A new real coded genetic algorithm crossover: Rayleigh crossover
This paper presents a comparison in the performance analysis between a newly developed crossover operator called Rayleigh Crossover (RX) and an existing crossover operator called Laplace Crossover (LX). Coherent to the previously defined Scaled Truncated Pareto Mutation (STPM) operator to form two (...
| Main Authors: | , , , , |
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| 格式: | 文件 |
| 语言: | English |
| 出版: |
Asian Research Publication Network
2014
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| 在线阅读: | http://psasir.upm.edu.my/id/eprint/36205/1/A%20new%20real%20coded%20genetic%20algorithm%20crossover.pdf |
| _version_ | 1825948796118368256 |
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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 |
| collection | UPM |
| description | This paper presents a comparison in the performance analysis between a newly developed crossover operator called Rayleigh Crossover (RX) and an existing crossover operator called Laplace Crossover (LX). Coherent to the previously defined Scaled Truncated Pareto Mutation (STPM) operator to form two (2) generational RCGAs called RX-STPM and LX-STPM, both crossovers are utilized. A set of ten (10) benchmark global optimization test problems is used to investigate the reliability, efficiency, accuracy and quality of solutions of both optimization algorithms. Based on computational results, the RX-STPM has yield a significant better performance as compared to LX-STPM. |
| first_indexed | 2024-03-06T08:34:38Z |
| format | Article |
| id | upm.eprints-36205 |
| institution | Universiti Putra Malaysia |
| language | English |
| last_indexed | 2024-03-06T08:34:38Z |
| publishDate | 2014 |
| publisher | Asian Research Publication Network |
| record_format | dspace |
| spelling | upm.eprints-362052015-10-01T03:25:12Z http://psasir.upm.edu.my/id/eprint/36205/ A new real coded genetic algorithm crossover: Rayleigh crossover 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 crossover operator called Rayleigh Crossover (RX) and an existing crossover operator called Laplace Crossover (LX). Coherent to the previously defined Scaled Truncated Pareto Mutation (STPM) operator to form two (2) generational RCGAs called RX-STPM and LX-STPM, both crossovers are utilized. A set of ten (10) benchmark global optimization test problems is used to investigate the reliability, efficiency, accuracy and quality of solutions of both optimization algorithms. Based on computational results, the RX-STPM has yield a significant better performance as compared to LX-STPM. Asian Research Publication Network 2014 Article PeerReviewed application/pdf en http://psasir.upm.edu.my/id/eprint/36205/1/A%20new%20real%20coded%20genetic%20algorithm%20crossover.pdf Lim, Siew Mooi and Sulaiman, Md. Nasir and Md Sultan, Abu Bakar and Mustapha, Norwati and Tejo, Bimo Ario (2014) A new real coded genetic algorithm crossover: Rayleigh crossover. Journal of Theoretical and Applied Information Technology, 62 (1). pp. 262-268. ISSN 1992-8645; ESSN: 1817-3195 http://www.jatit.org/volumes/Vol62No1/31Vol62No1.pdf |
| spellingShingle | Lim, Siew Mooi Sulaiman, Md. Nasir Md Sultan, Abu Bakar Mustapha, Norwati Tejo, Bimo Ario A new real coded genetic algorithm crossover: Rayleigh crossover |
| title | A new real coded genetic algorithm crossover: Rayleigh crossover |
| title_full | A new real coded genetic algorithm crossover: Rayleigh crossover |
| title_fullStr | A new real coded genetic algorithm crossover: Rayleigh crossover |
| title_full_unstemmed | A new real coded genetic algorithm crossover: Rayleigh crossover |
| title_short | A new real coded genetic algorithm crossover: Rayleigh crossover |
| title_sort | new real coded genetic algorithm crossover rayleigh crossover |
| url | http://psasir.upm.edu.my/id/eprint/36205/1/A%20new%20real%20coded%20genetic%20algorithm%20crossover.pdf |
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