Enhancing the Performance of JADE Using Two-phase Parameter Control Scheme and Its Application
文献类型：期刊论文
| 作者 | Qin-Qin Fan2,3; Yi-Lian Zhang1; Xue-Feng Yan2; Zhi-Huan Wang3 |
| 刊名 | International Journal of Automation and Computing
 |
| 出版日期 | 2018 |
| 卷号 | 15期号:4页码:462-473 |
| 关键词 | Differential evolution (DE) algorithm evolutionary computation dynamic optimization control parameter adaptation chemical processes. |
| ISSN号 | 1476-8186 |
| DOI | 10.1007/s11633-018-1119-x |
| 英文摘要 | The search efficiency of differential evolution (DE) algorithm is greatly impacted by its control parameters. Although many adaptation/self-adaptation techniques can automatically find suitable control parameters for the DE, most techniques are based on population information which may be misleading in solving complex optimization problems. Therefore, a self-adaptive DE (i.e., JADE) using two-phase parameter control scheme (TPC-JADE) is proposed to enhance the performance of DE in the current study. In the TPC-JADE, an adaptation technique is utilized to generate the control parameters in the early population evolution, and a well-known empirical guideline is used to update the control parameters in the later evolution stages. The TPC-JADE is compared with four state-of-the-art DE variants on two famous test suites (i.e., IEEE CEC2005 and IEEE CEC2015). Results indicate that the overall performance of the TPC-JADE is better than that of the other compared algorithms. In addition, the proposed algorithm is utilized to obtain optimal nutrient and inducer feeding for the Lee-Ramirez bioreactor. Experimental results show that the TPC-JADE can perform well on an actual dynamic optimization problem. |
| 源URL | [http://ir.ia.ac.cn/handle/173211/42424]  |
| 专题 | 自动化研究所_学术期刊_International Journal of Automation and Computing |
| 作者单位 | 1.Key Laboratory of Marine Technology and Control Engineering Ministry of Communications, Shanghai Maritime University, Shanghai 201306, China 2.Key Laboratory of Advanced Control and Optimization for Chemical Processes of Ministry of Education, East China University of Science and Technology, Shanghai 200237, China 3.Logistics Research Center, Shanghai Maritime University, Shanghai 201306, China |
| 推荐引用方式 GB/T 7714 | Qin-Qin Fan,Yi-Lian Zhang,Xue-Feng Yan,et al. Enhancing the Performance of JADE Using Two-phase Parameter Control Scheme and Its Application[J]. International Journal of Automation and Computing,2018,15(4):462-473. |
| APA | Qin-Qin Fan,Yi-Lian Zhang,Xue-Feng Yan,&Zhi-Huan Wang.(2018).Enhancing the Performance of JADE Using Two-phase Parameter Control Scheme and Its Application.International Journal of Automation and Computing,15(4),462-473. |
| MLA | Qin-Qin Fan,et al."Enhancing the Performance of JADE Using Two-phase Parameter Control Scheme and Its Application".International Journal of Automation and Computing 15.4(2018):462-473. |
入库方式： OAI收割
来源：自动化研究所
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