DocumentCode :
2730782
Title :
A Novel Real Number Encoding Method of Particle Swarm Optimization for Vehicle Routing Problem
Author :
Wu, Bin ; Wang, Wanliang ; Zhao, Yanwei ; Xu, Xinli ; Yang, Fengyu
Author_Institution :
Zhejiang Univ. of Technol., Hangzhou
Volume :
1
fYear :
0
fDate :
0-0 0
Firstpage :
3271
Lastpage :
3275
Abstract :
Vehicle routing problem is a well-known NP problem, many heuristic algorithms, such as genetic algorithm, simulated annealing algorithm is applied in the problem. Particle swarm optimization (PSO) is a new evolutionary computation technique. Although PSO algorithm possesses many attractive properties, the method of encoding in NP problem need further to investigated. In the paper, a novel real number encoding method of particle swarm optimization (PSO) for vehicle routing problem is proposed. The vehicle is mapped into the integer part of the real number; the sequence of the customers in the vehicle is mapped into the decimal fraction of the real number. After decoding, saving algorithm, nearest neighbor algorithm and or-opt optimizes the inner or outer routes and modify the illegal solution. Series of numerical examples were tested and verified, which shows the better performance of the proposed algorithm compare with other particle swarm optimization algorithm and genetic algorithm
Keywords :
computational complexity; number theory; particle swarm optimisation; transportation; vehicles; NP problem; decimal fraction; evolutionary computation; genetic algorithm; heuristic algorithm; nearest neighbor algorithm; or-opt optimization; particle swarm optimization; real number encoding; saving algorithm; simulated annealing; vehicle routing; Computational modeling; Decoding; Encoding; Evolutionary computation; Genetic algorithms; Heuristic algorithms; Particle swarm optimization; Routing; Simulated annealing; Vehicles; evolutionary computation; particle swarm optimization; vehicle routing problem;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Intelligent Control and Automation, 2006. WCICA 2006. The Sixth World Congress on
Conference_Location :
Dalian
Print_ISBN :
1-4244-0332-4
Type :
conf
DOI :
10.1109/WCICA.2006.1712972
Filename :
1712972
Link To Document :
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