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Solving a capacitated fixed-charge transportation problem by artificial immune and genetic algorithms with a Priifer number representation

机译:通过人工免疫和遗传算法用Priifer数表示法解决带容量的固定电荷运输问题

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This paper presents a mathematical model for a capacitated fixed-charge transportation problem in a two-stage supply chain network, in which potential places are candidate to be as distribution centers (DCs) and customers with particular demands. In contrast with the previous studies considered ample capacity for DCs, we consider the capacity for each DC. The presented model minimizes the total cost in such a way that some DCs are selected in order to supply demands of all the customers. To tackle such an NP-hard problem, we propose an artificial immune algorithm (AIA) and a genetic algorithm (GA) based on the spanning tree and Priifer number representation. We introduce a new method to calculate the affinity value by using an adjustment rate. Furthermore, we apply the Taguchi experimental design method to set the proper values of AIA and GA parameters in order to improve their performances. Finally, we investigate the impact of increasing the problem size on the performance of our proposed algorithms.%Department of Industrial Engineering, Islamic Azad University, Masjed Soleyman Branch, Masjed Soleyman, Iran;Department of Industrial Engineering, Islamic Azad University, Masjed Soleyman Branch, Masjed Soleyman, Iran;Department of Industrial Engineering, College of Engineering, University of Tehran, Tehran, Iran;
机译:本文为两阶段供应链网络中的固定容量收费运输问题提供了一个数学模型,其中潜在的地点适合作为配送中心(DC)和有特殊需求的客户。与之前的研究认为DC具有足够的容量相比,我们考虑了每个DC的容量。提出的模型通过选择一些DC来满足所有客户的需求,从而将总成本降至最低。为了解决这种NP难题,我们提出了一种基于生成树和Priifer数表示的人工免疫算法(AIA)和遗传算法(GA)。我们介绍一种通过调整率来计算亲和力值的新方法。此外,我们使用田口实验设计方法来设置AIA和GA参数的适当值,以改善其性能。最后,我们研究了增加问题大小对我们提出的算法性能的影响。%,伊斯兰阿扎德大学工业工程系,伊朗Masjed Soleyman分院,伊斯兰阿扎德大学,Masjed Soleyman分部工业工程系,伊朗Masjed Soleyman;德黑兰大学工程学院工业工程系,伊朗德黑兰;

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