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Shelton SA, Kaushal SS, Mayer PM, Shatkay RR, Rippy MA, Grant SB, Newcomer-Johnson TA. Salty chemical cocktails as water quality signatures: Longitudinal trends and breakpoints along different U.S. streams. THE SCIENCE OF THE TOTAL ENVIRONMENT 2024; 930:172777. [PMID: 38670384 PMCID: PMC11371123 DOI: 10.1016/j.scitotenv.2024.172777] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/15/2024] [Revised: 04/23/2024] [Accepted: 04/23/2024] [Indexed: 04/28/2024]
Abstract
Along urban streams and rivers, various processes, including road salt application, sewage leaks, and weathering of the built environment, contribute to novel chemical cocktails made up of metals, salts, nutrients, and organic matter. In order to track the impacts of urbanization and management strategies on water quality, we conducted longitudinal stream synoptic (LSS) monitoring in nine watersheds in five major metropolitan areas of the U.S. During each LSS monitoring survey, 10-53 sites were sampled along the flowpath of streams as they flowed along rural to urban gradients. Results demonstrated that major ions derived from salts (Ca2+, Mg2+, Na+, and K+) and correlated elements (e.g. Sr2+, N, Cu) formed 'salty chemical cocktails' that increased along rural to urban flowpaths. Salty chemical cocktails explained 46.1% of the overall variability in geochemistry among streams and showed distinct typologies, trends, and transitions along flowpaths through metropolitan regions. Multiple linear regression predicted 62.9% of the variance in the salty chemical cocktails using the six following significant drivers (p < 0.05): percent urban land, wastewater treatment plant discharge, mean annual precipitation, percent silicic residual material, percent volcanic material, and percent carbonate residual material. Mean annual precipitation and percent urban area were the most important in the regression, explaining 29.6% and 13.0% of the variance. Different pollution sources (wastewater, road salt, urban runoff) in streams were tracked downstream based on salty chemical cocktails. Streams flowing through stream-floodplain restoration projects and conservation areas with extensive riparian forest buffers did not show longitudinal increases in salty chemical cocktails, suggesting that there could be attenuation via conservation and restoration. Salinization represents a common urban water quality signature and longitudinal patterns of distinct chemical cocktails and ionic mixtures have the potential to track the sources, fate, and transport of different point and nonpoint pollution sources along streams across different regions.
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Affiliation(s)
- Sydney A Shelton
- Department of Geology & Earth System Science Interdisciplinary Center, University of Maryland, Geology Building 237, College Park, MD 20742, USA; ORISE Fellow at Pacific Ecological Systems Division, Center for Public Health and Environmental Assessment, Office of Research and Development, U.S. Environmental Protection Agency, 200 SW 35th Street, Corvallis, OR 97333, USA.
| | - Sujay S Kaushal
- Department of Geology & Earth System Science Interdisciplinary Center, University of Maryland, Geology Building 237, College Park, MD 20742, USA.
| | - Paul M Mayer
- Office of Research and Development, Center for Public Health and Environmental Assessment, Pacific Ecological Systems Division, U.S. Environmental Protection Agency, 200 SW 35th Street, Corvallis, OR 97333, USA.
| | - Ruth R Shatkay
- Department of Geology & Earth System Science Interdisciplinary Center, University of Maryland, Geology Building 237, College Park, MD 20742, USA.
| | - Megan A Rippy
- Occoquan Watershed Monitoring Laboratory, The Charles E. Via Jr Department of Civil and Environmental Engineering, Virginia Tech, 9408 Prince William St, Manassas, VA 20110, USA; Center for Coastal Studies, Virginia Tech, Blacksburg, VA 24061, USA.
| | - Stanley B Grant
- Occoquan Watershed Monitoring Laboratory, The Charles E. Via Jr Department of Civil and Environmental Engineering, Virginia Tech, 9408 Prince William St, Manassas, VA 20110, USA; Center for Coastal Studies, Virginia Tech, Blacksburg, VA 24061, USA.
| | - Tammy A Newcomer-Johnson
- United States Environmental Protection Agency, Center for Environmental Measurement and Modeling, Watershed and Ecosystem Characterization Division, 26 Martin Luther King Dr W, Cincinnati, OH 45220, USA.
