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Improved hybrid particle swarm optimization algorithm

Authors: Huoming Zhang; Mingzheng Gao; Xiaofei Zhang;

Improved hybrid particle swarm optimization algorithm

Abstract

Particle swarm optimization algorithm(PSO, in short) is a heuristic global optimization algorithm based on swarm intelligence. Each particle of the swarm represents one candidate solution of the optimization problem. PSO searches the optimal region of optimization space through the interaction of particles. In this article, the PSO which has slow convergence rate and is easily trapped in local optimum region is modified by changing the velocity updating formula of PSO, adding the disturbance term, adding crossover and mutation operator to the algorithm so that the performance of the hybrid PSO is significantly improved. Some experimental results indicate that the improved PSO algorithm is effective and has good capability on both global and local optimization problems.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
1
Average
Average
Average
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