Particle Swarm Optimization for Vehicle Routing Problem with Time Windows

2004 ◽  
Vol 471-472 ◽  
pp. 801-805 ◽  
Author(s):  
Yan Wei Zhao ◽  
B. Wu ◽  
W.L. Wang ◽  
Ying Li Ma ◽  
W.A. Wang ◽  
...  

The investigation of the performance of the Particle Swarm Optimization (PSO) method for Vehicle Routing Problem with Time Windows is the main theme of the paper. “Exchange minus operator” is constructed to compute particle’s velocity. We use Saving algorithm, Nearest Neighbor algorithm, and Solomon insertion heuristics for parameter initialization and apply the “Routing first and Cluster second” strategy for solution generation. By PSO, customers are sorted in an ordered sequence for vehicle assignment and Nearest Neighbor algorithm is used to optimize every vehicle route. In our experiments, two different PSO algorithms (global and local), and three construct algorithms are investigated for omparison. Computational results show that global PSO algorithm with Solomon insertion heuristics is more efficiency than the others.

Sensors ◽  
2015 ◽  
Vol 15 (9) ◽  
pp. 21033-21053 ◽  
Author(s):  
Sheng-Hua Xu ◽  
Ji-Ping Liu ◽  
Fu-Hao Zhang ◽  
Liang Wang ◽  
Li-Jian Sun

2012 ◽  
Vol 2012 ◽  
pp. 1-11 ◽  
Author(s):  
Xiaobing Gan ◽  
Yan Wang ◽  
Shuhai Li ◽  
Ben Niu

This paper considers two additional factors of the widely researched vehicle routing problem with time windows (VRPTW). The two factors, which are very common characteristics in realworld, are uncertain number of vehicles and simultaneous delivery and pick-up service. Using minimization of the total transport costs as the objective of the extension VRPTW, a mathematic model is constructed. To solve the problem, an efficient multiswarm cooperative particle swarm optimization (MCPSO) algorithm is applied. And a new encoding method is proposed for the extension VRPTW. Finally, comparing with genetic algorithm (GA) and particle swarm optimization (PSO) algorithm, the MCPSO algorithm performs best for solving this problem.


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