首页> 外文会议>IEEE International Conference on Industrial Engineering and Engineering Management >Solving a New Mathematical Model of a Closed-Loop Layout Problem with Unequal-Sized Facilities by a Genetic Algorithm
【24h】

Solving a New Mathematical Model of a Closed-Loop Layout Problem with Unequal-Sized Facilities by a Genetic Algorithm

机译:通过遗传算法解决不平等大小的设施的闭环布局问题的新数学模型

获取原文

摘要

This paper presents a novel mathematical model of a closed-loop layout problem with unequal-sized facilities. This type of problem belongs to a class of combinatorial optimization, and NP-hard problems due to its complexity and high volume of computation. Obtaining an optimal solution for this complex, large-sized problem in reasonable computational time by using traditional approaches and optimization tools is extremely difficult. Thus, a meta-heuristic algorithm based on a genetic algorithm (GA) is proposed to solve the closed-loop layout problem. This proposed GA reports near-optimal and promising solutions in short period of time because of its efficiency. In this paper, a local search, based on 2-Opt algorithm, is also employed to improve the solutions obtained by the proposed GA. Finally, the computational results obtained by this algorithm are analyzed and compared with the results reported by the Lingo 8.0 software package.
机译:本文介绍了不平等尺寸的设施闭环布局问题的新颖数学模型。这种类型的问题属于一类组合优化,并且由于其复杂性和大量的计算而导致的NP难题。通过使用传统方法和优化工具,在合理的计算时间内获得这种复杂的大型问题的最佳解决方案非常困难。因此,提出了一种基于遗传算法(GA)的元型算法来解决闭环布局问题。这提出了在短时间内报告了近乎最佳和有希望的解决方案,因为其效率。本文基于2-OPT算法,还采用本地搜索来改善所提出的GA获得的溶液。最后,通过该算法获得的计算结果与Lingo 8.0软件包报告的结果进行了分析。

著录项

相似文献

  • 外文文献
  • 中文文献
  • 专利
获取原文

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号