JOURNAL ARTICLE

A Study of Single-Objective Particle Swarm Optimization and Multi-Objective Particle Swarm Optimization

Ming Li Song

Year: 2014 Journal:   Applied Mechanics and Materials Vol: 543-547 Pages: 1635-1638   Publisher: Trans Tech Publications

Abstract

The complexity of optimization problems encountered in various modeling algorithms makes a selection of a proper optimization vehicle crucial. Developments in particle swarm algorithm since its origin along with its benefits and drawbacks are mainly discussed as particle swarm optimization provides a simple realization mechanism and high convergence speed. We discuss several developments for single-objective case problem and multi-objective case problem.

Keywords:
Multi-swarm optimization Particle swarm optimization Metaheuristic Mathematical optimization Convergence (economics) Realization (probability) Computer science Derivative-free optimization Selection (genetic algorithm) Swarm behaviour Meta-optimization Parallel metaheuristic Mathematics Artificial intelligence

Metrics

3
Cited By
0.82
FWCI (Field Weighted Citation Impact)
9
Refs
0.74
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Time Series Analysis and Forecasting
Physical Sciences →  Computer Science →  Signal Processing
Data Management and Algorithms
Physical Sciences →  Computer Science →  Signal Processing
Metaheuristic Optimization Algorithms Research
Physical Sciences →  Computer Science →  Artificial Intelligence

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