JOURNAL ARTICLE

Hybrid Genetic Algorithm with Particle Swarm Optimization Technique

Abstract

This paper proposes a new hybrid genetic algorithm which combine with the particle swarm optimization technique in order to improve the search efficiency of classical genetic algorithm. This algorithm gives a new crossover operation and a mutation strategy based on the idea of particle swarm optimization. The experiment results show that the new algorithm can obtain better results than competitive algorithm in the average convergence generation and the global convergence probability.

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

Metrics

12
Cited By
0.76
FWCI (Field Weighted Citation Impact)
11
Refs
0.85
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Metaheuristic Optimization Algorithms Research
Physical Sciences →  Computer Science →  Artificial Intelligence
Educational Technology and Assessment
Physical Sciences →  Computer Science →  Information Systems
Advanced Algorithms and Applications
Physical Sciences →  Engineering →  Control and Systems Engineering

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