A Piecewise Objective Probabilistic Optimization Approach as Decision Making for Supplier Selection and Inventory Management With Price Discount

S. Sutrisno, S. Sunarsih, W. Widowati
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Abstract

A mathematical model in the form of a piecewise objective probabilistic optimization approach was proposed in this study as the new decision-making tool to solve supplier selection and inventory management problems. The focus was on price discount and uncertain parameters such as product demand, product defect rate, and late-delivery product rate, which were approached using random variables with some known probability distribution function. Meanwhile, the decision variables contained in the model include the product volume ordered by each supplier at each time for each product type and those stored in the inventory to minimize the total operational cost in the problem. The corresponding optimization problem was solved using a probabilistic programming algorithm via the LINGO optimization tool. The computational simulation showed the proposed model provided the optimal decision, and this means it can be used as a decision-making tool by industrial practitioners.
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考虑价格折扣的供应商选择与库存管理决策的分段目标概率优化方法
本文提出了一种分段客观概率优化方法的数学模型,作为解决供应商选择和库存管理问题的新的决策工具。重点考虑了价格折扣和不确定参数,如产品需求、产品缺陷率和产品延迟交货率,这些参数使用具有已知概率分布函数的随机变量进行处理。同时,模型中包含的决策变量包括每个供应商在每个时间为每种产品类型订购的产品数量以及库存中存储的产品数量,以使问题中的总运营成本最小化。通过LINGO优化工具,采用概率规划算法求解相应的优化问题。计算仿真表明,所提出的模型提供了最优决策,可以作为行业从业者的决策工具。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
1.90
自引率
43.80%
发文量
59
期刊介绍: The International Journal of Information Systems and Supply Chain Management (IJISSCM) provides a practical and comprehensive forum for exchanging novel research ideas or down-to-earth practices which bridge the latest information technology and supply chain management. IJISSCM encourages submissions on how various information systems improve supply chain management, as well as how the advancement of supply chain management tools affects the information systems growth. The aim of this journal is to bring together the expertise of people who have worked with supply chain management across the world for people in the field of information systems.
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