r70">Selbig and Buer, 2018</xref>), but asphalt lacked the same degree of water-quality treatment. Rainfall intensity and volume were important in the overall effectiveness of permeable pavement installations (<xref ref-type="bibr" rid="r106">Winston and others, 2018</xref>). Stormwater was captured completely for as much as 80&#x00A0;percent of observed storms, and substantial peak flow mitigation was observed for all rainfall events not producing surface runoff.</p>
</sec>
<sec>
<title>Urban Tree Canopy and Green Roofs</title>
<p>A reduction in stormwater runoff is frequently cited as a benefit of increasing urban tree canopy (<xref ref-type="bibr" rid="r89">U.S. Environmental Protection Agency, 2014b</xref>), yet few studies exist that quantify the effect that urban tree canopy has on stormwater runoff quantity and quality (<xref ref-type="fig" rid="fig22">fig. 22</xref>). The USGS is collaborating with the U.S.&#x00A0;Forest Service, EPA, and the University of Wisconsin-Madison to measure the hydrologic effects of urban tree canopy to fill some of these data gaps (see <xref ref-type="boxed-text" rid="sidebar5">sidebar 5</xref>).</p>
<p>A study of green roofs in Pennsylvania used paired field and laboratory tests to determine design specifications for optimal performance in limiting runoff and assess water quality effects (<xref ref-type="bibr" rid="r5">Berghage and others, 2009</xref>). Water quantity and quality properties measured included flow, turbidity, and nutrients. The results indicate that a 3.5&#x2013;4&#x00A0;in. deep green roof can retain 50&#x00A0;percent or more of annual precipitation. Green roof functioning can be further improved by understanding the interactions among soils and vegetation and other roof ecosystem elements (<xref ref-type="bibr" rid="r52">Oberndorfer and others, 2007</xref>).</p>
</sec>
</sec>
<sec>
<title>Restoration of Human and Ecological Beneficial Uses</title>
<p>Stormwater runoff is a major cause of water contamination in urban areas. Contaminants, habitat destruction, and streamflow flashiness resulting from urban development disrupt biological communities, particularly sensitive aquatic species (<xref ref-type="bibr" rid="r15">Coles and others, 2012</xref>). Every stream flows downstream to a larger water body, such as rivers, reservoirs and lakes (including the Great Lakes), and ultimately coastal waters. Inputs of pollutants, whether chemical contaminants or sediments, at any point along the stream can degrade downstream water quality and cause harm to biological communities and economically valuable resources, such as fisheries and tourism. GI practices designed to restore hydrologic function by capturing, infiltrating, and evapotranspirating stormwater runoff can also result in improvements to water quality, which benefits human and ecological uses of surface waters; however, there are far fewer studies documenting the effectiveness of GI practices for restoring human and ecological beneficial uses than those documenting the hydrologic performance of GI. This makes the evaluation of and comparison between practices extremely challenging.</p>
<sec>
<title>Vegetated Basins and Vegetated Channels</title>
<p>Three major factors affect the water quality effect of vegetated basins: (1)&#x00A0;the type and makeup of soils (native or engineered), (2)&#x00A0;the presence of an internal water storage zone, and (3)&#x00A0;the type and number of plants (<xref ref-type="bibr" rid="r104">Winston and others, 2015</xref>). Particulate matter is captured near the surface of soils through filtration, resulting in capture of particulate phosphorus, total suspended solids, and heavy metals (<xref ref-type="bibr" rid="r20">Davis, 2007</xref>). Dissolved components of water quality were reduced because of interactions with clay particles and organic matter during infiltration. The initial content of phosphorus in the soil can be critical in determining if the basin acts as a net phosphorus sink or source (<xref ref-type="bibr" rid="r35">Hunt and others, 2006</xref>). Saturated conditions cause phosphorus to be ineffectively stored in the submerged zone. Plants provide a mechanism for volume reduction through transpiration and nutrient and metal uptake from soil water (<xref ref-type="bibr" rid="r45">Lucas and Greenway, 2008</xref>). Nitrogen fate within basin soils is regulated mainly by aerobic or anaerobic conditions of the soils and plant uptake (<xref ref-type="bibr" rid="r21">Davis and others, 2009</xref>). Planted basins have higher soil-saturated hydraulic conductivity and higher nitrogen and phosphorus assimilation than unplanted basins (<xref ref-type="bibr" rid="r7">Bratieres and others, 2008</xref>; <xref ref-type="bibr" rid="r45">Lucas and Greenway, 2008</xref>). Vegetated basins in sandy soils allow more infiltration than heavier soils like clays, but this may also allow for greater pollutant mitigation because of greater throughflow and less accumulation of contaminants within the basin; however, sediment and heavy metal concentration reductions were observed in nearly every field- and laboratory-based study on bioretention regardless of soil or vegetation in the basin (<xref ref-type="bibr" rid="r20">Davis, 2007</xref>; <xref ref-type="bibr" rid="r21">Davis and others, 2009</xref>; <xref ref-type="bibr" rid="r25">Feng and others, 2012</xref>; <xref ref-type="bibr" rid="r36">Hunt and others, 2008</xref>). A study was done in the Shepherd Creek catchment in Cincinnati, Ohio (<xref ref-type="fig" rid="fig16">fig. 16</xref>), where 81&#x00A0;rain gardens were installed on 30&#x00A0;percent of the properties in 4&#x00A0;experimental subcachments. Results indicated that the rain gardens were successful at mitigating stormwater at the property level but that only minor effects on streamflow volume and water quality, with no changes in biotic health, were observed in Shepherd Creek (<xref ref-type="bibr" rid="r63">Roy and others, 2014; Thurston and others, 2008</xref><xref ref-type="bibr" rid="r81"/>). Their study concluded that improvement of overall stream health is unlikely without additional treatment of major impervious surfaces (like roads and parking lots) and that further research is needed to define the minimum effect threshold for retrofitting catchments if the goal is to improve stream ecosystem health.</p>
<p>Water quality results indicated that large amounts of pollutants, like metals, nutrients, sediment, and chloride, entered the bioswale from road runoff and were retained in the structure, preventing contamination from entering sewers directly (<xref ref-type="bibr" rid="r42">Kumar and others, 2017</xref>). Although grassed swales are effective at reducing runoff velocity and peak discharge, they do not provide adequate pollutant removal benefits to act as a stand-alone best management practice (<xref ref-type="bibr" rid="r48">Minnesota Pollution Control Agency, 2021</xref>).</p>
</sec>
<sec>
<title>Permeable Pavement</title>
<p>Reduction of stormwater volume is the primary design function of permeable pavement; however, there may be other benefits to well-designed permeable pavement systems including improved quality of runoff. All the studies referenced in the previous section on permeable pavements monitored inflow and outflow from permeable pavement to determine volume and peak reduction but only a subset monitored water-quality properties (<xref ref-type="bibr" rid="r70">Selbig and Buer, 2018; Winston and others, 2016</xref><xref ref-type="bibr" rid="r105"/> ,2020). Of these, results varied and indicated a decreased effectiveness with time. In one study, a combination of primary treatment and final capture in a cistern contributed to a 96&#x00A0;percent decrease in total suspended solids and turbidity concentrations and a 99.5&#x00A0;percent decrease in total suspended solids and loads that resulted in a greater than 40&#x00A0;percent reduction of sediment-bound nutrient forms and total nitrogen (<xref ref-type="bibr" rid="r107">Winston and others, 2020</xref>). <xref ref-type="bibr" rid="r107">Winston and others (2020)</xref> also analyzed for several metals and found that copper, lead, and zinc were initially sequestered in the subsurface during the first 5&#x00A0;months of monitoring; however, during the second half of the monitoring period, metals were observed to leach back into the runoff. The cause of leaching may have been because of decreased pH within the cistern or a result of desorption of metals from the sediment caused by residual chloride from salt used for deicing.</p>
