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Cloud Model Bat Algorithm
Bat algorithm (BA) is a novel stochastic global optimization algorithm. Cloud model is an effective tool in transforming between qualitative concepts and their quantitative representation. Based on the bat echolocation mechanism and excellent characteristics of cloud model on uncertainty knowledge r...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi Publishing Corporation
2014
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4055364/ https://www.ncbi.nlm.nih.gov/pubmed/24967425 http://dx.doi.org/10.1155/2014/237102 |
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author | Zhou, Yongquan Xie, Jian Li, Liangliang Ma, Mingzhi |
author_facet | Zhou, Yongquan Xie, Jian Li, Liangliang Ma, Mingzhi |
author_sort | Zhou, Yongquan |
collection | PubMed |
description | Bat algorithm (BA) is a novel stochastic global optimization algorithm. Cloud model is an effective tool in transforming between qualitative concepts and their quantitative representation. Based on the bat echolocation mechanism and excellent characteristics of cloud model on uncertainty knowledge representation, a new cloud model bat algorithm (CBA) is proposed. This paper focuses on remodeling echolocation model based on living and preying characteristics of bats, utilizing the transformation theory of cloud model to depict the qualitative concept: “bats approach their prey.” Furthermore, Lévy flight mode and population information communication mechanism of bats are introduced to balance the advantage between exploration and exploitation. The simulation results show that the cloud model bat algorithm has good performance on functions optimization. |
format | Online Article Text |
id | pubmed-4055364 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Hindawi Publishing Corporation |
record_format | MEDLINE/PubMed |
spelling | pubmed-40553642014-06-25 Cloud Model Bat Algorithm Zhou, Yongquan Xie, Jian Li, Liangliang Ma, Mingzhi ScientificWorldJournal Research Article Bat algorithm (BA) is a novel stochastic global optimization algorithm. Cloud model is an effective tool in transforming between qualitative concepts and their quantitative representation. Based on the bat echolocation mechanism and excellent characteristics of cloud model on uncertainty knowledge representation, a new cloud model bat algorithm (CBA) is proposed. This paper focuses on remodeling echolocation model based on living and preying characteristics of bats, utilizing the transformation theory of cloud model to depict the qualitative concept: “bats approach their prey.” Furthermore, Lévy flight mode and population information communication mechanism of bats are introduced to balance the advantage between exploration and exploitation. The simulation results show that the cloud model bat algorithm has good performance on functions optimization. Hindawi Publishing Corporation 2014 2014-05-19 /pmc/articles/PMC4055364/ /pubmed/24967425 http://dx.doi.org/10.1155/2014/237102 Text en Copyright © 2014 Yongquan Zhou et al. https://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Zhou, Yongquan Xie, Jian Li, Liangliang Ma, Mingzhi Cloud Model Bat Algorithm |
title | Cloud Model Bat Algorithm |
title_full | Cloud Model Bat Algorithm |
title_fullStr | Cloud Model Bat Algorithm |
title_full_unstemmed | Cloud Model Bat Algorithm |
title_short | Cloud Model Bat Algorithm |
title_sort | cloud model bat algorithm |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4055364/ https://www.ncbi.nlm.nih.gov/pubmed/24967425 http://dx.doi.org/10.1155/2014/237102 |
work_keys_str_mv | AT zhouyongquan cloudmodelbatalgorithm AT xiejian cloudmodelbatalgorithm AT liliangliang cloudmodelbatalgorithm AT mamingzhi cloudmodelbatalgorithm |