Wei , Hong Lim and Isa, Nor Ashidi Mat
(2015)
Particle Swarm Optimisation with Improved Learning Strategy.
Journal of Engineering Science and Technology, 11.
pp. 27-48.
ISSN 1823-4690
Abstract
In this paper, a new variant of particle swarm optimisation (PSO) called PSO
with improved learning strategy (PSO-ILS) is developed. Specifically, an ILS module is
proposed to generate a more effective and efficient exemplar, which could offer a more
promising search direction to the PSO-ILS particle. Comparison is made on the PSO-ILS
with 6 well-established PSO variants on 10 benchmark functions to investigate the
optimisation capability of the proposed algorithm. The simulation results reveal that
PSO-ILS outperforms its peers for the majority of the tested benchmarks by
demonstrating superior search accuracy, reliability and efficiency.
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