</sec>
<sec>
<title>Urban Tree Canopy and Green Roofs</title>
<p>One of the few studies used for this review that included water quality was a study of green roofs in Pennsylvania (<xref ref-type="bibr" rid="r5">Berghage and others, 2009</xref>). Water-quality properties measured in addition to flow included turbidity and nutrients. The results indicate that a 3.5&#x2013;4&#x00A0;in. deep green roof limited nitrate loading, and the authors suggest that performance can be improved further by routing the roof discharge to other GI practices such as vegetated basins or channels. An added benefit to both urban tree canopy and green roofs is they can help mitigate the urban heat island effect (<xref ref-type="bibr" rid="r97">U.S. Environmental Protection Agency, 2021c</xref>).</p>
</sec>
</sec>
<sec>
<title>Factors that Affect Performance</title>
<p>The primary goal of most GI practices installed in the Great Lakes region is to reduce runoff volume and improve runoff quality (see Christopher Burke Engineering, LLC, undated). Because there are many design metrics to evaluate the theoretical effectiveness of each GI practice, an accurate evaluation of performance of individual installations can only be made by monitoring and observing runoff quantity and quality through time (often years). Urban stormwater runoff quantity and quality are strongly dependent upon catchment properties. Catchment capacity is dependent on land use and underlying natural physiographical conditions like soils, geology, climate, geomorphology, and vegetation (<xref ref-type="bibr" rid="r28">Golden and Hoghooghi, 2018</xref>). Success of GI installations is a function of the response of the practice to contributing area properties and is largely dependent upon the functional performance of vegetation, underlying filtration (whether it be soils and [or] underdrains), and subsequent maintenance of the system. Designing practices without understanding the inherent characteristics of the catchment and neglecting to adequately address vegetation and filtration construction and subsequent maintenance will impair performance or ultimately cause system failure. Inadequate design, poor construction techniques (especially soil compaction resulting in reduced infiltration rates), lack of soil stabilization in the practice before receiving runoff, inadequate pretreatment of sediment-laden runoff, and lack of proper maintenance are the primary causes of reduced performance (Christopher Burke Engineering, LLC, undated).</p>
<sec>
<title>Catchment Characteristics</title>
<p>An evaluation of catchment characteristics is the first step in ensuring good performance of GI installation. The success (or failure) of GI performance can be determined by whether the installation meets certain design criteria. Even though there are a multitude of design criteria, there is no national standard for sizing GI to address stormwater challenges. Communities must evaluate the objectives of local programs and establish their own constraints for determining required water volume and depth capture based on local rainfall analysis, catchment characteristics, and targeted removal of stormwater pollutants.</p>
<p>Site design techniques that reduce impervious cover, conserve natural areas, and use pervious areas more effectively increase the likelihood of success for restoring natural hydrologic conditions (<xref ref-type="bibr" rid="r48">Minnesota Pollution Control Agency, 2021</xref>). Individual practices that are relatively small but densely distributed, like rain gardens and bioswales, are relatively inexpensive, can be considered an aesthetic part of landscaping, and may provide cost-effective alternatives to more traditional larger centralized practices like detention ponds. An additional benefit of increasing catchment capacity through multiple distributed systems is to enhance chemical transformations and storage of pollutants via longer soil residence times to attenuate entrained constituent and particulate matter transport to a stream, river, or other water body (<xref ref-type="bibr" rid="r28">Golden and Hoghooghi, 2018</xref>). The maximum contributing area should not exceed five acres (Christopher Burke Engineering, LLC, undated). Other key site factors affecting performance include slope (less than 20&#x00A0;percent), depth to bedrock, water table depth, underlying soils, and ratio of contributing area to GI surface area (Christopher Burke Engineering, LLC, undated). The optimal ratio of connected impervious contributing area to GI surface area differs for each practice ranging from 3:1 for permeable pavement to 5:1 for vegetated basins and swales. If the ratio is too large, the installation is overwhelmed and cannot capture the required stormwater volumes (Christopher Burke Engineering, LLC, undated). Although undersized practices still offer some treatment benefits, such design limitations may affect longevity, maintenance requirements, and the resilience to accommodate extreme rainfall events (<xref ref-type="bibr" rid="r79">Taguchi and others, 2020</xref>).</p>
</sec>
<sec>
<title>Infiltration Capacity</title>
<p>The infiltration capacity of a GI is driven by the substrate on which it is installed. The substrate may be of unaltered or amended soil and may include underdrains to improve infiltration in areas with low permeability. Unaltered soils vary widely throughout the Great Lakes region, with highly permeable well-drained sandy soils in much of Wisconsin and Michigan to very poorly drained high clay soils in Ohio and Indiana (<xref ref-type="fig" rid="fig02">fig. 2<italic>B</italic></xref>). Often soils in urban areas are low in organic matter and highly compacted, reducing infiltrability. The urban soil condition with the greatest infiltration potential is noncompacted sand (<xref ref-type="bibr" rid="r56">Pitt and others, 1999</xref>; <xref ref-type="fig" rid="fig25">fig. 25</xref>). Compaction has the greatest effect on infiltration rates in sandy soils, with little detrimental effects associated with soil moisture. Compaction and moisture have about the same effect on infiltration on clayey soils, with saturated-compacted clayey soils having the least effective infiltration (<xref ref-type="bibr" rid="r56">Pitt and others, 1999</xref>; <xref ref-type="fig" rid="fig25">fig. 25</xref>). Because it is difficult to predict the level of infiltration for urban soils, doing infiltration tests during saturated conditions is crucial for a site-specific design of GI installations. Soils that have previously been disturbed by development should be considered compacted. Compaction typically affects the first 18&#x00A0;in. below the surface; therefore, infiltration testing should extend below the compaction depth (<xref ref-type="bibr" rid="r55">Pennsylvania Department of Environmental Protection, 2006</xref>). For clay or compacted soil, it is typical to excavate to the depth of the planting soil and replace with an engineered soil to support healthy plant growth (<xref ref-type="bibr" rid="r88">U.S.&#x00A0;Environmental Protection Agency, 2014a</xref>).</p>
<fig id="fig25" position="float" fig-type="figure"><label>Figure 25</label><caption><p>Three-dimensional plots of infiltration rates for: <italic>A</italic>, sandy soils and, <italic>B</italic>, clayey soils. Infiltration rates from highest to lowest are (1) noncompacted sandy soils, (2) compacted sandy soils, (3) dry, noncompacted clayey soils, and (4) all other clayey soils (compacted and dry, plus all saturated conditions. (Source: <xref ref-type="bibr" rid="r56">Pitt and others, 1999</xref>.)</p><p content-type="toc"><bold>Figure 25.</bold>&#x2003;Diagrams showing three-dimensional plots of infiltration rates for sandy soils and clayey soils.</p></caption>
<long-desc>Two plots showing infiltration rate for sandy and clayey soils.</long-desc><graphic xlink:href="ind22-0017_fig25"/></fig>
