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A Fuzzy-GA Decision Support System for Enhancing Postponement Strategies in Supply Chain Management

机译:用于供应链管理中延迟策略的Fuzzy-GA决策支持系统

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This paper aims to propose a knowledge-based Fuzzy - GA Decision Support System with performance metrics for better measuring postponement strategies. The Fuzzy - GA approach mainly consists of two stages: knowledge representation and knowledge assimilation. The relevant knowledge of deciding what type of postponement strategies to adopt is encoded as a string with a fuzzy rule set and the corresponding membership functions. The historical data on performance measures forming a combined string is used as the initial population for the knowledge assimilation stage afterwards. GA is then further incorporated to provide an optimal or nearly optimal fuzzy set and membership functions for related performance measures. The originality of this research is that the proposed system is equipped with the ability of assessing the loss caused by discrepancy away from the different supply chain parties, and therefore enabling the identification of the best set of decision variables.
机译:本文旨在提出一种基于知识的模糊-GA决策支持系统,该系统具有性能指标,可以更好地度量延迟策略。 Fuzzy-GA方法主要包括两个阶段:知识表示和知识吸收。决定采用哪种类型的延迟策略的相关知识被编码为带有模糊规则集和相应隶属函数的字符串。随后,将有关形成组合字符串的绩效指标的历史数据用作知识吸收阶段的初始总体。然后,进一步并入GA,以为相关性能指标提供最佳或接近最佳的模糊集和隶属度函数。这项研究的独创性在于,所提出的系统具备评估由于不同供应链各方之间的差异而造成的损失的能力,因此能够确定最佳的决策变量集。

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