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基于改进SPEA2算法的给水管网多目标优化设计

孟勤超 杨翠丽 乔俊飞

智能系统学报2018,Vol.13Issue(1):118-124,7.
智能系统学报2018,Vol.13Issue(1):118-124,7.DOI:10.11992/tis.201701012

基于改进SPEA2算法的给水管网多目标优化设计

Multi-objective optimization design of water distribution systems based on improved SPEA2 algorithm

孟勤超 1杨翠丽 2乔俊飞1

作者信息

  • 1. 北京工业大学 信息学部,北京 100124
  • 2. 北京工业大学 计算智能与智能系统北京市重点实验室,北京 100124
  • 折叠

摘要

Abstract

To solve the multi-objective optimization problem in water distribution system design, we consider three ob-jective functions-the cost of the pipe network and the sum and variance of the node surplus head. Then, we optimize the water distribution system in terms of economy and reliability. To obtain well-diversified and well-convergent solutions, we combine the concepts of domination and decomposition and introduce reference vectors into the Strength Pareto Evolutionary Algorithm 2 (SPEA2). The diversity and convergence of the algorithm are increased by the use of the dom-ination strength-based solutions selection method. We use the proposed algorithm to optimize the two-loop network and the New York Tunnels network, and the simulation results demonstrate its effectiveness in realizing the multi-objective optimization of water distribution systems design. Finally, we apply the algorithm to actual pipe network construction.

关键词

给水管网系统/多目标优化/强度帕累托进化算法/参考向量/经济性/可靠性/双环管网/纽约管网

Key words

water distribution system/multi-objective optimization/strength Pareto evolutionary algorithm 2/reference vectors/economy/reliability/two-loop network/New York tunnels network

分类

信息技术与安全科学

引用本文复制引用

孟勤超,杨翠丽,乔俊飞..基于改进SPEA2算法的给水管网多目标优化设计[J].智能系统学报,2018,13(1):118-124,7.

基金项目

国家自然科学基金项目(61533002,61603012). (61533002,61603012)

智能系统学报

OA北大核心CSCDCSTPCD

1673-4785

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