<p>A study done in Madison, Wisc., from 2004 to 2008 compared the capability of rain gardens with different soil and vegetation types to infiltrate stormwater runoff (<xref ref-type="bibr" rid="r67">Selbig and Balster, 2010</xref>). Two side-by-side rain gardens were installed on sandy soil, and two additional side-by-side rain gardens were installed on clay soil (<xref ref-type="fig" rid="fig26">fig. 26</xref>). For each soil type, one of the rain gardens was planted with turf grass and the other with a native prairie species. Results indicated that regardless of soil type or vegetation, the rain gardens stored and infiltrated at least 99&#x00A0;percent of the runoff during the 4-year study period. Median infiltration rates in sand were greater than clay. Although infiltration rates were reduced during winter months, the hydraulic function of the rain gardens was not appreciably altered (<xref ref-type="bibr" rid="r67">Selbig and Balster, 2010</xref>). In Toledo, Ohio, a study of bioswales built on clay soils indicated the system was able to retain about 64&#x00A0;percent of annual runoff volume and peak flows were reduced by 60&#x2013;70&#x00A0;percent despite the relative imperviousness of the underlying soils (<xref ref-type="bibr" rid="r88">U.S.&#x00A0;Environmental Protection Agency, 2014a</xref>). Initially an underdrain was installed because of the existence of clay soils, but it was later closed to promote infiltration into the native soil.</p>
<fig id="fig26" position="float" fig-type="figure"><label>Figure 26</label><caption><p>Rain gardens with monitoring equipment installed in, <italic>A</italic>, clay and <italic>B</italic>, sand in Madison, Wisconsin. (Courtesy of U.S. Geological Survey.)</p><p content-type="toc"><bold>Figure 26.</bold>&#x2003;Photographs showing rain gardens with monitoring equipment installed in clay and sand.</p></caption>
<long-desc>Two photographs with equipment labeled.</long-desc><graphic xlink:href="ind22-0017_fig26"/></fig>
<p>Soil amendments are recommended by the U.S.&#x00A0;Department of Agriculture if infiltration rates are below 0.5&#x00A0;in. per hour and organic matter is below 2&#x00A0;percent (U.S.&#x00A0;Department of Agriculture, undated). Although amendments are intended primarily for supporting vigorous plant growth, all growing media should have a field-tested infiltration rate between 1 and 8&#x00A0;in. per hour according to the Minnesota Stormwater Manual (<xref ref-type="bibr" rid="r48">Minnesota Pollution Control Agency, 2021</xref>). If phosphorus is a water quality concern, recommended amendments include substituting organic matter less prone to phosphorus leaching, like coir or biochar. Soil amendments that are effective in increasing chemical sorption of dissolved phosphorus include iron filings, steel wool, native iron-rich soils, oxide-based sorbtive media, and drinking water treatment byproducts containing aluminum and (or) iron hydroxides. Other water-quality concerns have different media requirements.</p>
<p>During site evaluation, the depths to the seasonal high groundwater table and to bedrock should also be measured to ensure adequate infiltration. At least 2&#x2013;3&#x00A0;ft of separation from the GI bed bottom to bedrock or seasonal high groundwater table is recommended (<xref ref-type="bibr" rid="r48">Minnesota Pollution Control Agency, 2021</xref>; <xref ref-type="bibr" rid="r55">Pennsylvania Department of Environmental Protection, 2006</xref>). Underdrains convey subsurface water in a GI practice to facilitate infiltration when rates are too slow and are highly recommended where parent soils have low or very low infiltration rates when wetted, have permanent high-water table, or contain a claypan or clay layer at or near the surface (<xref ref-type="bibr" rid="r48">Minnesota Pollution Control Agency, 2021</xref>; <xref ref-type="bibr" rid="r88">U.S.&#x00A0;Environmental Protection Agency, 2014a</xref>). A maximum 72-hour dewatering time is recommended to prevent extended surface ponding (<xref ref-type="bibr" rid="r48">Minnesota Pollution Control Agency, 2021).</xref></p>
</sec>
<sec>
<title>Vegetation</title>
<p>Vegetation selection and maintenance is important for GI success. Under-vegetated structures encourage erosion and heavy inflows of salt and other urban pollutants, which kill plants. Often plantings are treated as horticultural objects rather than a diverse system of roots that play a major role in filtration, water uptake, transpiration, and erosion control (<xref ref-type="bibr" rid="r59">Rainer and West, 2015</xref>; <xref ref-type="fig" rid="fig27">fig. 27</xref>). Bioretention basin plantings require many different plants woven together in tight mosaics to effectively address the wide array of hydrologic conditions in a small area; for example, there are dry rims in the upper part of the installation, moist centers, and perpetually wet areas near outflows and drains. Plant diversity also provides a range of different benefits: cool-season growers hold the soil in winter, warm-season growers tolerate drought, short-lived plants reseed and fill gaps, long-term plants create stability, deep rooted plants act as a sponge, and shallow rooted plants resist erosion (<xref ref-type="bibr" rid="r59">Rainer and West, 2015</xref>).</p>
<fig id="fig27" position="float" fig-type="figure"><label>Figure 27</label><caption><p>Examples of bioswales in downtown Indianapolis, Indiana. Left bioswale needs maintenance and revegetation; right bioswale is well vegetated and appears to be working properly. (Source: <xref ref-type="bibr" rid="r91">U.S.&#x00A0;Environmental Protection Agency, 2016b</xref>.)</p><p content-type="toc"><bold>Figure 27.</bold>&#x2003;Photographs showing examples of bioswales in downtown Indianapolis, Indiana.</p></caption>
<long-desc>Two photographs of bioswales along streets.</long-desc><graphic xlink:href="ind22-0017_fig27"/></fig>
</sec>
<sec>
<title>Maintenance</title>
<p>All GI practices require some periodic maintenance to sustain performance through time. Neglecting to include the long-term cost and support of maintenance will eventually lead to reduced performance or failure. The level of maintenance ranges from low for revegetation (for example tree canopy) to high for permeable pavement (<xref ref-type="bibr" rid="r51">Northeast Ohio Regional Sewer District, 2012</xref>). Maintenance considerations for bioretention ponds, rain gardens, bioswales, and green roofs are primarily associated with maintaining vegetation (<xref ref-type="table" rid="t02">table 2</xref>). Maintenance can be greatly reduced in vegetated systems with diverse, densely packed plantings. Vegetated systems that have few species and widely spaced plantings require more weeding and attention to erosion damage. Trash and debris removal are also a concern when contributing areas are frequently littered.</p>
<table-wrap id="t02" orientation="landscape" position="float">
<label>Table 2</label><caption><title>Maintenance considerations for green infrastructure practices. Source: Modified from Northeast Ohio Regional Sewer District, 2012.</title>
<p content-type="toc"><bold>Table 2.</bold>&#x2003;Maintenance considerations for green infrastructure practices.</p>
</caption>
<table rules="groups">
<col width="27.21%"/>
<col width="72.79%"/>
<thead>
<tr>
<td valign="middle" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Green infrastructure practice</td>
<td valign="middle" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Maintenance considerations</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left" style="border-top: solid 0.50pt" scope="row">Vegetated basins (rain gardens and bioretention ponds or cells) and vegetated channels (bioswales and grassed swales)<break/>Vegetated channels (bioswales)</td>
<td valign="top" align="left" style="border-top: solid 0.50pt">Water plants as necessary during first growing season. Prune and weed plants for appearance as needed.<break/>Inspect and replace poorly suited or diseased plants as needed.<break/>Check for erosion or deposition in pretreatment areas. Clean out and repair damaged areas.<break/>Inspect and repair or remove for salt damage, litter, and debris.<break/>Check planting soil and filter layer for clogging and replace parts necessary.</td>
</tr>
<tr>
<td valign="top" align="left" scope="row">Permeable pavement (interlocking pavers, blocks, concrete, and asphalt)</td>
<td valign="top" align="left">Regular inspection to ensure that the porous paver surface is free of sediment.<break/>Inspect to make sure that the system dewaters between storms.<break/>Ensure that contributing area and porous paver surface are clear of debris.<break/>Ensure that the contributing and adjacent area is stabilized.<break/>As needed, vacuum porous paver surface to remove sediment. Inspect the surface for deterioration and clogging.<break/>Rehabilitate the porous paver system, including the top and base course, as needed.</td>
</tr>
<tr>
