支流
环境科学
河口
水文学(农业)
水质
溶解有机碳
硝酸盐
有色溶解有机物
非点源污染
水生生态系统
分水岭
地表径流
流域
地表水
环境化学
生态学
环境工程
营养物
化学
浮游植物
地理
工程类
机器学习
岩土工程
生物
地图学
计算机科学
作者
Christopher L. Osburn,Lauren T. Handsel,Benjamin L. Peierls,Hans W. Paerl
标识
DOI:10.1021/acs.est.6b00053
摘要
Dissolved organic nitrogen (DON) is the nitrogen (N)-containing component of dissolved organic matter (DOM) and in aquatic ecosystems is part of the biologically reactive nitrogen pool that can degrade water quality in N-sensitive waters. Unlike inorganic N (nitrate and ammonium) DON is comprised of many different molecules of variable reactivity. Few methods exist to track the sources of DON in watersheds. In this study, DOM excitation-emission matrix (EEM) fluorescence of eight discrete DON sources was measured and modeled with parallel factor analysis (PARAFAC) and the resulting model ("FluorMod") was fit to 516 EEMs measured in surface waters from the main stem of the Neuse River and its tributaries, located in eastern North Carolina. PARAFAC components were positively correlated to DON concentration. Principle components analysis (PCA) was used to confirm separation of the eight sources and model validation was achieved by measurement of source samples not included in the model development with an error of <10%. Application of FluorMod to surface waters of streams within the Neuse River Basin showed that while >70% of DON was attributed to natural sources, nonpoint sources, such as soil and poultry litter leachates and street runoff, accounted for the remaining 30%. This result was consistent with changes in land use from urbanized Raleigh metropolitan area to the largely agricultural Southeastern coastal plain. Overall, the predicted fraction of nonpoint DON sources was consistent with previous reports of increased organic N inputs in this river basin, which are suspected of impacting the water quality of its estuary.
科研通智能强力驱动
Strongly Powered by AbleSci AI