The optimization of Low Impact Development placement considering life cycle cost using Genetic Algorithm

低影响开发 地表径流 雨水管理模型 环境科学 遗传算法 还原(数学) 水循环 计算机科学 雨水 雨水管理 数学 几何学 生态学 生物 机器学习
作者
Jinhui Jeanne Huang‬‬‬‬,Meng Xiao,Yu Li,Ran Yan,Qian Zhang,Youyue Sun,Tong‐Tong Zhao
出处
期刊:Journal of Environmental Management [Elsevier BV]
卷期号:309: 114700-114700 被引量:42
标识
DOI:10.1016/j.jenvman.2022.114700
摘要

Low Impact Development (LID) is an effective measure in controlling the urban runoff and mitigating the non-point source pollution. The determination of LID facilities and layouts for a sub-catchment is important for designing stormwater management system. However, there are remain large uncertainty and challenge exist in determination of LID facilities when consider budget, land use, soil surface and groundwater as well as local climate etc. To address this issue, this study employed Genetic Algorithm (GA) for optimization of the selection and layout of LID. The urban runoff was simulated using Environmental Protection Agency (EPA) Storm Water Management Model (SWMM). The LID planning was encoded as 0 and 1 in GA algorithm. The multiple objectives which include runoff reduction, area of LID and life cycle cost were selected as optimization targets. To test the model performance, the Airport Economic Zone in Tianjin, China was chosen as the study area. The results demonstrate that the combination of LID approaches are most effective measures on runoff reduction through long-term simulation (10 years' rainfall events). The impact of different weights of land area and cost on LID selection were evaluated when considering life cycle cost. Bio-Retention is preferred when considering the area of LID and Green Roof is recommended when the cost is prioritized. The present research proved GA is feasible for LID planning in urban area. The proposed method can help the decision-makers to determine the LID plan more scientific based on SWMM model and GA. • A multi-objective optimization method is proposed for planning. • Genetic Algorithm is used in the Low Impact Development (LID) optimization. • Green Roof is suggested considering cost and Bio-Retention is preferred for area. • The coupled LID scenario can achieve a better performance in runoff control.
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