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Malin JT, Kaushal SS, Mayer PM, Maas CM, Hohman SP, Rippy MA. Longitudinal stream synoptic (LSS) monitoring to evaluate water quality in restored streams. ENVIRONMENTAL MONITORING AND ASSESSMENT 2024; 196:437. [PMID: 38592553 PMCID: PMC11069387 DOI: 10.1007/s10661-024-12570-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/17/2023] [Accepted: 03/23/2024] [Indexed: 04/10/2024]
Abstract
Impervious surface cover increases peak flows and degrades stream health, contributing to a variety of hydrologic, water quality, and ecological symptoms, collectively known as the urban stream syndrome. Strategies to combat the urban stream syndrome often employ engineering approaches to enhance stream-floodplain reconnection, dissipate erosive forces from urban runoff, and enhance contaminant retention, but it is not always clear how effective such practices are or how to monitor for their effectiveness. In this study, we explore applications of longitudinal stream synoptic (LSS) monitoring (an approach where multiple samples are collected along stream flowpaths across both space and time) to narrow this knowledge gap. Specifically, we investigate (1) whether LSS monitoring can be used to detect changes in water chemistry along longitudinal flowpaths in response to stream-floodplain reconnection and (2) what is the scale over which restoration efforts improve stream quality. We present results for four different classes of water quality constituents (carbon, nutrients, salt ions, and metals) across five watersheds with varying degrees of stream-floodplain reconnection. Our work suggests that LSS monitoring can be used to evaluate stream restoration strategies when implemented at meter to kilometer scales. As streams flow through restoration features, concentrations of nutrients, salts, and metals significantly decline (p < 0.05) or remain unchanged. This same pattern is not evident in unrestored streams, where salt ion concentrations (e.g., Na+, Ca2+, K+) significantly increase with increasing impervious cover. When used in concert with statistical approaches like principal component analysis, we find that LSS monitoring reveals changes in entire chemical mixtures (e.g., salts, metals, and nutrients), not just individual water quality constituents. These chemical mixtures are locally responsive to restoration projects, but can be obscured at the watershed scale and overwhelmed during storm events.
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Affiliation(s)
- Joseph T Malin
- Department of Geology & Earth System Science Interdisciplinary Center, University of Maryland, College Park, MD, 20742, USA.
- Environmental Quality Resources, L.L.C., 2391 Brandermill Blvd., Suite 301, Gambrills, MD, 21054, USA.
| | - Sujay S Kaushal
- Department of Geology & Earth System Science Interdisciplinary Center, University of Maryland, College Park, MD, 20742, USA
| | - Paul M Mayer
- Environmental Protection Agency, 805 SW Broadway #500, Portland, OR, 97205, USA
| | - Carly M Maas
- Department of Geology & Earth System Science Interdisciplinary Center, University of Maryland, College Park, MD, 20742, USA
- United States Geological Survey, 1730 E Parham Road, Richmond, VA, 23228, USA
| | - Steven P Hohman
- Environmental Protection Agency, 1650 Arch St, Philadelphia, PA, 19103, USA
| | - Megan A Rippy
- Occoquan Watershed Monitoring Laboratory, The Charles E. Via, Jr. Department of Civil and Environmental Engineering, Virginia Tech, 9408 Prince William Street, Manassas, VA, USA
- Center for Coastal Studies, Virginia Tech, 1068A Derring Hall (0420), Blacksburg, VA, USA
- Disaster Resilience and Risk Management (DRRM), 1068A Derring Hall, 405 Perry Street, Blacksburg, VA, 24061, USA
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Kaushal SS, Maas CM, Mayer PM, Newcomer-Johnson TA, Grant SB, Rippy MA, Shatkay RR, Leathers J, Gold AJ, Smith C, McMullen EC, Haq S, Smith R, Duan S, Malin J, Yaculak A, Reimer JE, Newcomb KD, Raley AS, Collison DC, Galella JG, Grese M, Sivirichi G, Doody TR, Vikesland P, Bhide SV, Krauss L, Daugherty M, Stavrou C, Etheredge M, Ziegler J, Kirschnick A, England W, Belt KT. Longitudinal stream synoptic monitoring tracks chemicals along watershed continuums: a typology of trends. FRONTIERS IN ENVIRONMENTAL SCIENCE 2023; 11:1-28. [PMID: 37475839 PMCID: PMC10355011 DOI: 10.3389/fenvs.2023.1122485] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/22/2023]
Abstract
