Real Coded Genetic Algorithm (RCGA): a new RCGA mutator called Scale Truncated Pareto Mutation
This paper presents a comparison in the performance analysis between a newly developed mutation operator called Scaled Truncated Pareto Mutation (STPM) and an existing mutation operator called Log Logistic Mutation (LLM). STPM is used with Laplace Crossover (LX) taken from literature to form a new g...
| Main Authors: | , , , , |
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| Format: | Article |
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Asian Research Publishing Network (A R P N)
2014
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| Online Access: | http://psasir.upm.edu.my/id/eprint/35162/ |
| _version_ | 1848847977762783232 |
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| author | Lim, Siew Mooi Sulaiman, Md. Nasir Md. Sultan, Abu Bakar Mustapha, Norwati Tejo, Bimo Ario |
| author_facet | Lim, Siew Mooi Sulaiman, Md. Nasir Md. Sultan, Abu Bakar Mustapha, Norwati Tejo, Bimo Ario |
| author_sort | Lim, Siew Mooi |
| building | UPM Institutional Repository |
| collection | Online Access |
| description | This paper presents a comparison in the performance analysis between a newly developed mutation operator called Scaled Truncated Pareto Mutation (STPM) and an existing mutation operator called Log Logistic Mutation (LLM). STPM is used with Laplace Crossover (LX) taken from literature to form a new generational RCGA called LX-STPM. The performance of LX-STPM is compared with an existing RCGA called LX-LLM on a set of 10 benchmark global optimization test problems based on a few performance criterions to investigate the reliability, efficiency, accuracy and quality of solutions of both optimization algorithms. The final outcomes show that LX-STPM is far superior than LX-LLM at all aspects. |
| first_indexed | 2025-11-15T09:27:11Z |
| format | Article |
| id | upm-35162 |
| institution | Universiti Putra Malaysia |
| institution_category | Local University |
| last_indexed | 2025-11-15T09:27:11Z |
| publishDate | 2014 |
| publisher | Asian Research Publishing Network (A R P N) |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | upm-351622015-12-31T01:34:43Z http://psasir.upm.edu.my/id/eprint/35162/ Real Coded Genetic Algorithm (RCGA): a new RCGA mutator called Scale Truncated Pareto Mutation Lim, Siew Mooi Sulaiman, Md. Nasir Md. Sultan, Abu Bakar Mustapha, Norwati Tejo, Bimo Ario This paper presents a comparison in the performance analysis between a newly developed mutation operator called Scaled Truncated Pareto Mutation (STPM) and an existing mutation operator called Log Logistic Mutation (LLM). STPM is used with Laplace Crossover (LX) taken from literature to form a new generational RCGA called LX-STPM. The performance of LX-STPM is compared with an existing RCGA called LX-LLM on a set of 10 benchmark global optimization test problems based on a few performance criterions to investigate the reliability, efficiency, accuracy and quality of solutions of both optimization algorithms. The final outcomes show that LX-STPM is far superior than LX-LLM at all aspects. Asian Research Publishing Network (A R P N) 2014-02-20 Article PeerReviewed Lim, Siew Mooi and Sulaiman, Md. Nasir and Md. Sultan, Abu Bakar and Mustapha, Norwati and Tejo, Bimo Ario (2014) Real Coded Genetic Algorithm (RCGA): a new RCGA mutator called Scale Truncated Pareto Mutation. Journal of Theoretical and Applied Information Technology , 60 (2). pp. 245-253. ISSN 1992-8645; ESSN: 1817-3195 http://www.jatit.org/volumes/Vol60No2/sixtyth_2_2014.php |
| spellingShingle | Lim, Siew Mooi Sulaiman, Md. Nasir Md. Sultan, Abu Bakar Mustapha, Norwati Tejo, Bimo Ario Real Coded Genetic Algorithm (RCGA): a new RCGA mutator called Scale Truncated Pareto Mutation |
| title | Real Coded Genetic Algorithm (RCGA): a new RCGA mutator called Scale Truncated Pareto Mutation |
| title_full | Real Coded Genetic Algorithm (RCGA): a new RCGA mutator called Scale Truncated Pareto Mutation |
| title_fullStr | Real Coded Genetic Algorithm (RCGA): a new RCGA mutator called Scale Truncated Pareto Mutation |
| title_full_unstemmed | Real Coded Genetic Algorithm (RCGA): a new RCGA mutator called Scale Truncated Pareto Mutation |
| title_short | Real Coded Genetic Algorithm (RCGA): a new RCGA mutator called Scale Truncated Pareto Mutation |
| title_sort | real coded genetic algorithm (rcga): a new rcga mutator called scale truncated pareto mutation |
| url | http://psasir.upm.edu.my/id/eprint/35162/ http://psasir.upm.edu.my/id/eprint/35162/ |