<td valign="top" align="left" scope="row">Urban tree canopy (including other types of native revegetation)</td>
<td valign="top" align="left">Maintain reforested areas. Irrigate during dry times. Supply nutrients to maintain plant health. Street sweeping may be needed to control leaves and other solids from entering storm drains or cause localized ponding.</td>
</tr>
<tr>
<td valign="top" align="left" style="border-bottom: solid 0.50pt" scope="row">Green roof</td>
<td valign="top" align="left" style="border-bottom: solid 0.50pt">Maintain plant material to provide 90&#x00A0;percent cover. Weed to remove invasive species.<break/>Inspect growing medium for evidence of erosion from wind or water and corrections made as necessary.<break/>Inspect drain inlet pipe and containment regularly and correct as necessary.</td>
</tr>
</tbody></table></table-wrap>
<p>Erosion and sedimentation are also maintenance concerns for bioretention ponds, rain gardens, bioswales, and permeable pavements especially when these practices receive runoff from roads and parking lots (<xref ref-type="table" rid="t02">table 2</xref>). Many practices fail because of sod or rock inlets that have filled with sediment and cause stormwater to bypass the structure. In areas with high sediment loading, pretreatment devices, such as sediment traps and forebays (<xref ref-type="fig" rid="fig28">fig. 28</xref>), have the capacity to remove at least 50&#x00A0;percent of the annual sediment load (<xref ref-type="bibr" rid="r91">U.S.&#x00A0;Environmental Protection Agency, 2016b</xref>). If run-on water to the practice is contaminated with nutrients, sediment, metals, or other contaminants, they will accumulate in engineered soils and may require replacement periodically. <xref ref-type="bibr" rid="r44">Li and Davis (2008)</xref> found that sediment and heavy metals concentrate in the top 5&#x2013;10&#x00A0;cm of bioretention media, so removal and replacement of surface layers may revitalize water quality performance. Depending on the contaminants present, these soils may be considered hazardous and require suitable disposal. If sediment buildup reaches 25&#x00A0;percent of the ponding depth, it should be removed (Christopher Burke Engineering, LLC, undated). Bioretention and bioswales that have underdrains or overflow structures may require periodic maintenance to prevent clogging and potential overflow of the installation (<xref ref-type="table" rid="t02">table 2</xref>).</p>
<fig id="fig28" position="float" fig-type="figure"><label>Figure 28</label><caption><p>Two types of street rain garden inlets: <italic>A,</italic> rock inlet and, <italic>B,</italic> pretreatment inlet designed to aid in collection of gross solids (sediment, leaves, and trash). In some communities, rock inlets are no longer allowed because of difficulty maintaining the effectiveness of the inlet for pretreatment. (Source: U.S.&#x00A0;Environmental Protection Agency, 2016.)</p><p content-type="toc"><bold>Figure 28.</bold>&#x2003;Photographs showing two types of street rain garden inlets.</p></caption>
<long-desc>Two photographs of rain gardens next to streets.</long-desc><graphic xlink:href="ind22-0017_fig28"/></fig>
<p>Maintenance of permeable pavements is critical to providing long-term reductions in stormwater runoff (<xref ref-type="bibr" rid="r42">Kumar and others, 2017</xref>). All the reviewed permeable pavement installations became clogged with sediment through time, reducing performance (<xref ref-type="bibr" rid="r42">Kumar and others, 2017</xref>, <xref ref-type="bibr" rid="r43">Lebens and Troyer, 2012</xref>; <xref ref-type="bibr" rid="r70">Selbig and Buer, 2018</xref>; <xref ref-type="bibr" rid="r71">Selbig and others, 2019</xref>; <xref ref-type="bibr" rid="r82">Traver, 2002</xref>; <xref ref-type="bibr" rid="r104">Winston and others, 2015</xref>, <xref ref-type="bibr" rid="r105">2016</xref>, <xref ref-type="bibr" rid="r106">2018</xref>, <xref ref-type="bibr" rid="r107">2020</xref>). Run-on from nearby pervious and impervious surfaces carry sediment and debris that clog surface pores of the pavement (<xref ref-type="fig" rid="fig29">fig. 29</xref>). Locations beneath trees, draining pervious areas, and with higher traffic flows are more susceptible to clogging. Maintenance includes periodic vacuuming, sweeping, or power washing to alleviate clogs in the pavement. When the pavement becomes clogged, often the only remedy is to remove or replenish the top layer of stone or sand between joints (<xref ref-type="bibr" rid="r17">Danz and others, 2020</xref>).</p>
<fig id="fig29" position="float" fig-type="figure"><label>Figure 29</label><caption><p>Examples of permeable pavement systems showing accumulation of sediments (<italic>A</italic> and <italic>B</italic>) and partial infiltration (<italic>C</italic>). (Source: <xref ref-type="bibr" rid="r78">Sustainable Technologies Evaluation Program, 2018</xref>.)</p><p content-type="toc"><bold>Figure 29.</bold>&#x2003;Photographs showing examples of permeable pavement systems showing accumulation of sediments and partial infiltration.</p></caption>
<long-desc>Three photographs of permeable pavement.</long-desc><graphic xlink:href="ind22-0017_fig29"/></fig>
<p>A study of two sites in Chicago reported that a decline in paver infiltration rates was on the road with higher traffic intensity and specifically the side of the road where daily commuters parked their cars (<xref ref-type="bibr" rid="r42">Kumar and others, 2017</xref>). Infiltration rates of pavers recovered after cleaning; manual cleaning with complete replacement of aggregate fill material was more effective than mechanical cleaning.</p>
<p>Surface cleaning to maintain the permeable properties of porous pavement is recommended at least twice per year using industry methods such as regenerative air or vacuum sweeping (<xref ref-type="bibr" rid="r24">Eisenberg and others, 2015</xref>; <xref ref-type="bibr" rid="r108">Wisconsin Department of Natural Resources, 2016</xref>). <xref ref-type="bibr" rid="r70">Selbig and Buer (2018)</xref> tested several methods of surface cleaning and all produced appreciable gains in infiltration (<xref ref-type="fig" rid="fig30">fig. 30</xref>). A review of numerous studies including some done in cold climates found that the common key to success was proper and regular maintenance (<xref ref-type="bibr" rid="r103">Weiss and others, 2015</xref>).</p>
<fig id="fig30" position="float" fig-type="figure"><label>Figure 30</label><caption><p>Response in infiltration rates at select locations premaintenance and postmaintenance of the pervious concrete surface. (Source: <xref ref-type="bibr" rid="r70">Selbig and Buer, 2018</xref>.)</p><p content-type="toc"><bold>Figure 30.</bold>&#x2003;Photograph and graph showing response in infiltration rates at select locations premaintenance and postmaintenance of the pervious concrete surface.</p></caption>
<long-desc>Infiltration rates for infiltration test locations are shown.</long-desc><graphic xlink:href="ind22-0017_fig30"/></fig>
<p>Quantitative recommendations made by the company Sustainable Technologies after an evaluation of several permeable pavement installations include twice-yearly vacuuming and joint material replacement when the measured surface infiltration rate is less than 150&#x00A0;millimeters per hour (<xref ref-type="bibr" rid="r78">Sustainable Technologies Evaluation Program, 2018</xref>). If surface drainage performance remains unacceptable, all the bedding and joint fill in the affected area should be replaced. Other recommendations include twice-yearly cleaning of inlet structures within or draining to infiltration beds to prolong their lifespans. Finally, maintaining planted areas adjacent to the permeable pavement prevents soil washout onto the pavement, and if washout happens, it should be cleaned immediately to prevent further clogging. Although permeable pavement systems usually require less deicing treatment than standard pavement, sand or other abrasive deicing treatment can cause clogging if applied near or on the permeable pavement.</p>
</sec>
</sec>
<sec>
<title>Unintended Consequences</title>