There are challenges in monitoring and managing water quality due to spatial and temporal heterogeneity in contaminant sources, transport, and transformations. We demonstrate the importance of longitudinal stream synoptic (LSS) monitoring, which can track combinations of water quality parameters along flowpaths across space and time. Specifically, we analyze longitudinal patterns of chemical mixtures of carbon, nutrients, greenhouse gasses, salts, and metals concentrations along 10 flowpaths draining 1,765 km2 of the Chesapeake Bay region. These 10 longitudinal stream flowpaths are drained by watersheds experiencing either urban degradation, forest and wetland conservation, or stream and floodplain restoration. Along the 10 longitudinal stream flowpaths, we monitored over 300 total sampling sites along a combined stream length of 337 km. Synoptic monitoring along longitudinal flowpaths revealed: (1) increasing, decreasing, piecewise, or no trends and transitions in water quality with increasing distance downstream, which provide insights into water quality processes along flowpaths; (2) longitudinal trends and transitions in water quality along flowpaths can be quantified and compared using simple linear and non-linear statistical relationships with distance downstream and/or land use/land cover attributes, (3) attenuation and transformation of chemical cocktails along flowpaths depend on: spatial scales, pollution sources, and transitions in land use and management, hydrology, and restoration. We compared our LSS patterns with others from the global literature to synthesize a typology of longitudinal water quality trends and transitions in streams and rivers based on hydrological, biological, and geochemical processes. Applications of LSS monitoring along flowpaths from our results and the literature reveal: (1) if there are shifts in pollution sources, trends, and transitions along flowpaths, (2) which pollution sources can spread further downstream to sensitive receiving waters such as drinking water supplies and coastal zones, and (3) if transitions in land use, conservation, management, or restoration can attenuate downstream transport of pollution sources. Our typology of longitudinal water quality responses along flowpaths combines many observations across suites of chemicals that can follow predictable patterns based on watershed characteristics. Our typology of longitudinal water quality responses also provides a foundation for future studies, watershed assessments, evaluating watershed management and stream restoration, and comparing watershed responses to non-point and point pollution sources along streams and rivers. LSS monitoring, which integrates both spatial and temporal dimensions and considers multiple contaminants together (a chemical cocktail approach), can be a comprehensive strategy for tracking sources, fate, and transport of pollutants along stream flowpaths and making comparisons of water quality patterns across different watersheds and regions.
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Affiliation(s)
- Sujay S. Kaushal
- Department of Geology, Earth System Science Interdisciplinary Center, University of Maryland, College Park, MD, United States
| | - Carly M. Maas
- Department of Geology, Earth System Science Interdisciplinary Center, University of Maryland, College Park, MD, United States
| | - Paul M. Mayer
- United States Environmental Protection Agency, Office of Research and Development, Center for Public Health and Environmental Assessment, Pacific Ecological Systems Division, Corvallis, OR, United States
| | - Tammy A. Newcomer-Johnson
- United States Environmental Protection Agency, Center for Environmental Measurement and Modeling, Watershed and Ecosystem Characterization Division, Cincinnati, OH, United States
| | - Stanley B. Grant
- Occoquan Watershed Monitoring Laboratory, The Charles E. Via, Jr. Department of Civil and Environmental Engineering, Virginia Tech, Manassas, VA, United States
- Center for Coastal Studies, Virginia Tech, Blacksburg, VA, United States
| | - Megan A. Rippy
- Occoquan Watershed Monitoring Laboratory, The Charles E. Via, Jr. Department of Civil and Environmental Engineering, Virginia Tech, Manassas, VA, United States
- Center for Coastal Studies, Virginia Tech, Blacksburg, VA, United States
| | - Ruth R. Shatkay
- Department of Geology, Earth System Science Interdisciplinary Center, University of Maryland, College Park, MD, United States
| | | | - Arthur J. Gold
- Department of Natural Resources Science, University of Rhode Island, Kingston, RI, United States
| | - Cassandra Smith
- Department of Geology, Earth System Science Interdisciplinary Center, University of Maryland, College Park, MD, United States
| | - Evan C. McMullen
- Department of Geology, Earth System Science Interdisciplinary Center, University of Maryland, College Park, MD, United States
| | - Shahan Haq
