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A Fuzzy Goal Programming Approach for Solving Multi-Objective Supply Chain Network Problems with Pareto-Distributed Random Variables

机译:具有帕累托分布随机变量的多目标供应链网络问题的模糊目标规划方法

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摘要

Uncertainty is unavoidable and addressing the same is inevitable. That everything is available at our doorstep is due to a well-managed modern global supply chain, which takes place despite its efficiency and effectiveness being threatened by various sources of uncertainty originating from the demand side, supply side, manufacturing process, and planning and control systems. This paper addresses the demand- and supply-rooted uncertainty. In order to cope with uncertainty within the constrained multi-objective supply chain network, this paper develops a fuzzy goal programming methodology, with solution procedures. The probabilistic fuzzy goal multi-objective supply chain network (PFG-MOSCN) problem is thus formulated and then solved by three different approaches, namely, simple additive goal programming approach, weighted goal programming approach, and pre-emptive goal programming approach, to obtain the optimal solution. The proposed work links fuzziness in transportation cost and delivery time with randomness in demand and supply parameters. The results may prove to be important for operational managers in manufacturing units, interested in optimizing transportation costs and delivery time, and implicitly, in optimizing profits. A numerical example is provided to illustrate the proposed model.
机译:不确定性是不可避免的,解决不确定性是不可避免的。一切都在我们家门口是由于管理良好的现代全球供应链而发生的,尽管其效率和有效性受到来自需求方,供应方,制造过程以及计划和控制的各种不确定性来源的威胁系统。本文探讨了根源于需求和供应的不确定性。为了应对受限的多目标供应链网络中的不确定性,本文提出了一种具有目标求解程序的模糊目标规划方法。由此提出了概率模糊目标多目标供应链网络问题,并通过简单的加性目标规划法,加权目标规划法和先占目标规划法三种方法进行求解。最佳解决方案。拟议的工作将运输成本和交货时间的模糊性与需求和供应参数的随机性联系起来。结果可能证明对制造部门的运营经理很重要,他们对优化运输成本和交货时间,以及对优化利润暗含兴趣。提供了一个数值示例来说明所提出的模型。

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