<p>The goal of each type of GI practice is to reduce and treat stormwater at its source while delivering environmental benefits like increased habitat for wildlife, flood protection, cleaner air, and cleaner water; however, when GI is designed and deployed to address urban drainage and water-quality issues, it is generally built to solve site-specific problems and does not consider all potential consequences. Examples of possible negative consequences for humans and the environment include increasing allergens, promoting invasive plants, hosting pathogens or pests, increasing water and fertilizer use for management of urban trees and plants, and redirecting surface water contaminants to groundwater. The result is that often GI practices are initiated without full knowledge of potential unintended social, ecological, and human health consequences (<xref ref-type="bibr" rid="r79">Taguchi and others, 2020</xref>). Each GI practice performs best under specific conditions and when targeting specific goals, but there are tradeoffs associated with each practice that may cause impaired function or degrade the surrounding environment (<xref ref-type="table" rid="t03">table 3</xref>). Like the factors that affect performance, these tradeoffs or unintended consequences are a function of infiltration (whether it be underlying soils and (or) underdrains), vegetation, and (or)soil media within the installation, and maintenance of the system.</p>
<table-wrap id="t03" orientation="landscape" position="float">
<label>Table 3</label><caption><title>Examples of unintended consequences resulting from GI practices.</title>
<p content-type="toc"><bold>Table 3.</bold>&#x2003;Examples of unintended consequences resulting from GI practices.</p>
<p>[Shading (also marked with an &#x201C;X&#x201D;) indicates that the practice may produce the unintended consequence. --, practice may produce the intended consequence]</p>
</caption>
<table rules="groups">
<col width="54.25%"/>
<col width="9.03%"/>
<col width="8.36%"/>
<col width="12.88%"/>
<col width="9.38%"/>
<col width="6.1%"/>
<thead>
<tr>
<td valign="middle" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Unintended consequence</td>
<td valign="middle" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Vegetated basin (rain gardens and bioretention cells)</td>
<td valign="middle" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Vegetated channel (bioswales)</td>
<td valign="middle" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Permeable pavement (interlocking pavers, blocks, concrete, and asphalt)</td>
<td valign="middle" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Urban tree canopy (includes other types of native revegetation)</td>
<td valign="middle" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Green roof</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left" style="border-top: solid 0.50pt" scope="row">Infiltrated stormwater can carry pollutants (nitrogen; pesticides; metals, oil, and grease from road surfaces and gas stations; hazardous waste spills; and salts used in road deicing).<sup>1</sup></td>
<td valign="top" align="left" style="border-top: solid 0.50pt; background-color:rgb(238,236,225)">X</td>
<td valign="top" align="left" style="border-top: solid 0.50pt; background-color:rgb(238,236,225)">X</td>
<td valign="top" align="left" style="border-top: solid 0.50pt; background-color:rgb(238,236,225)">X</td>
<td valign="top" align="left" style="border-top: solid 0.50pt">--</td>
<td valign="top" align="left" style="border-top: solid 0.50pt">--</td>
</tr>
<tr>
<td valign="top" align="left" scope="row">Installation of underdrains may shorten residence time in the basin limiting effectiveness of infiltration systems in reducing stormwater volume during high flow events.<sup>2</sup></td>
<td valign="top" align="left">--</td>
<td valign="top" align="left" style="background-color:rgb(238,236,225)">X</td>
<td valign="top" align="left" style="background-color:rgb(238,236,225)">X</td>
<td valign="top" align="left">--</td>
<td valign="top" align="left">--</td>
</tr>
<tr>
<td valign="top" align="left" scope="row">Internal water storage system may accumulate, and later release higher phosphorus loads in outflow.<sup>2</sup></td>
<td valign="top" align="left">--</td>
<td valign="top" align="left" style="background-color:rgb(238,236,225)">X</td>
<td valign="top" align="left" style="background-color:rgb(238,236,225)">X</td>
<td valign="top" align="left">--</td>
<td valign="top" align="left">--</td>
</tr>
<tr>
<td valign="top" align="left" scope="row">Deicing compounds (road salts) may increase sedimentation and mobilize metals. Chloride may initially be captured by the practice with slow release during subsequent runoff events.<sup>3</sup></td>
<td valign="top" align="left" style="background-color:rgb(238,236,225)">X</td>
<td valign="top" align="left" style="background-color:rgb(238,236,225)">X</td>
<td valign="top" align="left" style="background-color:rgb(238,236,225)">X</td>
<td valign="top" align="left" style="background-color:rgb(238,236,225)">X</td>
<td valign="top" align="left">--</td>
</tr>
<tr>
<td valign="top" align="left" scope="row">May increase water use by requiring irrigation in the dry season.<sup>4</sup></td>
<td valign="top" align="left" style="background-color:rgb(238,236,225)">X</td>
<td valign="top" align="left" style="background-color:rgb(238,236,225)">X</td>
<td valign="top" align="left">--</td>
<td valign="top" align="left" style="background-color:rgb(238,236,225)">X</td>
<td valign="top" align="left" style="background-color:rgb(238,236,225)">X</td>
</tr>
<tr>
<td valign="top" align="left" scope="row">Improper balance of soil amendments could lead to nutrient export.</td>
<td valign="top" align="left" style="background-color:rgb(238,236,225)">X</td>
<td valign="top" align="left" style="background-color:rgb(238,236,225)">X</td>
<td valign="top" align="left">--</td>
<td valign="top" align="left">--</td>
<td valign="top" align="left" style="background-color:rgb(238,236,225)">X</td>
</tr>
<tr>
<td valign="top" align="left" scope="row">Accumulation of tree leaves increase runoff of nutrients.<sup>4</sup></td>
<td valign="top" align="left">--</td>
<td valign="top" align="left">--</td>
<td valign="top" align="left">--</td>
<td valign="top" align="left" style="background-color:rgb(238,236,225)">X</td>
<td valign="top" align="left">--</td>
</tr>
<tr>
<td valign="top" align="left" scope="row">Coarse organic solids are a source of solids to storm drains.<sup>4</sup></td>
<td valign="top" align="left" style="background-color:rgb(255,255,255)">--</td>
<td valign="top" align="left" style="background-color:rgb(238,236,225)">X</td>
<td valign="top" align="left" style="background-color:rgb(255,255,255)">--</td>
<td valign="top" align="left" style="background-color:rgb(238,236,225)">X</td>
<td valign="top" align="left">--</td>
</tr>
<tr>
<td valign="top" align="left" scope="row">Tree roots can enter storm and sanitary sewers and increase sidewalk damage.<sup>4</sup></td>
<td valign="top" align="left">--</td>
<td valign="top" align="left">--</td>
<td valign="top" align="left">--</td>
<td valign="top" align="left" style="background-color:rgb(238,236,225)">X</td>
<td valign="top" align="left">--</td>
</tr>
<tr>
<td valign="top" align="left" scope="row">May host invasive plants or pests.<sup>5</sup></td>
<td valign="top" align="left" style="background-color:rgb(238,236,225)">X</td>
<td valign="top" align="left" style="background-color:rgb(238,236,225)">X</td>
<td valign="top" align="left">--</td>
<td valign="top" align="left" style="background-color:rgb(238,236,225)">X</td>
<td valign="top" align="left" style="background-color:rgb(238,236,225)">X</td>
</tr>
<tr>
<td valign="top" align="left" scope="row">Increased sedimentation, because of lack of maintenance may also cause localized flooding around the GI installation, and in some cases, causing worse flooding than preinstallation conditions.<sup>6</sup></td>
<td valign="top" align="left" style="background-color:rgb(238,236,225)">X</td>
<td valign="top" align="left" style="background-color:rgb(238,236,225)">X</td>
<td valign="top" align="left" style="background-color:rgb(238,236,225)">X</td>
<td valign="top" align="left" style="background-color:rgb(238,236,225)">X</td>
<td valign="top" align="left">--</td>
</tr>
<tr>
<td valign="top" align="left" style="border-bottom: solid 0.50pt" scope="row">Practices that serve highly impervious roadways and parking lots require a high level of maintenance and when not adequately performed can be a source of high nutrient and sediment loads, heavy metals, and organic compounds to streams and groundwater.<sup>6</sup></td>
<td valign="top" align="left" style="border-bottom: solid 0.50pt; background-color:rgb(238,236,225)">X</td>
<td valign="top" align="left" style="border-bottom: solid 0.50pt; background-color:rgb(238,236,225)">X</td>
