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用于供水系统直接优化调度的蚁群改进算法
引用本文:张土乔,许刚,吕谋,俞亭超. 用于供水系统直接优化调度的蚁群改进算法[J]. 计算机集成制造系统, 2006, 12(6): 918-923
作者姓名:张土乔  许刚  吕谋  俞亭超
作者单位:浙江大学,市政工程研究所,浙江,杭州,310027;浙江大学,市政工程研究所,浙江,杭州,310027;青岛理工大学,环境与市政工程学院,山东,青岛,266033
摘    要:在城市供水系统中建立了多目标在线直接优化调度模型,并对影响优化调度的各方面因素进行了系统的分析和挑选。使用化多为一的乘除法,将该多目标决策问题转化为单目标问题求解,提出了使用乘法形式的罚函数将模型中的约束函数转化为目标函数。采用蚁群算法求解调度模型。为了更好地得到全局最优解,对算法进行了改进,加入了更多的决策点,实现蚁群算法的二进制编码方法,并采用单只最优蚂蚁更新路径上的外激素值、外激素值限定在一定范围内等改进方法。使用改进算法实现了某小区供水系统的直接优化调度,并与遗传算法优化调度的过程进行了对比,新算法在优化时间及得到最优解的次数上都优于遗传算法。

关 键 词:蚁群算法  供水系统  优化调度
文章编号:1006-5911(2006)06-0918-06
收稿时间:2004-09-27
修稿时间:2005-01-31

Ant colony optimization algorithms for direct optimal scheduling of water distribution system
ZHANG Tu-qiao,XU Gang,LV Mou,YU Ting-chao. Ant colony optimization algorithms for direct optimal scheduling of water distribution system[J]. Computer Integrated Manufacturing Systems, 2006, 12(6): 918-923
Authors:ZHANG Tu-qiao  XU Gang  LV Mou  YU Ting-chao
Abstract:The direct-optimal dispatch model on multi-objective mixed discrete variables for city's water distribution system was established and the factors affecting the optimal dispatch of Water Distribution System(WDS) were systematically analyzed and selected.The Multi-objective decision problem was transformed to the mono-objective problem by the multiply-divide method,and its constraint functions were transformed to the objective functions by a multiplication penalty function. Ant Colony Optimization Algorithms(ACOAs) were appropriate for this optimization problem.To obtain the better total solution,some modifications to ACOAs were adopted,in which,more decision points were put in for the binary-coded method and only the best ant was allowed to provide a feedback mechanism by updating the pheromone trails which were limited to an interval between some maximum and minimum possible values.The new methods were applied to a simple WDS optimal scheduling problem and the better optimizations than that using the genetic algorithms were obtained.
Keywords:ant colony algorithms   water distribution system   optimal scheduling
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