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Using PCA and Pareto optimality to select flexible manufacturing systems

机译:使用PCA和帕累托最优选择灵活的制造系统

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Flexible manufacturing systems (FMS) attract more attention in recent years. Design and establishing of a FMS need much investment. So it is necessary to make best decision for selection of a FMS alternative. In this paper an approach for selecting a FMS alternative on the basis of the performance criteria is presented. Six input and output factors are used for FMS selection. Initially the approach use Principle Component Analysis (PCA) for decreasing number of criteria. After performing PCA two criteria are generated instead of initial six criteria. After that Pareto optimality and Pareto front concepts are used for rank FMS alternatives on the basis of the two new criteria. The proposed approach is performed on a data set that contains specification of 12 FMS alternatives. At the end suggestions for future research is mentioned.
机译:柔性制造系统(FMS)近年来引起了更多关注。 FMS的设计和建立需要大量投资。因此,有必要为选择FMS替代方案做出最佳决策。本文提出了一种基于性能标准选择FMS替代方案的方法。六个输入和输出因子用于FMS选择。最初,该方法使用主成分分析(PCA)来减少标准数量。执行PCA之后,将生成两个标准,而不是最初的六个标准。之后,在两个新标准的基础上,将Pareto最优性和Pareto前沿概念用于FMS排名。所提出的方法是在包含12个FMS替代规范的数据集上执行的。最后提到了对未来研究的建议。

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