Josh Adams Lisa T Ballance Michael Coyne Jonathan J. Felis Trevor Joyce David M. Pereksta Arliss J Winship Christopher F G Jeffrey David G. Ainley Donald Croll Joseph R. Evenson Jaime Jahncke William McIver Peter I Miller Scott Pearson Craig Strong William J. Sydeman Jeannette E Waddell Jeannette E. Zamon John D. Christensen Jeffery Leirness 2021 <p>This report describes the at-sea spatial distributions of marine birds in Pacific OCS waters off the contiguous U.S. (Figure 1.1) to inform marine spatial planning in the region. The goal was to estimate long-term average spatial distributions for marine bird species using all available science-quality transect survey data and numerous bathymetric, oceanographic, and atmospheric predictor variables. We developed seasonal habitat-based spatial models of the at-sea distribution for 33 individual species and 13 taxonomic groups of marine birds throughout the study region. A statistical modeling framework was used to estimate numerical relationships between bird sighting data (i.e., standardized counts) and a range of temporal (e.g., Pacific Decadal Oscillation [PDO] index), spatially static (e.g., depth), and spatially dynamic (e.g., sea surface chlorophyll-a concentration) environmental variables. The estimated relationships were then used to predict spatially explicit long-term average density (individuals per km²) throughout the study area for each species/group in each of four seasons. Bird sighting data came from multiple scientific survey programs and consisted of at-sea counts of birds collected between 1980 and 2017 using boat-based and fixed-wing aerial transect survey methods. Spatial environmental variables were derived from remote sensing satellite data and an ocean dynamics model.</p> application/pdf en Bureau of Ocean Energy Management Modeling at-sea density of marine birds to support renewable energy planning on the Pacific outer continental shelf of the contiguous United States reports