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Scientific Investigations Report 2007-5153

Prepared in cooperation with the North Dakota State Water Commission

Continuous Water-Quality Monitoring and Regression Analysis to Estimate Constituent Concentrations and Loads in the Sheyenne River, North Dakota, 1980–2006

By Karen R. Ryberg

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Abstract

This report presents the results of a study by the U.S. Geological Survey, done in cooperation with the North Dakota State Water Commission, to estimate water-quality constituent concentrations at seven sites on the Sheyenne River, N. Dak. Regression analysis of water-quality data collected in 1980–2006 was used to estimate concentrations for hardness, dissolved solids, calcium, magnesium, sodium, and sulfate. The explanatory variables examined for the regression relations were continuously monitored streamflow, specific conductance, and water temperature. For the conditions observed in 1980–2006, streamflow was a significant explanatory variable for some constituents. Specific conductance was a significant explanatory variable for all of the constituents, and water temperature was not a statistically significant explanatory variable for any of the constituents in this study.

The regression relations were evaluated using common measures of variability, including R2, the proportion of variability in the estimated constituent concentration explained by the explanatory variables and regression equation. R2 values ranged from 0.784 for calcium to 0.997 for dissolved solids. The regression relations also were evaluated by calculating the median relative percentage difference (RPD) between measured constituent concentration and the constituent concentration estimated by the regression equations. Median RPDs ranged from 1.7 for dissolved solids to 11.5 for sulfate. The regression relations also may be used to estimate daily constituent loads.

The relations should be monitored for change over time, especially at sites 2 and 3 which have a short period of record. In addition, caution should be used when the Sheyenne River is affected by ice or when upstream sites are affected by isolated storm runoff. Almost all of the outliers and highly influential samples removed from the analysis were made during periods when the Sheyenne River might be affected by ice.


Suggested citation:

Ryberg, K.R., 2007, Continuous water-quality monitoring and regression analysis to estimate constituent concentrations and loads in the Sheyenne River, North Dakota, 1980–2006: U.S. Geological Survey Scientific Investigations Report 2007–5153, 22 p.



Contents

Abstract

Introduction

Purpose and Scope

Description of Study Area

Previous Studies

Methods

Streamflow Measurements

Manual Water-Quality Measurements, Sample Collection, and Analysis

Development of Regression Equations to Estimate Constituent Concentrations

Calculation of Measured and Estimated Constituent Loads

Continuous Water-Quality Monitoring

Summary Statistics

Results of Regression Analysis

Hardness

Dissolved Solids

Calcium

Magnesium

Sodium

Sulfate

Measured and Estimated Constituent Loads

Summary

References Cited

 


For additional information contact:
Director, North Dakota Water Science Center
U.S. Geological Survey
821 East Interstate Avenue
Bismarck, ND 58503-1199
 
World Wide Web: http://nd.water.usgs.gov/
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