A swarm based artificial immune systems for solving multimodal functions
Artificial Immune Systems (AIS) have attracted enormous attention among researchers because the algorithms are able to improve global searching ability and efficiency. Nevertheless, the rate of convergence for AIS is relatively slow compared to other metaheuristic algorithms. On the other hand, gene...
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| Format: | Article |
| Language: | English |
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Taylor & Francis
2011
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| Online Access: | http://eprints.utem.edu.my/id/eprint/3936/ http://eprints.utem.edu.my/id/eprint/3936/1/08839514.2011.606662.pdf |
| _version_ | 1848886975305613312 |
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| author | Yap, David F. W. Koh, S. P. Tiong, S. K. Prajindra, S. K. |
| author_facet | Yap, David F. W. Koh, S. P. Tiong, S. K. Prajindra, S. K. |
| author_sort | Yap, David F. W. |
| building | UTeM Institutional Repository |
| collection | Online Access |
| description | Artificial Immune Systems (AIS) have attracted enormous attention among researchers because the algorithms are able to improve global searching ability and efficiency. Nevertheless, the rate of convergence for AIS is relatively slow compared to other metaheuristic algorithms. On the other hand, genetic algorithms (GAs) and particle swarm optimization (PSO) have been used successfully in solving optimization problems, although they tend to converge prematurely. Therefore, the good attributes of AIS and PSO are merged in order to reduce this limitation. It is observed that the proposed hybrid AIS (HAIS) achieved better performances in terms of convergence rate, accuracy,
and stability against GA and AIS by comparing the optimization results of the mathematical functions. A similar result was achieved by HAIS in the engineering problem when compared to GA, PSO, and AIS. |
| first_indexed | 2025-11-15T19:47:02Z |
| format | Article |
| id | utem-3936 |
| institution | Universiti Teknikal Malaysia Melaka |
| institution_category | Local University |
| language | English |
| last_indexed | 2025-11-15T19:47:02Z |
| publishDate | 2011 |
| publisher | Taylor & Francis |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | utem-39362021-12-21T16:45:40Z http://eprints.utem.edu.my/id/eprint/3936/ A swarm based artificial immune systems for solving multimodal functions Yap, David F. W. Koh, S. P. Tiong, S. K. Prajindra, S. K. TA Engineering (General). Civil engineering (General) Artificial Immune Systems (AIS) have attracted enormous attention among researchers because the algorithms are able to improve global searching ability and efficiency. Nevertheless, the rate of convergence for AIS is relatively slow compared to other metaheuristic algorithms. On the other hand, genetic algorithms (GAs) and particle swarm optimization (PSO) have been used successfully in solving optimization problems, although they tend to converge prematurely. Therefore, the good attributes of AIS and PSO are merged in order to reduce this limitation. It is observed that the proposed hybrid AIS (HAIS) achieved better performances in terms of convergence rate, accuracy, and stability against GA and AIS by comparing the optimization results of the mathematical functions. A similar result was achieved by HAIS in the engineering problem when compared to GA, PSO, and AIS. Taylor & Francis 2011-10-09 Article PeerReviewed application/pdf en http://eprints.utem.edu.my/id/eprint/3936/1/08839514.2011.606662.pdf Yap, David F. W. and Koh, S. P. and Tiong, S. K. and Prajindra, S. K. (2011) A swarm based artificial immune systems for solving multimodal functions. Applied Artificial Intelligence, 25 (8). pp. 693-707. ISSN 0883-9514 http://www.tandfonline.com/loi/uaai20 http://dx.doi.org/10.1080/08839514.2011.606662 |
| spellingShingle | TA Engineering (General). Civil engineering (General) Yap, David F. W. Koh, S. P. Tiong, S. K. Prajindra, S. K. A swarm based artificial immune systems for solving multimodal functions |
| title | A swarm based artificial immune systems for solving multimodal functions |
| title_full | A swarm based artificial immune systems for solving multimodal functions |
| title_fullStr | A swarm based artificial immune systems for solving multimodal functions |
| title_full_unstemmed | A swarm based artificial immune systems for solving multimodal functions |
| title_short | A swarm based artificial immune systems for solving multimodal functions |
| title_sort | swarm based artificial immune systems for solving multimodal functions |
| topic | TA Engineering (General). Civil engineering (General) |
| url | http://eprints.utem.edu.my/id/eprint/3936/ http://eprints.utem.edu.my/id/eprint/3936/ http://eprints.utem.edu.my/id/eprint/3936/ http://eprints.utem.edu.my/id/eprint/3936/1/08839514.2011.606662.pdf |