首页> 外文期刊>Journal of the Chinese Institute of Industrial Engineers >IMPLEMENTATION OF MULTIVARIATE METHODS AS DECISION MAKING MODELS FOR OPTIMIZATION OF OPERATOR ALLOCATION BY COMPUTER SIMULATION IN CMS
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IMPLEMENTATION OF MULTIVARIATE METHODS AS DECISION MAKING MODELS FOR OPTIMIZATION OF OPERATOR ALLOCATION BY COMPUTER SIMULATION IN CMS

机译:在CMS中通过计算机仿真优化操作员分配的决策模型的多种方法的实现

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摘要

By noting the importance of flexible manufacturing system (FMS), variable market and reduction in product life cycle, this study presents a decision making model for optimization of operators allocation in cellular manufacturing system, (CMS) by computer simulation. A case study is considered and a computer simulation which considers various operators layout is developed with respect to the purpose of this study. Then, data envelopment analysis (DEA), principle component analysis (PCA) and numerical taxonomy are utilized to assess simulation results and alternatives. Furthermore, the results of the three preceding approach are verified by spearman correlation technique. Consequence the best operator layout with respect to cellular condition was identified. It should be noted that the indicators used in multivariate analysis may be changed to reflect market condition and demand and consequently locating optimum solutions. Previous studies only utilizes DEA and simulation, whereas this study uses an integrated simulation, DEA, PCA and Taxonomy approach for optimal operator allocation, verification, validation and flexible modeling.
机译:通过注意到柔性制造系统(FMS)的重要性,可变的市场和缩短产品生命周期,本研究提出了一种通过计算机仿真来优化蜂窝制造系统(CMS)中运营商分配的决策模型。考虑到案例研究,并针对此研究的目的,开发了一种考虑各种操作员布局的计算机模拟。然后,利用数据包络分析(DEA),主成分分析(PCA)和数值分类法评估仿真结果和替代方法。此外,通过spearman相关技术验证了上述三种方法的结果。结果确定了关于蜂窝状况的最佳操作员布局。应当注意的是,多元分析中使用的指标可能会发生变化,以反映市场状况和需求,从而找到最佳解决方案。先前的研究仅使用DEA和模拟,而本研究则使用集成的模拟,DEA,PCA和分类法来优化操作员分配,验证,确认和灵活建模。

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