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A New Hybrid Algorithm for Cold Chain Logistics Distribution Center Location Problem
- Source :
- IEEE Access, Vol 8, Pp 88769-88776 (2020)
- Publication Year :
- 2020
- Publisher :
- Institute of Electrical and Electronics Engineers (IEEE), 2020.
-
Abstract
- 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.
- Subjects :
- Distribution center
0209 industrial biotechnology
Mathematical optimization
General Computer Science
Computer science
MathematicsofComputing_NUMERICALANALYSIS
General Engineering
Process (computing)
02 engineering and technology
wolf colony algorithm
Hybrid algorithm
immune algorithm
distribution center location
020901 industrial engineering & automation
Robustness (computer science)
0202 electrical engineering, electronic engineering, information engineering
020201 artificial intelligence & image processing
General Materials Science
lcsh:Electrical engineering. Electronics. Nuclear engineering
Cold chain
Cold chain logistics
lcsh:TK1-9971
Subjects
Details
- ISSN :
- 21693536
- Volume :
- 8
- Database :
- OpenAIRE
- Journal :
- IEEE Access
- Accession number :
- edsair.doi.dedup.....1136fa16d05855187d16fb71042ed65b
- Full Text :
- https://doi.org/10.1109/access.2020.2990988