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...
| Main Authors: | , , |
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| Format: | Article |
| Language: | English English |
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Springer Berlin Heidelberg
2016
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| Subjects: | |
| Online Access: | http://umpir.ump.edu.my/id/eprint/19163/ 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 |
| _version_ | 1848820844891996160 |
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| 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 |
| building | UMP Institutional Repository |
| collection | Online Access |
| 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. |
| first_indexed | 2025-11-15T02:15:55Z |
| format | Article |
| id | ump-19163 |
| institution | Universiti Malaysia Pahang |
| institution_category | Local University |
| language | English English |
| last_indexed | 2025-11-15T02:15:55Z |
| publishDate | 2016 |
| publisher | Springer Berlin Heidelberg |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | ump-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). (Published) https://doi.org/10.1007/s12065-016-0134-5 DOI: 10.1007/s12065-016-0134-5 |
| 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 |
| title | 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_short | A New Bats Echolocation-based Algorithm for Single Objective Optimisation |
| title_sort | new bats echolocation-based algorithm for single objective optimisation |
| topic | TA Engineering (General). Civil engineering (General) |
| url | http://umpir.ump.edu.my/id/eprint/19163/ http://umpir.ump.edu.my/id/eprint/19163/ http://umpir.ump.edu.my/id/eprint/19163/ 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 |