<td valign="top" align="left" style="border-bottom: solid 0.50pt; background-color:rgb(238,236,225)">X</td>
<td valign="top" align="left" style="border-bottom: solid 0.50pt; background-color:rgb(238,236,225)">X</td>
<td valign="top" align="left" style="border-bottom: solid 0.50pt">--</td>
</tr>
</tbody></table>
<table-wrap-foot>
<fn id="t03n1"><label><sup>1</sup></label><p><xref ref-type="bibr" rid="r1">Andres and others, 2018</xref>.</p></fn>
<fn id="t03n2"><label><sup>2</sup></label><p><xref ref-type="bibr" rid="r77">Stewart and others, 2017</xref>.</p></fn>
<fn id="t03n3"><label><sup>3</sup></label><p><xref ref-type="bibr" rid="r104">Winston and others, 2015</xref>.</p></fn>
<fn id="t03n4"><label><sup>4</sup></label><p><xref ref-type="bibr" rid="r79">Taguchi and others, 2020</xref>.</p></fn>
<fn id="t03n5"><label><sup>5</sup></label><p><xref ref-type="bibr" rid="r53">Pataki and others, 2011</xref>.</p></fn>
<fn id="t03n6"><label><sup>6</sup></label><p><xref ref-type="bibr" rid="r91">U.S. Environmental Protection Agency, 2016b</xref>.</p></fn></table-wrap-foot>
</table-wrap>
<sec>
<title>Infiltration</title>
<p>Because each type of practice has associated unintended consequences, the greatest negative consequence of many GI practices may be the infiltration of stormwater contaminants to groundwater (<xref ref-type="bibr" rid="r1">Andres and others, 2018</xref>). Frequently, the only design criterion for stormwater infiltration is the rate of infiltration; however, infiltrated stormwater can carry pollutants (nitrogen; pesticides and fertilizers; metals, oil, and grease from road surfaces and gas stations; hazardous waste spills; and salts used in road deicing) and cause hydraulic problems like mounding, slope instability, and subsurface flooding of infrastructure (<xref ref-type="bibr" rid="r1">Andres and others, 2018</xref>). Contaminants that are water soluble (for example, deicing salts, nitrogen, and some pesticides) are more likely to infiltrate into shallow groundwater, whereas contaminants that bind to soils (metals, some pesticides, and orthophosphate) tend to accumulate in soils underlying the GI installation. Accumulated contaminants in soils may eventually release to groundwater with time; for example, deicing agents containing chlorides, applied during winter months, can mobilize metals, and carry them to groundwater. Deicing compounds containing chlorides are highly soluble and may accumulate in GI sediments to be released later during subsequent runoff events. In addition, salt-laden runoff from deicing compounds can mobilize previously sorbed toxic metals from filtration media (<xref ref-type="bibr" rid="r54">Paus and others, 2014</xref>). Likewise, hydrocarbons are trapped in the first few centimeters of soil and are potentially taken up by microorganisms; it is not uncommon for groundwater from infiltrated stormwater to contain organic compounds such as polycyclic aromatic hydrocarbons (<xref ref-type="bibr" rid="r79">Taguchi and others, 2020</xref>). As pointed out in <xref ref-type="bibr" rid="r1">Andres and others (2018</xref>, p. 1), &#x201C;&#x2026;using shallow groundwater for the disposal of todays' stormwater problems may only be delaying a problem rather than solving it.&#x201D;</p>
<p>The pathways for contaminated stormwater to be transported from GI to groundwater vary depending on the practice and the construction. Vegetated basins and vegetated channels generally do not have lined bottoms so that stormwater can freely infiltrate deep into aquifers (<xref ref-type="bibr" rid="r1">Andres and others, 2018</xref>). Sediments below permeable pavements may accumulate nutrients, metals, deicing compounds, and hydrocarbons and with time may percolate to deeper substrates and eventually the groundwater table (<xref ref-type="bibr" rid="r79">Taguchi and others, 2020</xref>). Practices, such as vegetated basins and channels, disconnect impervious rooftops and sidewalks from local waterways, and storm drains generally do not have lined bottoms so that stormwater freely infiltrates into the ground, posing potential risks to groundwater (<xref ref-type="bibr" rid="r1">Andres and others, 2018</xref>). Potential contamination to groundwater from accumulation of nutrients, metals, and hydrocarbons in sediments below permeable pavement also is a concern (<xref ref-type="bibr" rid="r79">Taguchi and others, 2020</xref>). Fertilizers in contributing areas run-on and have the potential to wash into a permeable pavement system and infiltrate to groundwater. Wash off from streets onto permeable pavement may include metals or hydrocarbons.</p>
<p>During high inflow events, underdrains in some permeable pavement and bioswale systems may release stormflow almost directly to storm sewers. This reduced residence time in the GI basin may limit the filtering effect and increase the potential for contaminants to move to storm drains and eventually to streams (<xref ref-type="bibr" rid="r77">Stewart and others, 2017</xref>). The internal water storage system may also release increased phosphorus concentrations and loads in outflows during large events.</p>
<p>Performance of GI depends on infiltration to happen. Sediment transported to the site from construction and other activities can greatly reduce infiltration rates through clogging and compaction. Winter sand application clogged some sites after just 1&#x00A0;year when spring runoff carried high sediment loads (<xref ref-type="bibr" rid="r71">Selbig and others, 2019</xref>). The area most prone to clogging at permeable pavement sites may be the permeable/impermeable interface where the largest sediment load is deposited (<xref ref-type="bibr" rid="r104">Winston and others, 2015</xref>).</p>
</sec>
<sec>
<title>Vegetation and Soil Media</title>
<p>Vegetation and soil media can cause unintended consequences for vegetated basins and channels, tree canopy, and green roofs when materials selected are inadequate for the practice. Vegetation within these practices provide biological treatment that can permanently remove certain organic contaminants through biodegradation depending on the health of the vegetation and soil microorganisms (<xref ref-type="bibr" rid="r79">Taguchi and others, 2020</xref>); however, overuse of compost, fertilizer, irrigation, or other common landscaping practices can result in accelerated nutrient accumulation and lead to increased contaminant concentrations in stormwater throughflow (<xref ref-type="bibr" rid="r79">Taguchi and others, 2020</xref>). Vegetated basins and channels are often successful in reducing metal concentrations (common in street runoff), and export of phosphorus from accumulated sediments has been observed (<xref ref-type="bibr" rid="r79">Taguchi and others, 2020</xref>). Salt used for de-icing can also be harmful to vegetation in GI installations.</p>
<p>Trees that border streets contribute organic matter and nutrients, in the form of bulk solids as particles including leaves, pollen, nuts, and fruits, to streets (<xref ref-type="bibr" rid="r79">Taguchi and others, 2020</xref>). <xref ref-type="bibr" rid="r39">Janke and others (2017)</xref> demonstrated a strong relation among nitrogen and phosphorus concentrations and tree canopy over impervious surfaces. Coarse organic solids from trees are likely a major source of solids to storm drains (and to GI practices), increasing maintenance costs (<xref ref-type="bibr" rid="r79">Taguchi and others, 2020</xref>). Winter leaching of leaves may also be a major source of nutrients to winter stormwater (<xref ref-type="bibr" rid="r79">Taguchi and others, 2020</xref>). Tree canopy along roadways may funnel water to impervious surfaces. Locations beneath trees, draining pervious areas, and with higher traffic load were also more susceptible to clogging (<xref ref-type="bibr" rid="r104">Winston and others, 2015</xref>). Street sweeping can greatly reduce nutrient loading to stormwater (<xref ref-type="bibr" rid="r66">Selbig, 2016</xref>).</p>