- Department of Geology, Earth System Science Interdisciplinary Center, University of Maryland, College Park, MD, United States
| | - Rose Smith
- Department of Geology, Earth System Science Interdisciplinary Center, University of Maryland, College Park, MD, United States
| | - Shuiwang Duan
- Department of Geology, Earth System Science Interdisciplinary Center, University of Maryland, College Park, MD, United States
| | - Joseph Malin
- Department of Geology, Earth System Science Interdisciplinary Center, University of Maryland, College Park, MD, United States
| | - Alexis Yaculak
- Department of Geology, Earth System Science Interdisciplinary Center, University of Maryland, College Park, MD, United States
| | - Jenna E. Reimer
- Department of Geology, Earth System Science Interdisciplinary Center, University of Maryland, College Park, MD, United States
| | - Katie Delaney Newcomb
- Department of Geology, Earth System Science Interdisciplinary Center, University of Maryland, College Park, MD, United States
| | - Ashley Sides Raley
- Department of Geology, Earth System Science Interdisciplinary Center, University of Maryland, College Park, MD, United States
| | - Daniel C. Collison
- Department of Geology, Earth System Science Interdisciplinary Center, University of Maryland, College Park, MD, United States
| | - Joseph G. Galella
- Department of Geology, Earth System Science Interdisciplinary Center, University of Maryland, College Park, MD, United States
| | | | | | - Thomas R. Doody
- Department of Geology, Earth System Science Interdisciplinary Center, University of Maryland, College Park, MD, United States
| | - Peter Vikesland
- The Charles E. Via, Jr. Department of Civil and Environmental Engineering, Virginia Tech, Blacksburg, VA, United States
| | - Shantanu V. Bhide
- Occoquan Watershed Monitoring Laboratory, The Charles E. Via, Jr. Department of Civil and Environmental Engineering, Virginia Tech, Manassas, VA, United States
| | - Lauren Krauss
- Occoquan Watershed Monitoring Laboratory, The Charles E. Via, Jr. Department of Civil and Environmental Engineering, Virginia Tech, Manassas, VA, United States
| | | | | | | | | | | | | | - Kenneth T. Belt
- Department of Geography and Environmental Systems, University of Maryland Baltimore County, Baltimore, MD, United States
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Tschikof M, Gericke A, Venohr M, Weigelhofer G, Bondar-Kunze E, Kaden US, Hein T. The potential of large floodplains to remove nitrate in river basins - The Danube case. THE SCIENCE OF THE TOTAL ENVIRONMENT 2022; 843:156879. [PMID: 35753454 DOI: 10.1016/j.scitotenv.2022.156879] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/31/2022] [Revised: 06/17/2022] [Accepted: 06/18/2022] [Indexed: 06/15/2023]
Abstract
Floodplains remove nitrate from rivers through denitrification and thus improve water quality. The Danube River Basin (DRB) has been affected by elevated nitrate concentrations and a massive loss of intact floodplains and the ecosystem services they provide. Restoration measures intend to secure and improve these valuable ecosystem services, including nitrate removal. Our study provides the first large-scale estimate of the function of large active floodplains in the DRB to remove riverine nitrate and assesses the contribution of reconnection measures. We applied a nutrient emission model in 6 river systems and coupled it with denitrification and flooding models which we adapted to floodplains. The floodplains have the capacity to eliminate about 33,200 t nitrate-N annually, which corresponds to 6.5 % of the total nitrogen emissions in the DRB. More nitrate is removed in-stream at regular flow conditions than in floodplain soils during floods. However, increasing frequently inundated floodplain areas reveals greater potential for improvement than increasing the channel network. In total, we estimate that 14.5 % more nitrate can be removed in reconnected floodplains. The largest share of nitrogen emissions is retained in the Yantra and Tisza floodplains, where reconnections are expected to have the greatest impact on water quality. In absolute numbers, the floodplains of the lower Danube convert the greatest quantities of nitrate, driven by the high input loads. These estimates are subject to uncertainties due to the heterogeneity of the available input data. Still, our results are within the range of similar studies. Reconnections of large floodplains in the DRB can, thus, make a distinct contribution to improving water quality. A better representation of the spatial configuration of water quality functions and the effect of floodplain reconnections may support the strategic planning of such to achieve multiple benefits and environmental targets.
