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基于Wang-Landau算法的动态设施布局方法
引用本文:刘景发,王大文. 基于Wang-Landau算法的动态设施布局方法[J]. 计算机应用研究, 2018, 35(3)
作者姓名:刘景发  王大文
作者单位:南京信息工程大学应用技术学院,南京信息工程大学
基金项目:国家自然科学基金项目;江苏省“六大人才高峰”项目;江苏高校优势学科建设工程和江苏省自然科学基金
摘    要:动态设施布局问题是设施在车间内多个阶段的布局规划问题。目前,针对动态设施布局问题,国内外学者对离散模型研究较多,而对连续模型的研究却较少。根据连续动态设施布局的特性与需求,构建了不等面积设施的动态设施布局连续模型。求解该模型的难点在于缺乏一种高效的布局优化方法。Wang-Landau算法是一种改进的蒙特卡罗算法。通过将Wang-Landau算法与空位点放置策略、外推移动策略、内压移动策略三种启发式策略相结合,提出一种基于Wang-Landau抽样的启发式算法,并以此求解该模型。使用文献中已有的测试算例对提出的算法进行测试,计算结果表明,所提出的算法在求解连续动态设施布局问题上是有效的。

关 键 词:动态设施布局;不等面积;Wang-Landau抽样算法;启发式策略
收稿时间:2016-10-27
修稿时间:2018-01-19

Wang-Landau algorithm for the dynamic facility layout problem
Liu Jingfa and Wang Dawen. Wang-Landau algorithm for the dynamic facility layout problem[J]. Application Research of Computers, 2018, 35(3)
Authors:Liu Jingfa and Wang Dawen
Affiliation:Nanjing University of Informational Science and Technology,
Abstract:The dynamic facility layout problem is the problem of placing facilities in a certain plant for multiple stages. Nowadays, most of researches for the dynamic facility layout problem focus on the discrete models. According to its characteristics and requirements, this paper established a continual model for the unequal area dynamic facility layout problem. The greatest challenge in solving the dynamic facility layout problem consists in lacking a high-performance optimization method. The Wang-Landau algorithm is an improved Monte Carlo method. By combining the Wang-Landau algorithm, the vacant point strategy, pushing strategy and pressuring strategy, this paper proposed a heuristic Wang-Landau algorithm. The proposed algorithm has been tested on instances from the literature and the computational results show that the heuristic Wang-Landau algorithm is effective method for solving the dynamic facility layout problem.
Keywords:Dynamic facility layout   Unequal-area   Wang-Landau sampling algorithm   Heuristic strategies
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