<p>Atmospheric deposition and the addition of nutrients are the primary sources of contaminants from green roofs. Nutrient rich stormwater draining from green roofs can reach storm drains or infiltrate to groundwater if not routed to a secondary GI practice (<xref ref-type="bibr" rid="r79">Taguchi and others, 2020</xref>). Green roofs do not have contributing areas beyond the roof, therefore, run-on from other surfaces do not cause accumulation of contaminants. During dry conditions, green roofs may need irrigation. When vegetation dies and is not replaced, vegetated basins, vegetated channels, tree canopy, and green roofs lose the pollutant uptake and evapotranspiration benefits provided by the plants (<xref ref-type="bibr" rid="r91">U.S. Environmental Protection Agency, 2016b</xref>). Lack of vegetation can lead to lower porosity of soil media, preventing infiltration. Mulch requires less maintenance and provides some direct pollutant and sedimentation removal; however, it is organic and decomposes with time, potentially releasing nutrients to the environment. In addition, improper balance of soil amendments could also lead to nutrient export. Because vegetated basins and channels have the capacity to accumulate contaminants with time, contaminated soils may need to be periodically removed and replaced.</p>
</sec>
<sec>
<title>Maintenance</title>
<p>Vegetated basins, vegetated channels, urban tree canopy, and green roofs require planting, watering, fertilizing and other maintenance. Many of the unintended consequences associated with GI are because of lack of maintenance, and when not addressed properly this can lead to failure and high costs associated with restoration (<xref ref-type="bibr" rid="r91">U.S.&#x00A0;Environmental Protection Agency, 2016b</xref>). Practices that serve highly impervious roadways and parking lots (such as vegetated basins, vegetated channels, and permeable pavements) require a high level of maintenance; without maintenance, these practices can be a source of high nutrient and sediment loads, heavy metals, and organic compounds to streams and groundwater. Increased sedimentation, because of lack of maintenance, may also cause localized flooding around the GI installation, and in some cases, cause worse flooding than preinstallation conditions; for example, the pavers at the Juarez High School (part of the Cermak-Blue Island Streetscapes Corridor, <xref ref-type="fig" rid="fig20">fig. 20</xref>) were never cleaned and had substantial deterioration in terms of infiltration performance and often pond water at the depression areas in the plaza and sidewalks (<xref ref-type="bibr" rid="r42">Kumar and others, 2017</xref>).</p>
</sec>
</sec>
<sec>
<title>Research Needs</title>
<p>Most of the studies documented in this report are the result of monitoring individual local-scale GI installations. Information is needed to better understand scale, including: (1)&#x00A0;how local practices affect catchment scale hydrology; (2)&#x00A0;empirical evidence of the effectiveness of GI practices rather than rely solely on design or modeled results; (3)&#x00A0;widescale, long-term monitoring studies to determine if practices are improving water-quality and reducing runoff to receiving waters: and (4)&#x00A0;the performance of GI practices in a changing world.</p>
<p>Numerous studies have been published on the local plot or parcel scale summarizing water quantity and quality effects of various GI practices, however, there are few studies that scale the effects of GI practices from those measured and modeled at local scales to catchments of multiple spatial scales. This is important for managing catchments for targeted outcomes, such as maintenance of baseflow, minimizing peak flow, and reducing rapid pulses of pollutants to streams (<xref ref-type="bibr" rid="r28">Golden and Hoghooghi, 2018</xref>). For example, when the Shepherd Creek catchment in Cincinnati, Ohio reported only minor improvement in streamflow volume and water quality despite the installation of rain gardens on 30&#x00A0;percent of the properties, <xref ref-type="bibr" rid="r63">Roy and others (2014)</xref> concluded that further research is needed to quantitatively define the minimum effect threshold and restoration trajectories for retrofitting catchments. It is important to understand the relative contributions of different impervious areas within a catchment to effectively treat the watershed. Although disconnecting residential roof runoff from sewers and streams is beneficial at the parcel level, treatment of major impervious surfaces like roads, parking lots, and apartment buildings may be needed to produce watershed-level improvement. Research gaps include 1) relating the cumulative effects of GI practices on downstream hydrology and water quality, 2) understanding the extent to which these effects are expressed at nested catchments, 3) determining what factors, like land cover and soils, contribute to this response, and 4) identifying the optimal spatial configurations for these practices to ensure targeted catchment-scale management outcomes (<xref ref-type="bibr" rid="r28">Golden and Hoghooghi, 2018</xref>).</p>
<p>Many commonly cited environmental benefits of urban greenspace are still poorly supported by empirical evidence, adding to the difficulties in designing and implementing GI programs (<xref ref-type="bibr" rid="r53">Pataki and others, 2011</xref>). Because, most non-USGS studies do not provide associated datasets, it is difficult to compile harmonized results from multiple studies to synthesize broad-scale performances of different practices. Removal of atmospheric pollutants by vegetation is a commonly cited urban ecosystem service, yet it is one of the least supported empirically (<xref ref-type="bibr" rid="r53">Pataki and others, 2011</xref>). Widescale and long-term monitoring of receiving water bodies is critical to determine if practices are improving water-quality and reducing runoff. Many GI water-quality studies focus on reduction of nutrients and sediment; however, few address the success (or failure) of GI to mitigate heavy metal contamination and contaminants of emerging concern such as pharmaceutical chemicals and microplastic contamination in stormwater. Quantifying biogeochemical processes in urban areas with GI practices can improve our understanding of ecosystem services and disservices (negative or unintended consequences) resulting from designed urban green spaces (<xref ref-type="bibr" rid="r53">Pataki and others, 2011</xref>).</p>
<p>None of the studies reviewed addressed future challenges of GI practices to perform as designed. Infrastructure is designed for watershed conditions at the time of construction rather than factoring in future development and future weather patterns: climate change is expected to increase the frequency and intensity of extreme weather events (<xref ref-type="bibr" rid="r79">Taguchi and others, 2020</xref>). Loading of urban stormwater contaminants, like phosphorus, are expected to increase in colder regions like the Great Lakes because of increased winter rains (<xref ref-type="bibr" rid="r79">Taguchi and others, 2020</xref>). Some GI may be undersized if future rainfall projections are realized. Related to concerns over increased rainfall intensity, research to assess the viability of active versus passive GI practices could be beneficial. An example of an active practice is one that includes automated controls that could increase storage during intense rainfall or by-pass runoff to temporary storage in case of toxic spills.</p>
<p>The need for detailed published data on both the kind and numbers of GI and associated performance data is an example of other issues that remain (<xref ref-type="bibr" rid="r40">Jaffe and others, 2010</xref>). To be effective for research needs, these data must include information on design and size of GI structures. In addition, very few studies document the effectiveness and cumulative effect of multiple GI practices combined into a single watershed. Finally, complete sets of metadata would be helpful when data are published by researchers to enable other researchers to compare results.</p>
<p>As part of the GLRI, the EPA is committed to funding future efforts addressing stormwater runoff. It is expected that this investment will lead to efforts that will more than double the amount of stormwater runoff reduced through GI practices in the Great Lakes to 550&#x00A0;million gallons by the end of 2024 (<xref ref-type="bibr" rid="r31">Great Lakes Restoration, 2019</xref>). This type of support along with other GLRI-supported studies evaluating the performance of GI such as those highlighted in this report (Gary City Hall, Gary, Indiana; RecoveryPark, Detroit, Michigan; Niagara Street, Buffalo, New York), will help fill knowledge gaps in evaluating success and performance of GI. Still, much research is needed to better predict how GI can be used to mitigate the effects of increasing urbanization and future climate change.</p>
