System Identification of Heat-Transfer Process of Frequency Induction Furnace for Melting Copper Based on Particle Swarm Algorithm
An adaptive evolutionary strategy in standard particle swarm optimization is introduced. Adaptive evolution particle swarm optimization is constructed to improve the capacity of global search. A method based on adaptive evolution particle swarm optimization for identification of continuous system wi...
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| Format: | Article |
| Language: | English |
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Wiley
2015-01-01
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| Series: | Journal of Control Science and Engineering |
| Online Access: | http://dx.doi.org/10.1155/2015/502828 |
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| _version_ | 1850161105133895680 |
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| author | Zhi-gang Jia Xing-xuan Wang |
| author_facet | Zhi-gang Jia Xing-xuan Wang |
| author_sort | Zhi-gang Jia |
| collection | DOAJ |
| description | An adaptive evolutionary strategy in standard particle swarm optimization is introduced. Adaptive evolution particle swarm optimization is constructed to improve the capacity of global search. A method based on adaptive evolution particle swarm optimization for identification of continuous system with time delay is proposed. The basic idea is that the identification of continuous system with time delay is converted to an optimization of continuous nonlinear function. The adaptive evolution particle swarm optimization is utilized to find an optimal solution of continuous nonlinear function. Convergence conditions are given by the convergence analysis based on discrete time linear dynamic system theory. Numerical simulation results show that the proposed method is effective for a general continuous system with time delay and the system of heat-transfer process of frequency induction furnace for melting copper. |
| format | Article |
| id | doaj-art-fb2c21b0136f444085ed56ed083b415a |
| institution | OA Journals |
| issn | 1687-5249 1687-5257 |
| language | English |
| publishDate | 2015-01-01 |
| publisher | Wiley |
| record_format | Article |
| series | Journal of Control Science and Engineering |
| spelling | doaj-art-fb2c21b0136f444085ed56ed083b415a2025-08-20T02:22:56ZengWileyJournal of Control Science and Engineering1687-52491687-52572015-01-01201510.1155/2015/502828502828System Identification of Heat-Transfer Process of Frequency Induction Furnace for Melting Copper Based on Particle Swarm AlgorithmZhi-gang Jia0Xing-xuan Wang1Department of Electronic Engineering, Fudan University, Shanghai 200433, ChinaDepartment of Electronic Engineering, Fudan University, Shanghai 200433, ChinaAn adaptive evolutionary strategy in standard particle swarm optimization is introduced. Adaptive evolution particle swarm optimization is constructed to improve the capacity of global search. A method based on adaptive evolution particle swarm optimization for identification of continuous system with time delay is proposed. The basic idea is that the identification of continuous system with time delay is converted to an optimization of continuous nonlinear function. The adaptive evolution particle swarm optimization is utilized to find an optimal solution of continuous nonlinear function. Convergence conditions are given by the convergence analysis based on discrete time linear dynamic system theory. Numerical simulation results show that the proposed method is effective for a general continuous system with time delay and the system of heat-transfer process of frequency induction furnace for melting copper.http://dx.doi.org/10.1155/2015/502828 |
| spellingShingle | Zhi-gang Jia Xing-xuan Wang System Identification of Heat-Transfer Process of Frequency Induction Furnace for Melting Copper Based on Particle Swarm Algorithm Journal of Control Science and Engineering |
| title | System Identification of Heat-Transfer Process of Frequency Induction Furnace for Melting Copper Based on Particle Swarm Algorithm |
| title_full | System Identification of Heat-Transfer Process of Frequency Induction Furnace for Melting Copper Based on Particle Swarm Algorithm |
| title_fullStr | System Identification of Heat-Transfer Process of Frequency Induction Furnace for Melting Copper Based on Particle Swarm Algorithm |
| title_full_unstemmed | System Identification of Heat-Transfer Process of Frequency Induction Furnace for Melting Copper Based on Particle Swarm Algorithm |
| title_short | System Identification of Heat-Transfer Process of Frequency Induction Furnace for Melting Copper Based on Particle Swarm Algorithm |
| title_sort | system identification of heat transfer process of frequency induction furnace for melting copper based on particle swarm algorithm |
| url | http://dx.doi.org/10.1155/2015/502828 |
| work_keys_str_mv | AT zhigangjia systemidentificationofheattransferprocessoffrequencyinductionfurnaceformeltingcopperbasedonparticleswarmalgorithm AT xingxuanwang systemidentificationofheattransferprocessoffrequencyinductionfurnaceformeltingcopperbasedonparticleswarmalgorithm |