非点源污染
分水岭
水质
最佳实践
农业
营养管理
环境科学
环境规划
环境资源管理
业务
流域管理
环境经济学
自然资源经济学
计算机科学
地理
生态学
经济
机器学习
生物
考古
管理
作者
Anna Lintern,Lauren McPhillips,Brandon K. Winfrey,J. M. Duncan,Caitlin Grady
标识
DOI:10.1021/acs.est.9b07511
摘要
Extensive time and financial resources have been dedicated to address nonpoint sources of nitrogen and phosphorus in watersheds. Despite these efforts, many watersheds have not seen substantial improvement in water quality. The objective of this study is to review the literature and investigate key factors affecting the lack of improvement in nutrient levels in waterways in urban and agricultural regions. From 94 studies identified in the academic literature, we found that, although 60% of studies found improvements in water quality after implementation of Best Management Practices (BMPs) within the watershed, these studies were mostly modeling studies rather than field monitoring studies. For studies that were unable to find improvements in water quality after the implementation of BMPs, the lack of improvement was attributed to lack of knowledge about BMP functioning, lag times, nonoptimal placement and distribution of BMPs in the watershed, postimplementation BMP failure, and socio-political and economic challenges. We refer to these limiting factors as known unknowns. We also acknowledge the existence of unknown unknowns that hinder further improvement in BMP effectiveness and suggest that machine learning, approaches from the field of business and operations management, and long-term convergent studies could be used to resolve these unknown unknowns.
科研通智能强力驱动
Strongly Powered by AbleSci AI