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首页> 外文期刊>Journal of Intelligent Manufacturing >MIP model and elitist strategy hybrid GA-SA algorithm for layout design
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MIP model and elitist strategy hybrid GA-SA algorithm for layout design

机译:布局设计的MIP模型和精英策略混合GA-SA算法

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摘要

It is most important for any manufacturing industry to have an efficient layout for their production environment to participate in global competition. One of the prime objectives of such an organisation is to decide an optimal arrangement of their facilities (machines or departments) in a two-dimensional planar region satisfying desired objectives, which is termed facility layout problem. To overcome the drawbacks of traditional layout design methodology, it is attempted to solve three important layout design problems such as inter-cell layout design, determination of optimum location for input/output stations and flow path layout design of material handling system simultaneously in an integrated manner. The quality of the final layout is evaluated by minimizing the total material handling cost, where the perimeter distance metric is used for the distance measurement. Sequence-pair, an elegant representation technique is used for layout encoding. The translation from sequence-pair to layout is efficiently done by longest common subsequence computation methodology. Due to the non-polynomial hard nature of the problem considered, an elitist strategy based hybrid genetic algorithm that uses simulated annealing as local search mechanism (ESHGA) is developed and tested with test problem instances available in the literature. The results indicate that proposed integrated methodology with developed mixed integer programming based mathematical model along with ESHGA could generate realistic layouts compared to reported result.
机译:对于任何制造业来说,对于他们的生产环境来说,任何制造业都是最重要的是参与全球竞争。这种组织的主要目标之一是在满足期望目标的二维平面区域中决定其设施(机器或部门)的最佳布置,其被称为设施布局问题。为了克服传统布局设计方法的缺点,它试图解决三个重要的布局设计问题,例如小区间布局设计,确定输入/输出站的最佳位置以及集成的材料处理系统的流路布局设计方式。通过最小化总材料处理成本来评估最终布局的质量,其中周边距离度量用于距离测量。序列对,优雅的表示技术用于布局编码。通过序列对的翻译是通过最长的常见后续计算方法有效地完成的。由于考虑了问题的非多项式难度,基于精英策略的混合遗传算法,其使用模拟退火作为本地搜索机制(ESHGA),并在文献中提供的测试问题实例进行了测试。结果表明,与已基于发育的混合整数编程的数学模型与Eshga相比,提出了基于混合整数的数学模型的综合方法可以生成现实布局。

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