JOURNAL ARTICLE

Hybrid Discrete Particle Swarm Optimizer Algorithm for Traveling Salesman Problem

Hua Li WuJin WuAi Li Liu

Year: 2012 Journal:   Advanced materials research Vol: 433-440 Pages: 4526-4529   Publisher: Trans Tech Publications

Abstract

PSO has been widely used in continuous optimization problems, but in discrete domain the research and application is very little. By redefining the position and speed of particles and related operations, the discrete particle swarm algorithm can be constructed. Due to the weak capacity of local search of PSO and be easy to constringe the local optimum, it is combined with simulated annealing and the hybrid discrete PSO is constructed using the characteristics that simulated annealing can accept some ungraded solution under the control of certain probability,finally the algorithm is applied to solving the traveling salesman problem successfully. The simulation results show that the hybrid discrete PSO can get better optimization effect, which validates the effectiveness of the method.

Keywords:
Simulated annealing Particle swarm optimization Mathematical optimization Travelling salesman problem Local search (optimization) Local optimum Swarm behaviour Position (finance) Multi-swarm optimization Computer science Hybrid algorithm (constraint satisfaction) 2-opt Algorithm Mathematics

Metrics

1
Cited By
0.38
FWCI (Field Weighted Citation Impact)
2
Refs
0.71
Citation Normalized Percentile
Is in top 1%
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Citation History

Topics

Metaheuristic Optimization Algorithms Research
Physical Sciences →  Computer Science →  Artificial Intelligence
Advanced Algorithms and Applications
Physical Sciences →  Engineering →  Control and Systems Engineering
Robotic Path Planning Algorithms
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition

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