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考虑新鲜产品不同质量等级和存储系统的农业供应链建模与优化:一种Benders分解求解方法

Modeling and optimizing an agro-supply chain considering different quality grades and storage systems for fresh products: a Benders decomposition solution approach.

作者信息

Keshavarz-Ghorbani Fatemeh, Pasandideh Seyed Hamid Reza

机构信息

Department of Industrial Engineering, Faculty of Engineering, Kharazmi University, Tehran, Iran.

出版信息

J Comb Optim. 2022;44(1):21-50. doi: 10.1007/s10878-021-00802-5. Epub 2021 Oct 4.

Abstract

This paper proposes a mathematical model in the context of agro-supply chain management, considering specific characteristics of agro-products to assist purchase, storage, and transportation decisions. In addition, a new method for determining the required quality score of different types of products is proposed based on their loss factors and purchasing costs. The model aims to minimize total cost imposed by purchasing fresh products, opening warehouses, holding inventories, operational activities, and transportation. Two sets of examples, including small and medium-sized problems, are implemented by general algebraic modeling language (GAMS) software to evaluate the model. Then, Benders decomposition (BD) algorithm is applied to tackle the complexity of solving large-sized instances. The results of both GAMS and BD are compared in terms of objective function values and computational time to demonstrate the efficiency of the BD algorithm. Finally, the model is applied in a real case study involving an apple supply chain to obtain managerial insights.

摘要

本文在农产品供应链管理的背景下提出了一个数学模型,考虑了农产品的特定特征,以辅助采购、储存和运输决策。此外,基于不同类型产品的损失因素和采购成本,提出了一种确定其所需质量分数的新方法。该模型旨在使购买新鲜产品、开设仓库、持有库存、运营活动和运输所产生的总成本最小化。通过通用代数建模语言(GAMS)软件实现了两组示例,包括中小型问题,以评估该模型。然后,应用Benders分解(BD)算法来解决求解大型实例的复杂性问题。在目标函数值和计算时间方面对GAMS和BD的结果进行了比较,以证明BD算法的效率。最后,将该模型应用于一个涉及苹果供应链的实际案例研究中,以获得管理见解。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/99cc/8489375/090844a35bc0/10878_2021_802_Fig1_HTML.jpg

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