肉类加工厂的采购和生产优化

IF 2.9 4区 管理学 Q2 MANAGEMENT
Marek Vlk, Přemysl Šůcha, Jarosław Rudy, Radosław Idzikowski
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引用次数: 0

摘要

本文研究了某肉类加工企业采购及后续物料加工的优化问题。与现有的大多数论文不同,我们不关注供应链管理的问题,而是关注生产阶段,主要是切肉。具体来说,我们研究了生产管理的运营层面,公司应对需求波动并控制物料流动,因为这一管理水平对其利润有很大影响。该问题涉及材料加工的替代方式的概念,具有不同有效期的材料库存,以及在当前文献中广泛忽视的额外约束,即最小订货量和最小替代百分比。我们证明了这两个约束中的每一个都使问题NP $\mathcal {NP}$ -变得困难,并且我们设计了一个基于整数线性规划的精确迭代方法,该方法允许我们甚至使用开源整数线性规划求解器来解决现实生活中的实例。这种方法的另一个优点是,它减轻了我们在使用商业求解器时遇到的由数据值范围广泛引起的数值问题。使用肉类加工公司的真实数据获得的结果表明,我们的算法可以在几秒钟内找到所有考虑的用例的最佳解决方案。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Purchase and production optimization in a meat processing plant

Purchase and production optimization in a meat processing plant

This paper addresses an optimization problem concerning the purchase and subsequent material processing in a meat processing company. Unlike the majority of existing papers, we do not concentrate on how this problem concerns supply chain management, but we focus on the production stage, primarily the meat cutting. Specifically, we study the operational level of production management, where the company responds to fluctuations in demand and controls the flow of materials, as this level of management significantly affects its profit. The problem involves the concept of alternative ways of material processing, stock of material with different expiration dates, and extra constraints widely neglected in the current literature addressing meat cutting and processing, namely, the minimum order quantity and the minimum percentage in alternatives. We prove that each of these two constraints makes the problem NP $\mathcal {NP}$ -hard, and we design an exact iterative approach based on integer linear programming that allows us to solve real-life instances even using an open-source integer linear programming solver. Another advantage of this approach is that it mitigates numerical issues, caused by the extensive range of data values, we experienced with a commercial solver. The results obtained using real data from the meat processing company showed that our algorithm can find the optimum solution in a few seconds for all considered use cases.

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来源期刊
International Transactions in Operational Research
International Transactions in Operational Research OPERATIONS RESEARCH & MANAGEMENT SCIENCE-
CiteScore
7.80
自引率
12.90%
发文量
146
审稿时长
>12 weeks
期刊介绍: International Transactions in Operational Research (ITOR) aims to advance the understanding and practice of Operational Research (OR) and Management Science internationally. Its scope includes: International problems, such as those of fisheries management, environmental issues, and global competitiveness International work done by major OR figures Studies of worldwide interest from nations with emerging OR communities National or regional OR work which has the potential for application in other nations Technical developments of international interest Specific organizational examples that can be applied in other countries National and international presentations of transnational interest Broadly relevant professional issues, such as those of ethics and practice Applications relevant to global industries, such as operations management, manufacturing, and logistics.
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