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Quantifying cumulative effectiveness of green stormwater infrastructure in improving water quality

机译:量化绿色雨水基础设施在提高水质中的累积效能

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Stormwater runoff is one of the main sources of pollution in streams and receiving water bodies of major cities. Green Stormwater Infrastructure (GSI) is a set of distributed stormwater best management practices that absorb excess water, filter out sediment and pollutants, and help recharge groundwater. Despite the increasing popularity of GSI as means of stormwater management, our knowledge of their cumulative performance is limited. In this research, we apply an empirical approach to study the effectiveness of GSI in improving the water quality of four major receiving water bodies of Seattle, Washington, at the watershed scale. We use a Bayesian structural time series model and synthetic control method to build coun-terfactual scenarios of water quality in absence of GSI implementation and estimate the causal impact of GSI on water quality. We use monthly time series data of water quality parameters (water temperature, dissolved oxygen, surface PAR, chlorophyll a, Secchi depth, pH, light transmission, and fecal coliform) in Seattle's urban watersheds from 2004 to 2017. We also use a set of nine control variables to estimate the counterfactual water quality parameters. Our findings show that GSI improve some water quality parameters such as chlorophyll a, light transmission and Secchi depth, but increase water temperature and decrease dissolved oxygen in some water bodies.
机译:Stormwater Runoff是主要城市溪流和接收水体的主要污染源之一。绿色雨水基础设施(GSI)是一套分布式雨水最佳管理实践,可吸收多余的水,过滤沉积物和污染物,帮助充值地下水。尽管GSI普及日益普及为雨水管理的手段,但我们对其累积表现的了解是有限的。在这项研究中,我们采用了一种实证方法来研究GSI在改善西雅图,华盛顿的四大接收水体的水质中的效力。我们使用贝叶斯结构时间序列模型和综合控制方法来构建缺乏GSI实施的水质的国家风景,并估算GSI对水质的因果影响。我们在2004年至2017年从西雅图城市流域使用了月度时间序列数据(水温,溶解的氧气,表面PAR,叶绿素A,SECCHI深度,pH,轻型传输和粪便大肠杆菌)。我们还使用一套九个控制变量估计反事实水质参数。我们的研究结果表明,GSI改善了一些水质参数,如叶绿素A,光传输和Secchi深度,而是提高水温并减少一些水体中的溶解氧。

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