Extended Bat Algorithm (EBA) as an improved searching optimization algorithm
This paper presents a new searching technique by using a new variant of Bat Algorithm (BA) known as Extended Bat Algorithm (EBA). EBA intro-duces the spiral searching method instead of randomly searching used in origi-nal BA. Spiral searching method taken from Spiral Dynamic Algorithm (SDA) is perfo...
| Main Authors: | , , , , , |
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| Format: | Book Chapter |
| Language: | English English English |
| Published: |
Springer Singapore
2018
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| Subjects: | |
| Online Access: | http://umpir.ump.edu.my/id/eprint/22910/ http://umpir.ump.edu.my/id/eprint/22910/2/54.1%20Extended%20Bat%20Algorithm%20as%20an%20Improved%20Searching.pdf http://umpir.ump.edu.my/id/eprint/22910/13/40.%20Extended%20Bat%20Algorithm%20%28EBA%29%20as%20an%20improved%20searching%20optimization%20algorithm.pdf http://umpir.ump.edu.my/id/eprint/22910/14/40.1%20Extended%20Bat%20Algorithm%20%28EBA%29%20as%20an%20improved%20searching%20optimization%20algorithm.pdf |
| _version_ | 1848821680703537152 |
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| author | Pebrianti, Dwi Nurnajmin Qasrina, Ann Luhur, Bayuaji Nor Rul Hasma, Abdullah Zainah, Md. Zain Indra, Riyanto |
| author_facet | Pebrianti, Dwi Nurnajmin Qasrina, Ann Luhur, Bayuaji Nor Rul Hasma, Abdullah Zainah, Md. Zain Indra, Riyanto |
| author_sort | Pebrianti, Dwi |
| building | UMP Institutional Repository |
| collection | Online Access |
| description | This paper presents a new searching technique by using a new variant of Bat Algorithm (BA) known as Extended Bat Algorithm (EBA). EBA intro-duces the spiral searching method instead of randomly searching used in origi-nal BA. Spiral searching method taken from Spiral Dynamic Algorithm (SDA) is performed to improve the accuracy and efficiency of the original algorithm such as stabilizing the convergence when reaching ideal value. EBA conserves the robustness of BA and SDA and increases the performance of the proposed algorithm. The proposed algorithm is tested by using numerical experiments with three different objective functions. The results show that EBA outperforms original Bat Algorithm (BA) and Particle Swarm Optimization (PSO) in almost test functions and successfully optimizes the numerical problems. |
| first_indexed | 2025-11-15T02:29:12Z |
| format | Book Chapter |
| id | ump-22910 |
| institution | Universiti Malaysia Pahang |
| institution_category | Local University |
| language | English English English |
| last_indexed | 2025-11-15T02:29:12Z |
| publishDate | 2018 |
| publisher | Springer Singapore |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | ump-229102019-05-21T07:22:03Z http://umpir.ump.edu.my/id/eprint/22910/ Extended Bat Algorithm (EBA) as an improved searching optimization algorithm Pebrianti, Dwi Nurnajmin Qasrina, Ann Luhur, Bayuaji Nor Rul Hasma, Abdullah Zainah, Md. Zain Indra, Riyanto TK Electrical engineering. Electronics Nuclear engineering This paper presents a new searching technique by using a new variant of Bat Algorithm (BA) known as Extended Bat Algorithm (EBA). EBA intro-duces the spiral searching method instead of randomly searching used in origi-nal BA. Spiral searching method taken from Spiral Dynamic Algorithm (SDA) is performed to improve the accuracy and efficiency of the original algorithm such as stabilizing the convergence when reaching ideal value. EBA conserves the robustness of BA and SDA and increases the performance of the proposed algorithm. The proposed algorithm is tested by using numerical experiments with three different objective functions. The results show that EBA outperforms original Bat Algorithm (BA) and Particle Swarm Optimization (PSO) in almost test functions and successfully optimizes the numerical problems. Springer Singapore 2018 Book Chapter PeerReviewed pdf en http://umpir.ump.edu.my/id/eprint/22910/2/54.1%20Extended%20Bat%20Algorithm%20as%20an%20Improved%20Searching.pdf pdf en http://umpir.ump.edu.my/id/eprint/22910/13/40.%20Extended%20Bat%20Algorithm%20%28EBA%29%20as%20an%20improved%20searching%20optimization%20algorithm.pdf pdf en http://umpir.ump.edu.my/id/eprint/22910/14/40.1%20Extended%20Bat%20Algorithm%20%28EBA%29%20as%20an%20improved%20searching%20optimization%20algorithm.pdf Pebrianti, Dwi and Nurnajmin Qasrina, Ann and Luhur, Bayuaji and Nor Rul Hasma, Abdullah and Zainah, Md. Zain and Indra, Riyanto (2018) Extended Bat Algorithm (EBA) as an improved searching optimization algorithm. In: Proceedings of the 10th National Technical Seminar on Underwater System Technology 2018. Lecture Notes in Electrical Engineering . Springer Singapore, Singapore, pp. 229-237. ISBN 978-981-13-3708-6 https://link.springer.com/chapter/10.1007/978-981-13-3708-6_20 DOI: https://doi.org/10.1007/978-981-13-3708-6_20 |
| spellingShingle | TK Electrical engineering. Electronics Nuclear engineering Pebrianti, Dwi Nurnajmin Qasrina, Ann Luhur, Bayuaji Nor Rul Hasma, Abdullah Zainah, Md. Zain Indra, Riyanto Extended Bat Algorithm (EBA) as an improved searching optimization algorithm |
| title | Extended Bat Algorithm (EBA) as an improved searching optimization algorithm |
| title_full | Extended Bat Algorithm (EBA) as an improved searching optimization algorithm |
| title_fullStr | Extended Bat Algorithm (EBA) as an improved searching optimization algorithm |
| title_full_unstemmed | Extended Bat Algorithm (EBA) as an improved searching optimization algorithm |
| title_short | Extended Bat Algorithm (EBA) as an improved searching optimization algorithm |
| title_sort | extended bat algorithm (eba) as an improved searching optimization algorithm |
| topic | TK Electrical engineering. Electronics Nuclear engineering |
| url | http://umpir.ump.edu.my/id/eprint/22910/ http://umpir.ump.edu.my/id/eprint/22910/ http://umpir.ump.edu.my/id/eprint/22910/ http://umpir.ump.edu.my/id/eprint/22910/2/54.1%20Extended%20Bat%20Algorithm%20as%20an%20Improved%20Searching.pdf http://umpir.ump.edu.my/id/eprint/22910/13/40.%20Extended%20Bat%20Algorithm%20%28EBA%29%20as%20an%20improved%20searching%20optimization%20algorithm.pdf http://umpir.ump.edu.my/id/eprint/22910/14/40.1%20Extended%20Bat%20Algorithm%20%28EBA%29%20as%20an%20improved%20searching%20optimization%20algorithm.pdf |