What are the relevant sources and factors affecting event mean concentrations (EMCs) of nutrients and sediment in stormwater?

dc.contributor.authorBehrouz, Mina Shahed J.en
dc.contributor.authorYazdi, Mohammad Nayaben
dc.contributor.authorSample, David J.en
dc.contributor.authorScott, Durelle T.en
dc.contributor.authorOwen Jr, James S.en
dc.date.accessioned2022-06-07T19:16:32Zen
dc.date.available2022-06-07T19:16:32Zen
dc.date.issued2022-07-01en
dc.description.abstractUrbanization increases runoff, sediment, and nutrient loadings downstream, causing flooding, eutrophication, and harmful algal blooms. Stormwater control measures (SCMs) are used to address these concerns and are designed based on inflow loads. Thus, estimating nutrient and sediment loads is important for meeting restoration objectives. Pollutants accumulate on surfaces during dry periods, making Event Mean Concentration (EMC) a function of antecedent dry period (ADP). An EMC results from wash-off of accumulated pollutants from catchment surface during runoff events. However, several studies found little to no correlation between constituent concentrations in stormwater and ADP. The objective of this study is to verify this finding and discover which climatological or catchment characteristics most significantly affect stormwater quality. Stormwater quality data were obtained from the National Stormwater Quality Database (NSQD), which is the largest data repository of stormwater quality data in the U.S. Bayesian Network Structure Learner (BNSL) was used to assess the relationships between catchment characteristics, climatological information, and stormwater quality for selected land uses. Given the optimal BN structure, it was determined which parameters most affect stormwater quality EMCs. The results demonstrate that both catchment and rain characteristics affected stormwater quality EMCs. Among catchment characteristics, land use (LU) was the most important factor and catchment size was the least. Precipitation depth (P) and duration (D) affected Total Phosphorus (TP), Total Nitrogen (TN), and Total Suspended Solids (TSS). This indicated that it is likely that P and D had a greater influence on stormwater quality more than ADP. P, D, and ADP affected the dissolved constituents of TN (i.e. NO2-N/NO3-N) and TP (i.e. Ortho-P). Compared to other factors (i.e. P and D), the effect of ADP on TSS was negligible. Stormwater quality EMCs related to nitrogen were not affected by catchment slope (S). However, TSS and Ortho-P were influenced by S.en
dc.description.notesWe would like to thank Computational Hydraulics International (CHI) for providing a university grant to use PCSWMM. The authors express their appreciation to Alexander Maestre for information on the NSQD. Support for this research was provided by the Virginia Water Resources Research Center (VWRRC) grant number G21AS00517 which is funded through the U.S. Geological Survey (USGS); however, opinions expressed within are entirely of the authors and reflect no endorsement by VWRRC or USGS. Any use of trade, firm, or product names is for descriptive purposes only and does not imply endorsement by the US Government. Funding for this work was provided in part by the Virginia Agricultural Experiment Station and the Hatch program, Project S1089, of the National Institute of Food and Agriculture, which also does not imply endorsement of opinions contained herein.en
dc.description.sponsorshipVirginia Water Resources Research Center (VWRRC) through the U.S. Geological Survey (USGS) [G21AS00517]; Virginia Agricultural Experiment Station; National Institute of Food and Agriculture [S1089]; Computational Hydraulics International (CHI)en
dc.description.versionPublished versionen
dc.format.mimetypeapplication/pdfen
dc.identifier.doihttps://doi.org/10.1016/j.scitotenv.2022.154368en
dc.identifier.eissn1879-1026en
dc.identifier.issn0048-9697en
dc.identifier.other154368en
dc.identifier.pmid35259378en
dc.identifier.urihttp://hdl.handle.net/10919/110453en
dc.identifier.volume828en
dc.language.isoenen
dc.publisherElsevieren
dc.rightsCreative Commons Attribution-NonCommercial 4.0 Internationalen
dc.rights.urihttp://creativecommons.org/licenses/by-nc/4.0/en
dc.subjectStormwater qualityen
dc.subjectEvent mean concentration (EMC)en
dc.subjectBayesian network (BN)en
dc.subjectOptimizationen
dc.subjectNational Stormwater Quality Database (NSQD)en
dc.titleWhat are the relevant sources and factors affecting event mean concentrations (EMCs) of nutrients and sediment in stormwater?en
dc.title.serialScience of the Total Environmenten
dc.typeArticle - Refereeden
dc.type.dcmitypeTexten

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