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Affiliation(s)
- Martin Tschikof
- Institute of Hydrobiology and Aquatic Ecosystem Management, University of Natural Resources and Life Sciences, Gregor-Mendel-Straße 33, 1180 Vienna, Austria; WasserCluster Lunz, Dr. Kupelwieser-Promenade 5, 3293 Lunz am See, Austria.
| | - Andreas Gericke
- Leibniz Institute of Freshwater Ecology and Inland Fisheries Berlin, Justus-von-Liebig-Straße 7, 12489 Berlin, Germany.
| | - Markus Venohr
- Leibniz Institute of Freshwater Ecology and Inland Fisheries Berlin, Justus-von-Liebig-Straße 7, 12489 Berlin, Germany.
| | - Gabriele Weigelhofer
- Institute of Hydrobiology and Aquatic Ecosystem Management, University of Natural Resources and Life Sciences, Gregor-Mendel-Straße 33, 1180 Vienna, Austria; WasserCluster Lunz, Dr. Kupelwieser-Promenade 5, 3293 Lunz am See, Austria.
| | - Elisabeth Bondar-Kunze
- Institute of Hydrobiology and Aquatic Ecosystem Management, University of Natural Resources and Life Sciences, Gregor-Mendel-Straße 33, 1180 Vienna, Austria; WasserCluster Lunz, Dr. Kupelwieser-Promenade 5, 3293 Lunz am See, Austria; Christian Doppler Laboratory for Meta Ecosystem Dynamics in Riverine Landscapes - Research for sustainable River Management, Institute of Hydrobiology and Aquatic Ecosystem Management, University of Natural Resources and Life Sciences, Gregor-Mendel-Straße 33, 1180 Vienna, Austria.
| | - Ute Susanne Kaden
- UFZ - Helmholtz Centre for Environmental Research, Department of Conservation Biology and Social-Ecological Systems, Permoserstraße 15, 04318 Leipzig, Germany.
| | - Thomas Hein
- Institute of Hydrobiology and Aquatic Ecosystem Management, University of Natural Resources and Life Sciences, Gregor-Mendel-Straße 33, 1180 Vienna, Austria; WasserCluster Lunz, Dr. Kupelwieser-Promenade 5, 3293 Lunz am See, Austria; Christian Doppler Laboratory for Meta Ecosystem Dynamics in Riverine Landscapes - Research for sustainable River Management, Institute of Hydrobiology and Aquatic Ecosystem Management, University of Natural Resources and Life Sciences, Gregor-Mendel-Straße 33, 1180 Vienna, Austria.
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5
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Kaushal SS, Reimer JE, Mayer PM, Shatkay RR, Maas CM, Nguyen WD, Boger WL, Yaculak AM, Doody TR, Pennino MJ, Bailey NW, Galella JG, Weingrad A, Collison DC, Wood KL, Haq S, Johnson TAN, Duan S, Belt KT. Freshwater Salinization Syndrome Alters Retention and Release of 'Chemical Cocktails' along Flowpaths: from Stormwater Management to Urban Streams. FRESHWATER SCIENCE (PRINT) 2022; 41:420-441. [PMID: 36213200 PMCID: PMC9533665 DOI: 10.1086/721469] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/01/2023]
Abstract
We investigate impacts of Freshwater Salinization Syndrome (FSS) on mobilization of salts, nutrients, and metals in urban streams and stormwater BMPs by analyzing original data on concentrations and fluxes of salts, nutrients, and metals from 7 urban watersheds in the Mid-Atlantic U.S. and synthesizing literature data. We also explore future critical research needs through a survey of practitioners and scientists. Our original data show: (1) sharp pulses in concentrations of salt ions and metals in urban streams directly following both road salt events and stream restoration construction (e.g., similar to the way concentrations increase during other soil disturbance activities); (2) sharp declines in pH (acidification) in response to road salt applications due to mobilization of H+ from soil exchange sites by Na+; (3) sharp increases in organic matter from microbial and algal sources (based on fluorescence spectroscopy) in response to road salt applications likely due to lysing cells and/or changes in solubility; (4) significant retention (~30-40%) of Na+ in stormwater BMP sediments and floodplains in response to salinization; (5) increased ion exchange and mobilization of diverse salt ions (Na+, Ca2+, K+, Mg2+), nutrients (N, P), and trace metals (Cu, Sr) from stormwater BMPs and restored streams in response to FSS; (6) downstream increasing loads of Cl-, SO4 2-, Br-, F-, and I- along flowpaths through urban streams, and P release from urban stormwater BMPs in response to salinization, and (7) a significant annual reduction (> 50%) in Na+ concentrations in an urban stream when road salt applications were dramatically reduced, which suggests potential for ecosystem recovery. We compared our original results to published metrics of contaminant retention and release across a broad range of stormwater management BMPs from North America and Europe. Overall, urban streams and stormwater management BMPs consistently retain Na+ and Cl- but mobilize multiple contaminants based on salt types and salinity levels. Finally, we present our top 10 research questions regarding FSS impacts on urban streams and stormwater management BMPs. Reducing diverse 'chemical cocktails' of contaminants mobilized by freshwater salinization is now a priority for effectively and holistically restoring urban waters.
