The Improvement of V-Shaped Transfer Function of Binary Particle Swarm Optimization

Binary Particle Swarm Optimization (BPSO) is a swarm intelligence to optimize discrete space problems by extending the Particle Swarm Optimization. Its transfer function is the key element of BPSO. In this paper, a new V-shaped transfer function with a parameter k has been proposed. The parameter k...

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Autores principales: Zhang, Dong-Yang, Liu, Jian-Hua, Jiang, Lei, Bu, Guan-Nan, Hu, Ren-Yuan, Luo, Yi-Xuan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2020
Materias:
Article
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7354832/
http://dx.doi.org/10.1007/978-3-030-53956-6_18
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author Zhang, Dong-Yang
Liu, Jian-Hua
Jiang, Lei
Bu, Guan-Nan
Hu, Ren-Yuan
Luo, Yi-Xuan
author_facet Zhang, Dong-Yang
Liu, Jian-Hua
Jiang, Lei
Bu, Guan-Nan
Hu, Ren-Yuan
Luo, Yi-Xuan
author_sort Zhang, Dong-Yang
collection PubMed
description Binary Particle Swarm Optimization (BPSO) is a swarm intelligence to optimize discrete space problems by extending the Particle Swarm Optimization. Its transfer function is the key element of BPSO. In this paper, a new V-shaped transfer function with a parameter k has been proposed. The parameter k was used to control the opening size of the transfer function. At first, the setting of the parameter k has been obtained by the experiments, and then the new V-shaped transfer with the optimal k value is compared with the other kinds of the V-shaped transfer functions by the experiment of feature selection. The results have indicated that the new V-shaped transfer function improved the performance of Binary Particle Swarm Optimization.
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spelling pubmed-73548322020-07-13 The Improvement of V-Shaped Transfer Function of Binary Particle Swarm Optimization Zhang, Dong-Yang Liu, Jian-Hua Jiang, Lei Bu, Guan-Nan Hu, Ren-Yuan Luo, Yi-Xuan Advances in Swarm Intelligence Article Binary Particle Swarm Optimization (BPSO) is a swarm intelligence to optimize discrete space problems by extending the Particle Swarm Optimization. Its transfer function is the key element of BPSO. In this paper, a new V-shaped transfer function with a parameter k has been proposed. The parameter k was used to control the opening size of the transfer function. At first, the setting of the parameter k has been obtained by the experiments, and then the new V-shaped transfer with the optimal k value is compared with the other kinds of the V-shaped transfer functions by the experiment of feature selection. The results have indicated that the new V-shaped transfer function improved the performance of Binary Particle Swarm Optimization. 2020-06-22 /pmc/articles/PMC7354832/ http://dx.doi.org/10.1007/978-3-030-53956-6_18 Text en © Springer Nature Switzerland AG 2020 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic.
spellingShingle Article
Zhang, Dong-Yang
Liu, Jian-Hua
Jiang, Lei
Bu, Guan-Nan
Hu, Ren-Yuan
Luo, Yi-Xuan
The Improvement of V-Shaped Transfer Function of Binary Particle Swarm Optimization
title The Improvement of V-Shaped Transfer Function of Binary Particle Swarm Optimization
title_full The Improvement of V-Shaped Transfer Function of Binary Particle Swarm Optimization
title_fullStr The Improvement of V-Shaped Transfer Function of Binary Particle Swarm Optimization
title_full_unstemmed The Improvement of V-Shaped Transfer Function of Binary Particle Swarm Optimization
title_short The Improvement of V-Shaped Transfer Function of Binary Particle Swarm Optimization
title_sort improvement of v-shaped transfer function of binary particle swarm optimization
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7354832/
http://dx.doi.org/10.1007/978-3-030-53956-6_18
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