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An integrated model for strategic supply chain design: Formulation and ABC-based solution approach

机译:战略供应链设计的集成模型:制定和基于ABC的解决方案方法

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This study develops a mixed integer nonlinear programming (MINLP) model to design supply chains. In view of the limitations of many available strategic supply chain design models, this model involves three major supply chain stages, including procurement, production, and distribution, and their interactions; it takes into account bill of materials constraints for modeling complex supply chain inter-relationships. In addition, in accordance with the fact that companies nowadays develop product families, our model addresses multi-product supply chain design to respond to diverse customer requirements. Recognizing their importance, this study identifies and formulates constraints related to facility pairwise relationships and supplier priority along with the classical constraints from the available literature. To efficiently solve such a highly constrained, large scale MINLP model, we develop an approach based on an artificial bee colony (ABC) algorithm. Bicycle design and production is used to demonstrate the potential of the MINLP model for designing supply chains and the performance of the ABC-based solution approach in solving the model. The proposed model and solution approach can be considered as two fundamental components of an expert system in the broad sense. Thus, this study is expected to stimulate more future research on the development of practical expert systems for designing supply chains. (C) 2015 Elsevier Ltd. All rights reserved.
机译:这项研究开发了混合整数非线性规划(MINLP)模型来设计供应链。鉴于许多可用的战略供应链设计模型的局限性,该模型涉及三个主要的供应链阶段,包括采购,生产和分销及其相互作用。它在建模复杂的供应链相互关系时考虑了物料清单约束。此外,根据当今公司开发产品系列的事实,我们的模型处理多产品供应链设计,以响应各种客户需求。认识到它们的重要性,本研究确定并制定了与设施成对关系和供应商优先级相关的约束,以及来自现有文献的经典约束。为了有效地解决这种高度受限的大规模MINLP模型,我们开发了一种基于人工蜂群(ABC)算法的方法。自行车的设计和生产用于证明MINLP模型在设计供应链中的潜力以及基于ABC的解决方案在求解模型中的性能。从广义上讲,所提出的模型和解决方案方法可以视为专家系统的两个基本组成部分。因此,预期该研究将激发更多有关设计供应链的实用专家系统开发的未来研究。 (C)2015 Elsevier Ltd.保留所有权利。

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