Brillouin scattering spectrum character extraction based on genetic algorithm and seeker optimization algorithm
A new hybrid optimization method based on genetic algorithm ( GA) and seeker optimization al-gorithm ( SOA) is presented in this paper.The hybrid algorithm optimizes SOA by using crossover and mutation operations in GA in order to improve the global search ability of SOA.Four algorithms, i.e.particl...
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| Published in | 高技术通讯(英文版) Vol. 25; no. 4; pp. 401 - 407 |
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| Main Authors | , , , , , |
| Format | Journal Article |
| Language | English |
| Published |
Department of Electrical and Computer Engineering, Missouri University of Science and Technology, Rolla, Missouri 65401, USA%The Key Laboratory for Special Fiber and Fiber Sensor of Hebei Province, School of Information Science and Engineering, Yanshan University, Qinhuangdao 066004, P.R.China
01.12.2019
The Key Laboratory for Special Fiber and Fiber Sensor of Hebei Province, School of Information Science and Engineering, Yanshan University, Qinhuangdao 066004, P.R.China |
| Subjects | |
| Online Access | Get full text |
| ISSN | 1006-6748 |
| DOI | 10.3772/j.issn.1006-6748.2019.04.008 |
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| Abstract | A new hybrid optimization method based on genetic algorithm ( GA) and seeker optimization al-gorithm ( SOA) is presented in this paper.The hybrid algorithm optimizes SOA by using crossover and mutation operations in GA in order to improve the global search ability of SOA.Four algorithms, i.e.particle swarm optimization ( PSO) , SOA, GA and quantum-behaved particle swarm optimiza-tion ( GA-QPSO) and GA-SOA are used to process the simulation and experimental data of Brillouin scattering spectrum ( BSS) at different temperatures.The results show that GA-SOA improves the accuracy of extracting the center frequency shift and the minimum center frequency of Brillouin scat-tering spectrum compared with other three algorithms.The shift error is 0.203 MHz.Therefore, GA-SOA can be applied to the accurate extraction of BSS characteristics. |
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| AbstractList | A new hybrid optimization method based on genetic algorithm ( GA) and seeker optimization al-gorithm ( SOA) is presented in this paper.The hybrid algorithm optimizes SOA by using crossover and mutation operations in GA in order to improve the global search ability of SOA.Four algorithms, i.e.particle swarm optimization ( PSO) , SOA, GA and quantum-behaved particle swarm optimiza-tion ( GA-QPSO) and GA-SOA are used to process the simulation and experimental data of Brillouin scattering spectrum ( BSS) at different temperatures.The results show that GA-SOA improves the accuracy of extracting the center frequency shift and the minimum center frequency of Brillouin scat-tering spectrum compared with other three algorithms.The shift error is 0.203 MHz.Therefore, GA-SOA can be applied to the accurate extraction of BSS characteristics. |
| Author | Zhang Fangcao Jin Peijun Hou Jiaoru Zhang Yanjun Xu Jinrui Fu Xinghu |
| AuthorAffiliation | The Key Laboratory for Special Fiber and Fiber Sensor of Hebei Province, School of Information Science and Engineering, Yanshan University, Qinhuangdao 066004, P.R.China;Department of Electrical and Computer Engineering, Missouri University of Science and Technology, Rolla, Missouri 65401, USA%The Key Laboratory for Special Fiber and Fiber Sensor of Hebei Province, School of Information Science and Engineering, Yanshan University, Qinhuangdao 066004, P.R.China |
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| Keywords | seeker optimization algorithm ( SOA) Brillouin scattering spectrum ( BSS) Brillouin frequency shift ( BFS) particle swarm optimization ( PSO) ge-netic algorithm ( GA) |
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