求解集线器覆盖位置网络两阶段模型的遗传和混合青蛙跳跃算法

M. Mohammadi, R. Tavakkoli-Moghaddam, H. Rostami
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引用次数: 2

摘要

枢纽定位问题出现在各种应用中,如航空系统、货物交付系统和电信网络设计。在本文中,我们考虑一个中央矿山和一些连接到网络中许多节点(例如商店或客户)的枢纽(例如工厂)。我们首先设计枢纽网络,然后安排原材料从中心矿山到枢纽(即工厂)的运输。在这种情况下,我们只考虑一个运输系统作为单机调度。并利用该集线器网络求解调度模型。本文研究了具有容量约束的单分配枢纽覆盖问题,即有能力单分配枢纽覆盖位置问题,并给出了一个混合整数规划(MIP)模型。此外,我们还提出了一种高效的遗传算法和一种混合的青蛙跳跃算法来分别求解模型的第一阶段和第二阶段。用上述算法解决了若干测试问题,并与Lingo软件的结果进行了比较。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Genetic and hybrid shuffled frog leaping algorithms for solving a 2-stage model for a hub covering location network
A hub location problem appears in a variety of applications, such as airline systems, cargo delivery systems and telecommunication network design. In this paper, we consider a central mine and a number of hubs (e.g., factories) connected to a number of nodes (e.g., shops or customers) in a network. First we design the hub network, and then schedule the raw materials transportation from the central mine to hubs (i.e., factories). In this case, we consider only one transportation system regarded as single machine scheduling. Furthermore, we use this hub network to solve the scheduling model. In this paper, we study the single allocation hub covering problem with capacity constraints, known as capacitated single allocation hub covering location problem (CSAHCLP), and then present a mixed-integer programming (MIP) model. In addition, we propose an efficient genetic algorithm and a hybrid shuffled frog leaping algorithm to solve the first and second stages of our presented model, respectively. A number of test problems are solved by the forgoing algorithms and the related results are compared with those results obtained by the Lingo software.
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