Multi-Objective Differential Evolution-Chaos Shuffled Frog Leaping Algorithm for Water Resources System Optimization
Guohua Fang,
Yuxue Guo,
Xin Wen (),
Xiaomin Fu,
Xiaohui Lei,
Yu Tian and
Ting Wang
Additional contact information
Guohua Fang: Hohai University
Yuxue Guo: Hohai University
Xin Wen: Hohai University
Xiaomin Fu: China Datang Northwest Electric Power Test and Research Institute Brach
Xiaohui Lei: China Institute of Water Resources and Hydropower Research
Yu Tian: China Institute of Water Resources and Hydropower Research
Ting Wang: Hohai University
Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), 2018, vol. 32, issue 12, No 3, 3835-3852
Abstract:
Abstract A multi-objective differential evolution-chaos shuffled frog leaping algorithm (MODE-CSFLA) is proposed for water resources system optimization to overcome the shortcomings of easily falling into local minima and premature convergence in SFLA. The performance of MODE-CSFLA in solving benchmark problems is compared with that of non-dominated sorting genetic algorithm II (NSGA-II) and multi-objective particle swarm optimization (MOPSO). At last, the proposed MODE-CSFLA is used to optimize the water resources allocation plan of the East Route of the South-to-North Water Transfer Project in the normal, dry, and extremely dry years. The results reveal that MODE-CSFLA performs better than NSGA-II and MOPSO under all conditions. Compared with shuffled frog leaping algorithm (SFLA), MODE-CSFLA can result in a 29.39, 27.47 and 22.55% increase in water supply when the single objective is to minimize the water pumpage; and a 41.01, 39.63 and 30.94% decrease in total pumpage when the single objective is to maximize the water supply in the normal, dry, and extremely dry conditions, respectively. Thus, MODE-CSFLA has the potential to be used for solving complex optimization problems of water resources systems.
Keywords: Multi-objective algorithm; Multi-objective differential evolution-chaos shuffled frog leaping algorithm; Benchmark problems; Multi-objective water resources optimization; East route of the south-to-north water transfer project (search for similar items in EconPapers)
Date: 2018
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Persistent link: https://EconPapers.repec.org/RePEc:spr:waterr:v:32:y:2018:i:12:d:10.1007_s11269-018-2021-6
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DOI: 10.1007/s11269-018-2021-6
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