Present a new method for increasing the intelligence and speed of the Firefly algorithm
Today, Most important issues in the industry of non-linear and multi-parametric are considered optimization problems. On the other hand, the attractiveness of the behavior and interaction of animals has led the computer scientists, inspired by these interactions to create algorithms for optimization...
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| Format: | Article |
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University of Qom
2022-03-01
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| Series: | مدیریت مهندسی و رایانش نرم |
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| Online Access: | https://jemsc.qom.ac.ir/article_1131_dfdbd92f41e74669bc2ad60c45ae7369.pdf |
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| author | Fariba Solaymani Narges Salehpour Mohammad Nazari Farokhi |
| author_facet | Fariba Solaymani Narges Salehpour Mohammad Nazari Farokhi |
| author_sort | Fariba Solaymani |
| collection | DOAJ |
| description | Today, Most important issues in the industry of non-linear and multi-parametric are considered optimization problems. On the other hand, the attractiveness of the behavior and interaction of animals has led the computer scientists, inspired by these interactions to create algorithms for optimization problems, which in many cases provide quick and acceptable solutions to complex problems. One of the propagation intelligence algorithms is firefly algorithm, which is bace on the exposure of luminous worms and their absorption into more light. The main problem with algorithms Such as firefly is that takes a lot of time to convege the desired answers. So if the number of firefly worms is more than 128, their run time with CPU is 2.5820 milliseconds but with using GPU 1.5090 milliseconds. In this paper, we intend to use a pc graphics unit to provide a version of the firefly algorithm that converages to the desired solutions more quickly while maintaining accuracy. |
| format | Article |
| id | doaj-art-b41cf041ae0b41029ca07a084d946d52 |
| institution | Kabale University |
| issn | 2538-6239 2538-2675 |
| language | fas |
| publishDate | 2022-03-01 |
| publisher | University of Qom |
| record_format | Article |
| series | مدیریت مهندسی و رایانش نرم |
| spelling | doaj-art-b41cf041ae0b41029ca07a084d946d522025-01-30T20:18:14ZfasUniversity of Qomمدیریت مهندسی و رایانش نرم2538-62392538-26752022-03-018112010.22091/jemsc.2018.753.10331131Present a new method for increasing the intelligence and speed of the Firefly algorithmFariba Solaymani0Narges Salehpour1Mohammad Nazari Farokhi2MSc in Computer Engineering, Faculty of Engineering, Azad University, Lorestan, IranMSc in Computer Engineering, Faculty of Engineering, Azad University, Lorestan, IranPh.D Student. in Information Technology Management, Islamic Azad University, Science and Research Branch of Tehran, Tehran, IranToday, Most important issues in the industry of non-linear and multi-parametric are considered optimization problems. On the other hand, the attractiveness of the behavior and interaction of animals has led the computer scientists, inspired by these interactions to create algorithms for optimization problems, which in many cases provide quick and acceptable solutions to complex problems. One of the propagation intelligence algorithms is firefly algorithm, which is bace on the exposure of luminous worms and their absorption into more light. The main problem with algorithms Such as firefly is that takes a lot of time to convege the desired answers. So if the number of firefly worms is more than 128, their run time with CPU is 2.5820 milliseconds but with using GPU 1.5090 milliseconds. In this paper, we intend to use a pc graphics unit to provide a version of the firefly algorithm that converages to the desired solutions more quickly while maintaining accuracy.https://jemsc.qom.ac.ir/article_1131_dfdbd92f41e74669bc2ad60c45ae7369.pdfcpufireflygpuoptimizationparticle swarmswarm intelligenc |
| spellingShingle | Fariba Solaymani Narges Salehpour Mohammad Nazari Farokhi Present a new method for increasing the intelligence and speed of the Firefly algorithm مدیریت مهندسی و رایانش نرم cpu firefly gpu optimization particle swarm swarm intelligenc |
| title | Present a new method for increasing the intelligence and speed of the Firefly algorithm |
| title_full | Present a new method for increasing the intelligence and speed of the Firefly algorithm |
| title_fullStr | Present a new method for increasing the intelligence and speed of the Firefly algorithm |
| title_full_unstemmed | Present a new method for increasing the intelligence and speed of the Firefly algorithm |
| title_short | Present a new method for increasing the intelligence and speed of the Firefly algorithm |
| title_sort | present a new method for increasing the intelligence and speed of the firefly algorithm |
| topic | cpu firefly gpu optimization particle swarm swarm intelligenc |
| url | https://jemsc.qom.ac.ir/article_1131_dfdbd92f41e74669bc2ad60c45ae7369.pdf |
| work_keys_str_mv | AT faribasolaymani presentanewmethodforincreasingtheintelligenceandspeedofthefireflyalgorithm AT nargessalehpour presentanewmethodforincreasingtheintelligenceandspeedofthefireflyalgorithm AT mohammadnazarifarokhi presentanewmethodforincreasingtheintelligenceandspeedofthefireflyalgorithm |