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智能调整接受差解几率的RWCE算法
引用本文:姜逸文,崔国民,陈子禾,俞佳明,赵倩倩.智能调整接受差解几率的RWCE算法[J].计算物理,2021,38(3):333-342.
作者姓名:姜逸文  崔国民  陈子禾  俞佳明  赵倩倩
作者单位:上海理工大学新能源科学与工程研究所, 上海 200093
基金项目:国家自然科学基金(21978171);上海市科委部分地方院校能力建设计划(16060502600)
摘    要:强制进化随机游走算法(RWCE)应用于换热网络优化,具有算法流程简洁、结构进化能力强等特点。其中接受差解几率对个体跳出局部最优有重要的影响。本文统计优化后期连续变量和结构变量使得年综合费用下降的次数,分析二者对优化进程的影响,讨论接受差解几率在个体优化进程中所起的作用,提出一种通过判别差解结构与原结构的异同来智能调整接受差解几率的换热网络优化方法。该策略进一步强化个体的结构进化与跳出局部极值的能力,通过算例证明了策略的有效性。

关 键 词:换热网络  优化  结构进化  
收稿时间:2020-03-30

An RWCE Algorithm with Intelligently Adjusted Acceptance Probability of Improper Solutions
JIANG Yiwen,CUI Guomin,CHEN Zihe,YU Jiaming,ZHAO Qianqian.An RWCE Algorithm with Intelligently Adjusted Acceptance Probability of Improper Solutions[J].Chinese Journal of Computational Physics,2021,38(3):333-342.
Authors:JIANG Yiwen  CUI Guomin  CHEN Zihe  YU Jiaming  ZHAO Qianqian
Institution:School of Energy and Power Engineering, University of Shanghai for Science and Technology, Shanghai 200093, China
Abstract:Random walk algorithm with compulsive evolution(RWCE) is an effective method for the optimization of heat exchanger network with advantage of simple evolutionary strategy and less control parameters. The probability of accepting improper solution has important influence on individual jumping out of local optimal solution. We count times of total annual cost decrease in a certain iteration interval in the later stage of optimization, and analyze influence of probability of accepting improper solution in the optimization process. A heat exchange network optimization method is proposed to adjust probability of accepting improper solution with difference between structure of improper solution and original structure. It strengthens evolutionary ability of the algorithm. Effectiveness of the strategy is shown with several examples.
Keywords:heat exchanger network  optimization  structure evolution  
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