The Notion of Internal Dynamics and Its Impact on Modeling and Controlling Supply Chains With Goods Characterized by Uncertain Perishability Rate

IF 8.6 1区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS IEEE Transactions on Systems Man Cybernetics-Systems Pub Date : 2024-09-17 DOI:10.1109/TSMC.2024.3450522
Beatrice Ietto;Valentina Orsini
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Abstract

For a deeper insight on the inventory control problem of periodically reviewed perishable supply chains (SCs) with perishable goods, we here introduce the notion of internal dynamics (ID) and propose a min-max model predictive control (MPC) of the inventory level based on this notion. The acronym ID denotes the actual scheduling of the usual management operations (OPs) executed inside each review period. We show that the information carried by the ID is fundamental to define an efficient inventory control policy (ICP). The notion of ID is particularly important in the case of SCs characterized by elements of complexity like: 1) perishable goods with large, not exactly known deterioration rate; 2) the length of the review period is such as to produce a high spoilage within it; 3) an uncertain future customer demand with oscillations that are not statistically modelable. Exploiting the notion of ID, we define an inventory model properly capturing these features. This model encompasses as particular cases other SC models proposed in the literature. We also define a coherent two criteria-based evaluation of the bullwhip effect (BE). We also provide key managerial insights for a proper scheduling of all the OPs inside each review period. The reported numerical simulations show the effectiveness of our approach.
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内部动态概念及其对具有不确定易腐率特征的商品供应链建模与控制的影响
为了深入探讨易腐物品定期检查供应链(SC)的库存控制问题,我们在此引入了内部动态(ID)的概念,并在此基础上提出了库存水平的最小-最大模型预测控制(MPC)。缩写 ID 表示在每个回顾期内执行的常规管理操作 (OP) 的实际调度。我们表明,ID 所携带的信息是定义高效库存控制策略 (ICP) 的基础。ID 的概念对于具有以下复杂因素的 SC 尤为重要:1) 易腐烂货物的变质率高,且不完全可知;2) 审查期的长度会在审查期内产生较高的变质率;3) 不确定的未来客户需求,且其波动无法用统计学模型来模拟。利用 "ID "概念,我们定义了一个库存模型,该模型能恰当地捕捉这些特征。该模型包括文献中提出的其他 SC 模型。我们还定义了一种基于两个标准的牛鞭效应(BE)评估方法。我们还提供了关键的管理见解,以便在每个审查期内对所有 OP 进行合理安排。报告中的数值模拟显示了我们方法的有效性。
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来源期刊
IEEE Transactions on Systems Man Cybernetics-Systems
IEEE Transactions on Systems Man Cybernetics-Systems AUTOMATION & CONTROL SYSTEMS-COMPUTER SCIENCE, CYBERNETICS
CiteScore
18.50
自引率
11.50%
发文量
812
审稿时长
6 months
期刊介绍: The IEEE Transactions on Systems, Man, and Cybernetics: Systems encompasses the fields of systems engineering, covering issue formulation, analysis, and modeling throughout the systems engineering lifecycle phases. It addresses decision-making, issue interpretation, systems management, processes, and various methods such as optimization, modeling, and simulation in the development and deployment of large systems.
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