JOURNAL ARTICLE

Improved Particle Swarm Optimization for Constrained Optimization

Abstract

In this paper, we present an improved particle swarm optimization (PSO) algoritlim to solve constrained optimization problems. The proposed approach, called MPSO, employs a novel mutation operator to enhance the global search ability of PSO. In order to deal with constrains, MPSO uses mean violations mechanism and boundaries search. Simulation results on five famous benchmark problems show that MPSO achieves better results than standard PSO and another variant of PSO.

Keywords:
Particle swarm optimization Multi-swarm optimization Metaheuristic Computer science Mathematical optimization Constrained optimization Constrained optimization problem Optimization problem Algorithm Mathematics

Metrics

6
Cited By
0.94
FWCI (Field Weighted Citation Impact)
11
Refs
0.84
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
Advanced Algorithms and Applications
Physical Sciences →  Engineering →  Control and Systems Engineering

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