Minimization of cost, sediment load, and sensitivity to climate change in a watershed management application

被引:27
作者
Chichakly, Karim J. [1 ]
Bowden, William B. [2 ]
Eppstein, Margaret J. [3 ]
机构
[1] Univ Vermont, Dept Comp Sci, Burlington, VT 05401 USA
[2] Univ Vermont, Rubenstein Sch Environm & Nat Resources, Burlington, VT 05401 USA
[3] Univ Vermont, Dept Comp Sci, Burlington, VT 05401 USA
基金
美国国家科学基金会;
关键词
Multiobjective; Differential evolution; Robustness to uncertainty; Stormwater management; Best management practices (BMPs); Total maximum daily load (TMDL); DIFFERENTIAL EVOLUTION; MULTIOBJECTIVE OPTIMIZATION; GENETIC ALGORITHM; DECISION-SUPPORT; OPTIMAL LOCATION; BMP PLACEMENT; STORMWATER; LEVEL;
D O I
10.1016/j.envsoft.2013.09.009
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
One challenge of climate change adaptation is to design watershed-based stormwater management plans that meet current total maximum daily load targets and also take into consideration anticipated changes in future precipitation patterns. We present a multi-scale, multiobjective framework for generating a diverse family of stormwater best management practice (BMP) plans for entire watersheds. Each of these alternative BMP configurations are non-dominated by any other identified solution with respect to cost of the implementation of the management plan and sediment loading predicted at the outflow of the watershed; those solutions are then pruned with respect to dominance in sensitivity to predicted changes in precipitation patterns. We first use GIS data to automatically precompute a set of cost-optimal BMP configurations for each subwatershed, over its entire range of possible treatment levels. We then formulate each solution as a real-valued vector of treatment levels for the subwatersheds and employ a staged multiobjective optimization approach using differential evolution to generate sets of non-dominated solutions. Finally, selected solutions are mapped back to the corresponding preoptimized BMP configurations for each subwatershed. The integrated method is demonstrated on the Bartlett Brook mixed-used impaired watershed in South Burlington, VT, and patterns in BMP configurations along the non-dominated front are investigated. Watershed managers and other stakeholders could use this approach to assess the relative trade-offs of alternative stormwater BMP configurations. (C) 2013 Elsevier Ltd. All rights reserved.
引用
收藏
页码:158 / 168
页数:11
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