A New Hybrid Algorithm for Cold Chain Logistics Distribution Center Location Problem

被引:11
作者
Dou, Shuihai [1 ]
Liu, Guanyi [1 ]
Yang, Yubo [2 ]
机构
[1] Beijing Inst Graph Commun, Sch Mech & Elect Engn, Beijing 102600, Peoples R China
[2] Beijing Univ Technol, Sch Econ & Management, Beijing 100124, Peoples R China
关键词
Cold chain logistics; distribution center location; immune algorithm; wolf colony algorithm;
D O I
10.1109/ACCESS.2020.2990988
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
According to the perishable characteristics of refrigerated food and the objective of minimizing the total cost, the mathematical optimization model of cold chain logistics distribution center location problem is established by introducing such constraints as the freshness and time window. In order to solve the problems of slow convergence and easy to fall into local optimal solution in the process of the traditional wolf colony optimization, an immune wolf colony hybrid algorithm is proposed to solve the location problem of distribution center. In this hybrid algorithm, the idea of vaccination of immune algorithm is introduced into the wolf colony algorithm. By adjusting the antibody concentration and selecting immune operator, the diversity of the wolf colony algorithm is improved, and then the search space of the solution is expanded; the convergence speed and solution accuracy of the wolf colony algorithm are improved by using immune memory cells and immune vaccine. The simulation results show that the immune wolf colony algorithm can quickly converge to the global optimal solution and optimize the location model of logistics distribution center. The algorithm has good feasibility and robustness.
引用
收藏
页码:88769 / 88776
页数:8
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