A novel spatial optimization approach for the cost-effectiveness improvement of LID practices based on SWMM-FTC

被引:40
作者
Li, Shanshan [1 ]
Wang, Zhaoli [1 ,2 ]
Wu, Xushu [1 ,2 ]
Zeng, Zhaoyang [1 ]
Shen, Ping [3 ]
Lai, Chengguang [1 ,2 ]
机构
[1] South China Univ Technol, Sch Civil Engn & Transportat, State Key Lab Subtrop Bldg Sci, Guangzhou 510641, Peoples R China
[2] Guangdong Engn Technol Res Ctr Safety & Greenizat, Guangzhou 510641, Peoples R China
[3] Univ Macau, Fac Sci & Technol, Dept Civil & Environm Engn, Macau, Peoples R China
基金
中国国家自然科学基金; 国家重点研发计划;
关键词
Low impact development; SWMM; GDE3; algorithm; Flow-transmission chain; LOW IMPACT DEVELOPMENT; FROG-LEAPING ALGORITHM; GREEN INFRASTRUCTURE; GENETIC ALGORITHM; CLIMATE-CHANGE; URBAN RUNOFF; PERFORMANCE; MODEL; BMPS; QUALITY;
D O I
10.1016/j.jenvman.2022.114574
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Due to the increasingly frequent occurrence of urban waterlogging, the spatial optimization of low impact development (LID) practices has been commonly used to detain and reduce storm water runoff in the most costeffective way. In this study, the flow transmission chain (FTC) was proposed to replace the routing portion of the Storm Water Management Model (SWMM) and was combined with the runoff component of the SWMM to simulate LID practices (SWMM-FTC). In the SWMM-FTC, the third Evolution Step of Generalized Differential Evolution (GDE3) was employed to optimize the LID layout design. The results showed that the relative error between the modified SWMM-FTC and the calibrated SWMM was less than 0.25% under various LID scenarios, and the computational efficiency of the SWMM-FTC was improved by 19.3 times. Moreover, the GDE3 outperformed the commonly used non-dominated sorting genetic algorithm (NSGA-II), the strength Pareto evolutionary algorithm (SPEA2), and the multi-objective shuffled frog leaping algorithm (MOSFLA) due to its ability to find the most cost-effective solution. The LID layout obtained from the SWMM-FTC with the GDE3 saved $210-1067 to achieve a 1% reduction in storm water runoff. This result demonstrates that the SWMM-FTC with the GDE3 can achieve higher environmental benefits than comparable models, providing better guidance for managers and stakeholders.
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页数:11
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