Hybrid Particle Swarm Optimization with Differential Evolution for Numerical and Engineering Optimization
文献类型：期刊论文
| 作者 | Guo-Han Lin2,3; Jing Zhang3 ; Zhao-Hua Liu1
|
| 刊名 | International Journal of Automation and Computing
 |
| 出版日期 | 2018 |
| 卷号 | 15期号:1页码:103-114 |
| 关键词 | Particle swarm optimization (PSO) active disturbance rejection control (ADRC) differential evolution algorithm chaotic map, parameter tuning. |
| ISSN号 | 1476-8186 |
| DOI | 10.1007/s11633-016-0990-6 |
| 英文摘要 | In this paper, a hybrid particle swarm optimization (PSO) algorithm with differential evolution (DE) is proposed for numerical benchmark problems and optimization of active disturbance rejection controller (ADRC) parameters. A chaotic map with greater Lyapunov exponent is introduced into PSO for balancing the exploration and exploitation abilities of the proposed algorithm.A DE operator is used to help PSO jump out of stagnation. Twelve benchmark function tests from CEC2005 and eight real world optimization problems from CEC2011 are used to evaluate the performance of the proposed algorithm. The results show that statistically, the proposed hybrid algorithm has performed consistently well compared to other hybrid variants. Moreover, the simulation results on ADRC parameter optimization show that the optimized ADRC has better robustness and adaptability for nonlinear discrete-time systems with time delays. |
| 源URL | [http://ir.ia.ac.cn/handle/173211/42395]  |
| 专题 | 自动化研究所_学术期刊_International Journal of Automation and Computing |
| 作者单位 | 1.School of Information and Electrical Engineering, Hunan University of Science and Technology, Xiangtan 411201, China 2.College of Electrical and Information, Hunan Institute of Engineering, Xiangtan 411101, China 3.College of Electrical and Information Engineering, Hunan University, Changsha 410082, China |
| 推荐引用方式 GB/T 7714 | Guo-Han Lin,Jing Zhang,Zhao-Hua Liu. Hybrid Particle Swarm Optimization with Differential Evolution for Numerical and Engineering Optimization[J]. International Journal of Automation and Computing,2018,15(1):103-114. |
| APA | Guo-Han Lin,Jing Zhang,&Zhao-Hua Liu.(2018).Hybrid Particle Swarm Optimization with Differential Evolution for Numerical and Engineering Optimization.International Journal of Automation and Computing,15(1),103-114. |
| MLA | Guo-Han Lin,et al."Hybrid Particle Swarm Optimization with Differential Evolution for Numerical and Engineering Optimization".International Journal of Automation and Computing 15.1(2018):103-114. |
入库方式： OAI收割
来源：自动化研究所
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