JOURNAL ARTICLE

A New Hybrid Genetic Algorithm and Particle Swarm Optimization

Hanaâ HachimiRachid EllaiaAbdelkhalak El Hami

Year: 2012 Journal:   Key engineering materials Vol: 498 Pages: 115-125   Publisher: Trans Tech Publications

Abstract

In this paper, we present a new hybrid algorithm which is a combination of a hybrid genetic algorithm and particle swarm optimization. We focus in this research on a hybrid method combining two heuristic optimization techniques, genetic algorithms ( GA ) and particle swarm optimization ( PSO ) for the global optimization. Denoted as GA-PSO , this hybrid technique incorporates concepts from GA and PSO and creates individuals in a new generation not only by crossover and mutation operations as found in GA but also by mechanisms of PSO . The performance of the two algorithms has been evaluated using several experiments.

Keywords:
Meta-optimization Particle swarm optimization Multi-swarm optimization Crossover Genetic algorithm Metaheuristic Mathematical optimization Heuristic Algorithm Derivative-free optimization Computer science Mutation Hybrid algorithm (constraint satisfaction) Focus (optics) Imperialist competitive algorithm Swarm behaviour Mathematics Artificial intelligence Biology Physics

Metrics

19
Cited By
0.38
FWCI (Field Weighted Citation Impact)
23
Refs
0.71
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Metaheuristic Optimization Algorithms Research
Physical Sciences →  Computer Science →  Artificial Intelligence
Advanced Multi-Objective Optimization Algorithms
Physical Sciences →  Computer Science →  Computational Theory and Mathematics
Evolutionary Algorithms and Applications
Physical Sciences →  Computer Science →  Artificial Intelligence

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