A New Bats Echolocation-based Algorithm for Single Objective Optimisation

Bats sonar algorithm (BSA) as a swarm intelligence approach utilises the concept of echolocation of bats to find prey. However, the algorithm is unable to achieve good precision and fast convergence rate to the optimum solution. With this in mind, an adaptive bats sonar algorithm is introduced with...

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Main Authors: N. M., Yahya, Tokhi, M. Osman, Kasdirin, Hyreil Anuar
Format: Article
Language:English
English
Published: Springer Berlin Heidelberg 2016
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Online Access:http://umpir.ump.edu.my/id/eprint/19163/1/A%20new%20bats%20echolocation-based%20algorithm%20for%20single%20objective%20optimisation.pdf
http://umpir.ump.edu.my/id/eprint/19163/7/A%20new%20bats%20echolocation%20based%20algorithm%20for%20single%20objective%20optimisation.pdf
http://umpir.ump.edu.my/id/eprint/19163/
https://doi.org/10.1007/s12065-016-0134-5
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Institution: Universiti Malaysia Pahang
Language: English
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spelling my.ump.umpir.191632018-05-18T06:22:39Z http://umpir.ump.edu.my/id/eprint/19163/ A New Bats Echolocation-based Algorithm for Single Objective Optimisation N. M., Yahya Tokhi, M. Osman Kasdirin, Hyreil Anuar TA Engineering (General). Civil engineering (General) Bats sonar algorithm (BSA) as a swarm intelligence approach utilises the concept of echolocation of bats to find prey. However, the algorithm is unable to achieve good precision and fast convergence rate to the optimum solution. With this in mind, an adaptive bats sonar algorithm is introduced with new paradigms of real bats echolocation behaviour. The performance of the algorithm is validated through rigorous tests with several single objective optimisation benchmark test functions. The obtained results show that the proposed scheme outperforms the BSA in terms of accuracy and convergence speed and can be efficiently employed to solve engineering problems. Springer Berlin Heidelberg 2016-06 Article PeerReviewed application/pdf en http://umpir.ump.edu.my/id/eprint/19163/1/A%20new%20bats%20echolocation-based%20algorithm%20for%20single%20objective%20optimisation.pdf application/pdf en http://umpir.ump.edu.my/id/eprint/19163/7/A%20new%20bats%20echolocation%20based%20algorithm%20for%20single%20objective%20optimisation.pdf N. M., Yahya and Tokhi, M. Osman and Kasdirin, Hyreil Anuar (2016) A New Bats Echolocation-based Algorithm for Single Objective Optimisation. Evolutionary Intelligence, 9 (1). pp. 1-20. ISSN 1864-5909 (Print); 1864-5917 (Online) https://doi.org/10.1007/s12065-016-0134-5 DOI: 10.1007/s12065-016-0134-5
institution Universiti Malaysia Pahang
building UMP Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaysia Pahang
content_source UMP Institutional Repository
url_provider http://umpir.ump.edu.my/
language English
English
topic TA Engineering (General). Civil engineering (General)
spellingShingle TA Engineering (General). Civil engineering (General)
N. M., Yahya
Tokhi, M. Osman
Kasdirin, Hyreil Anuar
A New Bats Echolocation-based Algorithm for Single Objective Optimisation
description Bats sonar algorithm (BSA) as a swarm intelligence approach utilises the concept of echolocation of bats to find prey. However, the algorithm is unable to achieve good precision and fast convergence rate to the optimum solution. With this in mind, an adaptive bats sonar algorithm is introduced with new paradigms of real bats echolocation behaviour. The performance of the algorithm is validated through rigorous tests with several single objective optimisation benchmark test functions. The obtained results show that the proposed scheme outperforms the BSA in terms of accuracy and convergence speed and can be efficiently employed to solve engineering problems.
format Article
author N. M., Yahya
Tokhi, M. Osman
Kasdirin, Hyreil Anuar
author_facet N. M., Yahya
Tokhi, M. Osman
Kasdirin, Hyreil Anuar
author_sort N. M., Yahya
title A New Bats Echolocation-based Algorithm for Single Objective Optimisation
title_short A New Bats Echolocation-based Algorithm for Single Objective Optimisation
title_full A New Bats Echolocation-based Algorithm for Single Objective Optimisation
title_fullStr A New Bats Echolocation-based Algorithm for Single Objective Optimisation
title_full_unstemmed A New Bats Echolocation-based Algorithm for Single Objective Optimisation
title_sort new bats echolocation-based algorithm for single objective optimisation
publisher Springer Berlin Heidelberg
publishDate 2016
url http://umpir.ump.edu.my/id/eprint/19163/1/A%20new%20bats%20echolocation-based%20algorithm%20for%20single%20objective%20optimisation.pdf
http://umpir.ump.edu.my/id/eprint/19163/7/A%20new%20bats%20echolocation%20based%20algorithm%20for%20single%20objective%20optimisation.pdf
http://umpir.ump.edu.my/id/eprint/19163/
https://doi.org/10.1007/s12065-016-0134-5
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