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Affiliation(s)
- Sujay S Kaushal
- Department of Geology & Earth System Science Interdisciplinary Center, University of Maryland, College Park, Maryland 20740, USA
| | - Jenna E Reimer
- US Environmental Protection Agency, Office of Research and Development, Center for Public Health and Environmental Assessment, Pacific Ecological Systems Division, Corvallis, Oregon, 97333, USA
| | - Paul M Mayer
- Department of Geology & Earth System Science Interdisciplinary Center, University of Maryland, College Park, Maryland 20740, USA
| | - Ruth R Shatkay
- Department of Geology & Earth System Science Interdisciplinary Center, University of Maryland, College Park, Maryland 20740, USA
| | - Carly M Maas
- Department of Geology & Earth System Science Interdisciplinary Center, University of Maryland, College Park, Maryland 20740, USA
| | - William D Nguyen
- Department of Geology & Earth System Science Interdisciplinary Center, University of Maryland, College Park, Maryland 20740, USA
| | - Walter L Boger
- Department of Geology & Earth System Science Interdisciplinary Center, University of Maryland, College Park, Maryland 20740, USA
| | - Alexis M Yaculak
- Department of Geology & Earth System Science Interdisciplinary Center, University of Maryland, College Park, Maryland 20740, USA
| | - Thomas R Doody
- Department of Geology & Earth System Science Interdisciplinary Center, University of Maryland, College Park, Maryland 20740, USA
| | - Michael J Pennino
- US Environmental Protection Agency, Office of Research and Development, Center for Public Health and Environmental Assessment, Integrate Environmental Assessment Branch, 1200 Pennsylvania Ave, NW, Washington, D.C. 20460, USA
| | - Nathan W Bailey
- Department of Geology & Earth System Science Interdisciplinary Center, University of Maryland, College Park, Maryland 20740, USA
| | - Joseph G Galella
- Department of Geology & Earth System Science Interdisciplinary Center, University of Maryland, College Park, Maryland 20740, USA
| | - Aaron Weingrad
- Department of Geology & Earth System Science Interdisciplinary Center, University of Maryland, College Park, Maryland 20740, USA
| | - Daniel C Collison
- Department of Geology & Earth System Science Interdisciplinary Center, University of Maryland, College Park, Maryland 20740, USA
| | - Kelsey L Wood
- Department of Geology & Earth System Science Interdisciplinary Center, University of Maryland, College Park, Maryland 20740, USA
| | - Shahan Haq
- Department of Geology & Earth System Science Interdisciplinary Center, University of Maryland, College Park, Maryland 20740, USA
| | - Tamara A Newcomer Johnson
- US Environmental Protection Agency, Center for Environmental Measurement and Modeling, Watershed and Ecosystem Characterization Division, 26 W. Martin Luther King Drive, Cincinnati, Ohio 45268, USA
| | - Shuiwang Duan
- Department of Geology & Earth System Science Interdisciplinary Center, University of Maryland, College Park, Maryland 20740, USA
| | - Kenneth T Belt
- Department of Geography and Environmental Systems, University of Maryland Baltimore County, 1000 Hilltop Circle, Baltimore, Maryland 21250, USA
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