</sec>
<sec>
<title>Summary</title>
<p>GI practices can effectively enhance urban landscapes, increase resilience of aging infrastructure, and reduce flooding and contaminant vulnerability to waterways in the Great Lakes region while delivering a host of valuable benefits. It is generally agreed that GI practices are successful at restoring at least some hydrologic function and other human and beneficial uses in urban environments; however, current scientific knowledge, public understanding, and acceptance of GI practices for stormwater management is far from complete. By summarizing the selected published reports and data sources from studies done in the Great Lakes region, this report provides foundational information to help readers assess the ability of GI to restore the hydrologic cycle to a more natural condition and to repair human and ecological beneficial uses in Great Lakes urban areas. In addition, the report informs scientists and their state and local partners about the tradeoffs associated with installing GI, including the factors affecting performance and potential unintended consequences to human health and the environment sometimes associated with GI practices. Finally, knowledge gaps are highlighted to help national, state, and city planners and managers explore potential further scientific research in GI practices to make our cities and communities sustainable and attractive places to live and work. Key findings resulting from review of the many sources used to compile this report are listed here for easy reference:</p>
<list id="L1" list-type="bullet">
<list-item><label>&#x2022;</label><p>GI can be a viable approach to treat stormwater from urban settings.</p></list-item>
<list-item><label>&#x2022;</label><p>The number of GI installations throughout the Great Lakes region is rapidly increasing as cities and communities recognize and embrace the environmental benefits of more sustainable communities.</p></list-item>
<list-item><label>&#x2022;</label><p>Urban planners and developers recognize the value of creating aesthetically pleasing and inviting community spaces while also addressing the need to manage ever-increasing runoff volume and contamination caused by increasing impervious area, to outdated and aging infrastructure.</p></list-item>
<list-item><label>&#x2022;</label><p>The goal of GI is to minimize the disruption of the hydrologic cycle caused by the expansive impervious areas associated with urbanization and transform the landscape to mimic more natural conditions.</p></list-item>
<list-item><label>&#x2022;</label><p>The primary barriers to the adoption of GI in the Great Lakes region are lack of coordination among all levels of government, lack of clear and standard management guidelines, and unbased concern by planners that GI is a riskier investment than alternatives.</p></list-item>
<list-item><label>&#x2022;</label><p>Vegetated basins (rain gardens and bioretention ponds) and bioswales, the most numerous GI installations in the Great Lakes region, provide water storage, evapotranspiration, and infiltration, while trapping sediment and contaminants at the site, thereby reducing runoff volume and contamination to streams, rivers, and lakes.</p></list-item>
<list-item><label>&#x2022;</label><p>Permeable pavements, often used in parking lots and alleyways, infiltrate and store runoff from nearby impervious areas. Sediment and contaminants are thus prevented from reaching receiving waters.</p></list-item>
<list-item><label>&#x2022;</label><p>Urban tree canopy and green roofs decrease surface runoff by increasing infiltration and evapotranspiration. In addition, they can help mitigate the urban heat island effect.</p></list-item>
<list-item><label>&#x2022;</label><p>Nearly every study of every GI practice reported reduction in peak storm flow and volume at the GI site.</p></list-item>
<list-item><label>&#x2022;</label><p>Where studies monitored water quality, reduction in contaminant outflow had mixed results. Reductions were consistently seen for total suspended solids and suspended sediments.</p></list-item>
<list-item><label>&#x2022;</label><p>The primary factors that affect performance of GI practices include inadequate design, poor construction techniques (especially soil compaction resulting in reduced infiltration rates), lack of soil stabilization in the practice, inadequate pretreatment of sediment laden runoff, inadequate vegetation, and lack of proper maintenance.</p></list-item>
<list-item><label>&#x2022;</label><p>Often GI practices are initiated without full knowledge of potential unintended social, ecological, and human health consequences.</p></list-item>
<list-item><label>&#x2022;</label><p>One of the greatest potential negative consequences of GI is the infiltration of stormwater contaminants (such as nutrients, pesticides, metals, oil and grease, hazardous waste spills, and salts) to groundwater.</p></list-item>
<list-item><label>&#x2022;</label><p>Other unintended consequences include: (1) increased sedimentation or flooding compared to prepractice conditions because of lack of maintenance of the GI; (2) accumulation of contaminants in soils within the practice so that they eventually need to be removed and disposed of properly; (3) overuse of compost, fertilizer, irrigation, or other common landscaping practices resulting in accelerated nutrient accumulation and eventual release in stormwater; and (4) urban trees contributing organic matter and nutrients, in the form of bulk solids like leaves, pollen, nuts, and fruits to streets.</p></list-item>
<list-item><label>&#x2022;</label><p>Although numerous studies have been published about GI practices at the local scale, there are few that scale the effects of GI practices to catchments of multiple spatial scales.</p></list-item>
<list-item><label>&#x2022;</label><p>Many commonly cited environmental benefits of GI practices are still poorly supported by empirical evidence.</p></list-item>
<list-item><label>&#x2022;</label><p>Because most non-U.S. Geological Survey studies do not provide associated datasets, it is difficult to compile harmonized results from multiple studies to synthesize broad-scale performances of different practices.</p></list-item>
<list-item><label>&#x2022;</label><p>Very few studies address future challenges of GI practices to perform as designed especially when factoring in future development and future weather patterns.</p></list-item></list>
<p>Recognizing the critical importance of managing risk and improving resilience of our Great Lakes communities and ecosystems in the face of land use and climate change, the Great Lakes Restoration Initiative Action Plan III (2020&#x2013;24) calls for the accelerating implementation of GI practices to capture urban runoff. The U.S.&#x00A0;Environmental Protection Agency, the U.S.&#x00A0;Geological Survey, and other Federal agencies are working with their State and local partners to evaluate the most effective ways to reduce stormwater runoff; improve water quality in our streams, rivers, and lakes; and protect our valuable groundwater resources.</p>
</sec>
</body>
</book-part>
</book-body>
<book-back>
<ref-list>
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</ref-list>
<book-app-group>
<book-app id="a1"><book-part-meta>
<title-group>
<label>Appendix 1</label><title>Supplemental Table</title>
</title-group>
</book-part-meta>
<body>
<p>Practices and topics documented in this report are listed in <xref ref-type="table" rid="t01.01">table 1.1</xref> (available for download at <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3133/cir1496">https://doi.org/10.3133/cir1496</ext-link>).</p>
<table-wrap id="t01.01" position="float">
<label>Table 1.1</label><caption><title>List of practices and topics documented in this report.</title>
</caption>
<table rules="groups"><tbody>
<tr>
<td/>
</tr>
</tbody>
</table>
</table-wrap>
</body>
</book-app>
</book-app-group>
<notes notes-type="colophon">
<sec>
<title>For more information about this publication, contact:</title>
<p>Director, USGS Upper Midwest Water Science Center</p>
<p>1 Gifford Pinchot Drive</p>
<p>Madison, WI 53726</p>
<p>For additional information, visit: <ext-link ext-link-type="uri" xlink:href="https://www.usgs.gov/centers/upper-midwest-water-science-center">https://www.usgs.gov/centers/upper-midwest-water-science-center</ext-link></p>
<p>Publishing support provided by the Indianapolis Publishing Service Center</p>
</sec>
</notes>
</book-back>
</book>
