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A credibility-based fuzzy location model with Hurwicz criteria for the design of distribution systems in B2C e-commerce

机译:基于Hurwicz准则的基于信誉的模糊位置模型,用于B2C电子商务中的分销系统设计

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摘要

Facility location problem is one of the most critical elements in the design of distribution systems, and numerous studies have focused on this issue. However, facility location theory and guidelines for B2C firms are sparse. In this paper, with regard to the customer characteristics peculiar to B2C e-commerce and the turbulence of the competitive market, a new fuzzy location model is proposed to optimize the distribution system design in B2C e-commerce. The model adopts a hierarchical agglomerative clustering method to classify customers and estimate the fuzzy delivery cost. At the same time, due to the turbulence of competitive market, both market supply and customer demand are treated as fuzzy variables in the model. Afterward, the credibility measure and Hurwicz criterion are introduced to convert the model into a crisp one which has NP-hard complexity. In order to solve the crisp model, an improved genetic algorithm with particle swarm optimization is developed. Finally, the computational results of some numerical examples are used to illustrate the application and performance of the proposed model and algorithm.
机译:设施位置问题是配电系统设计中最关键的要素之一,许多研究都集中在这个问题上。但是,针对B2C公司的设施选址理论和指南很少。针对B2C电子商务特有的客户特点和竞争市场的动荡,提出了一种新的模糊选址模型,以优化B2C电子商务中的分销系统设计。该模型采用分层的聚类聚类方法对客户进行分类并估计模糊的交付成本。同时,由于竞争市场的动荡,模型中将市场供应和客户需求均视为模糊变量。之后,引入可信度度量和Hurwicz准则将模型转换为具有NP-hard复杂性的清晰模型。为了求解清晰的模型,开发了一种具有粒子群算法的改进遗传算法。最后,通过一些数值算例的计算结果来说明所提出的模型和算法的应用和性能。

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