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Measurement and modeling of stormwater from small suburban watersheds in Vermont

机译:佛蒙特州郊区小流域雨水的测量和建模

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摘要

Despite decades of U.S. water quality management efforts, over half of assessed waterbody units were threatened or impaired for designated uses in the most recent assessments, with urban runoff being a leading contributor to those impairments. This cumulative research explores several aspects of urban runoff dynamics through a combination of field study and modeling.Stormwater ponds are ubiquitous in developed landscapes due to their ability to provide multiple forms of treatment for stormwater runoff. However, evolving design goals have reduced the applicability of much of the early work that was done on pond effectiveness. In this study, we instrumented a recently constructed detention pond in Burlington, VT, USA. Flow gaging demonstrated that the pond achieved a 93% reduction in event peak flow rates over the monitoring period. Storm sampling showed that the pond significantly reduced total (TN) (1.45 mg/L median influent, 0.93 mg/L median effluent, p u3c 0.001) and total phosphorus (TP) (0.498 mg/L median influent, 0.106 mg/L median effluent, p u3c 0.001) concentrations over the events sampled. A loading analysis estimated the TN and TP removal efficiencies for the pond to be 23% and 77% respectively. Lastly, temperature data collected from the pond showed that during the summer the pond accumulates considerable heat energy. This study adds to the body of literature on detention pond performance, and raises concerns about the extensive use of stormwater ponds in watersheds where thermal stress is a concern.EPA SWMM is a widely used urban hydrologic, hydraulic and water quality model, though its application can be limited due to its deterministic nature, high dimensional parameter space, and the resulting implications for modelling uncertainty. In this work, I applied a global sensitivity analysis (SA) and evolutionary strategies (ES) calibration to SWMM to produce model predictions that account for parameter uncertainty in a headwater tributary case study in South Burlington, VT, USA. Parameter sensitivity was found to differ based on model structure, and the ES approach was generally successful at calibrating selected parameters, although less so as the number of concurrently varying parameters increased. A watershed water quality analysis using the calibrated model suggested that for different events in the record, the stream channel was alternately a source and a sink for sediment and nutrients, based on the predicted washoff loads and the measured loads from the stream sampling stations. These results add to the previous work on SWMM SA, auto-calibration, and parameter uncertainty assessment.Lastly, given the extent of eutrophication impairment in the U.S., I compared TN and TP data collected in these original works with national and regional datasets. TN concentrations sampled in this work were generally commensurate with values reported elsewhere, however TP data were not. Drainage area attributes and an event based rainfall runoff analysis of the study catchments provided circumstantial support for the idea that runoff from lawns is driving the high TP loads in Englesby Brook. The role of pet wastes is considered as a potentially fruitful area for further research.
机译:尽管美国进行了数十年的水质管理工作,但在最近的评估中,超过一半的评估水体单位受到威胁或受损以用于指定用途,其中城市径流是造成这些损害的主要原因。这项积累的研究通过实地研究和建模相结合的方式探索了城市径流动力学的各个方面。雨洪池塘由于能够提供多种形式的雨水径流处理能力而在发达的景观中无处不在。但是,不断变化的设计目标已经降低了许多有关池塘有效性的早期工作的适用性。在这项研究中,我们在美国佛蒙特州伯灵顿为最近建造的滞留池进行了检测。流量监测表明,在监测期间,池塘的事件峰值流速降低了93%。暴风雨采样显示,池塘显着降低了总氮(TN)(中位数进水1.45 mg / L,中位数进水0.93 mg / L,p 0.001)和总磷(TP)(中位数进水0.498 mg / L,0.106 mg / L)采样事件中的污水中位数,p <0.001)浓度。负载分析估计该池塘的总氮和总磷去除效率分别为23%和77%。最后,从池塘收集的温度数据表明,在夏天,池塘会积聚大量的热能。这项研究增加了有关滞留池性能的文献,并引起了人们对担心热应力的流域中雨水池的广泛使用的关注.EPA SWMM是一种广泛使用的城市水文,水力和水质模型,尽管它的应用由于其确定性,高维参数空间以及由此产生的对模型不确定性的影响,因此可能会受到限制。在这项工作中,我对SWMM应用了全球敏感性分析(SA)和进化策略(ES)校准,以产生模型预测,该模型预测说明了美国佛蒙特州南伯灵顿的上游支流案例研究中的参数不确定性。发现参数敏感性基于模型结构而有所不同,并且ES方法通常可以成功地校准选定的参数,尽管随着并发变化的参数数量的增加而降低,但是ES方法通常成功。使用校准模型进行的流域水质分析表明,对于记录中的不同事件,根据预测的冲刷负荷和来自溪流采样站的测得负荷,河道交替地是沉积物和养分的来源和汇。这些结果增加了以前关于SWMM SA,自动校准和参数不确定性评估的工作。最后,鉴于美国富营养化损害的程度,我将这些原始工作中收集的TN和TP数据与国家和地区数据集进行了比较。这项工作中采样的总氮浓度通常与其他地方报告的数值相称,但是总磷数据却没有。流域的属性以及对研究集水区的基于事件的降雨径流分析,为恩格斯比布鲁克的草坪径流推动了较高的总磷负荷这一观点提供了间接支持。宠物废物的作用被认为是可能进行进一步研究的富有成果的领域。

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