Policy Iteration Algorithm Based Fault Tolerant Tracking Control: An Implementation on Reconfigurable Manipulators
文献类型：期刊论文
| 作者 | Li, Yuanchun2; Xia, Hongbing2,3; Zhao, Bo1
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| 刊名 | JOURNAL OF ELECTRICAL ENGINEERING & TECHNOLOGY
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| 出版日期 | 2018-07-01 |
| 卷号 | 13期号:4页码:1739-1750 |
| 关键词 | Adaptive dynamic programming Policy iteration Fault tolerant tracking control Reconfigurable manipulators Neural network |
| ISSN号 | 1975-0102 |
| DOI | 10.5370/JEET.2018.13.4.1739 |
| 通讯作者 | Zhao, Bo(zhaobo@ia.ac.cn) |
| 英文摘要 | This paper proposes a novel fault tolerant tracking control (FTTC) scheme for a class of nonlinear systems with actuator failures based on the policy iteration (PI) algorithm and the adaptive fault observer. The estimated actuator failure from an adaptive fault observer is utilized to construct an improved performance index function that reflects the failure, regulation and control simultaneously. With the help of the proper performance index function, the FTTC problem can be transformed into an optimal control problem. The fault tolerant tracking controller is composed of the desired controller and the approximated optimal feedback one. The desired controller is developed to maintain the desired tracking performance at the steady-state, and the approximated optimal feedback controller is designed to stabilize the tracking error dynamics in an optimal manner. By establishing a critic neural network, the PI algorithm is utilized to solve the Hamilton-Jacobi-Bellman equation, and then the approximated optimal feedback controller can be derived. Based on Lyapunov technique, the uniform ultimate boundedness of the closed-loop system is proven. The proposed FTTC scheme is applied to reconfigurable manipulators with two degree of freedoms in order to test the effectiveness via numerical simulation. |
| WOS关键词 | TIME NONLINEAR-SYSTEMS ; DYNAMIC-PROGRAMMING ALGORITHM ; NETWORK HJB APPROACH ; OBSERVER ; DESIGN |
| 资助项目 | National Natural Science Foundation of China[61773075] ; National Natural Science Foundation of China[61603 387] ; National Natural Science Foundation of China[61374051] ; Scientific and Technological Development Plan Project in Jilin Province of China[20150520112JH] ; Scientific and Technological Development Plan Project in Jilin Province of China[20160414033GH] ; Early Career Development Award of SKLMCCS[20160520013 JH] ; Opening Funding of State Key Laboratory of Management and Control for Complex Systems[20150102] |
| WOS研究方向 | Engineering |
| 语种 | 英语 |
| WOS记录号 | WOS:000435496700036 |
| 出版者 | KOREAN INST ELECTR ENG |
| 资助机构 | National Natural Science Foundation of China ; Scientific and Technological Development Plan Project in Jilin Province of China ; Early Career Development Award of SKLMCCS ; Opening Funding of State Key Laboratory of Management and Control for Complex Systems |
| 源URL | [http://ir.ia.ac.cn/handle/173211/21819]  |
| 专题 | 自动化研究所_复杂系统管理与控制国家重点实验室_智能化团队 |
| 通讯作者 | Zhao, Bo |
| 作者单位 | 1.Chinese Acad Sci, Inst Automat, State Key Lab Management & Control Complex Syst, Beijing 100190, Peoples R China 2.Changchun Univ Technol, Dept Control Sci & Engn, Changchun 130012, Jilin, Peoples R China 3.Hytera Commun Co Ltd, Nanjing 210000, Jiangsu, Peoples R China |
| 推荐引用方式 GB/T 7714 | Li, Yuanchun,Xia, Hongbing,Zhao, Bo. Policy Iteration Algorithm Based Fault Tolerant Tracking Control: An Implementation on Reconfigurable Manipulators[J]. JOURNAL OF ELECTRICAL ENGINEERING & TECHNOLOGY,2018,13(4):1739-1750. |
| APA | Li, Yuanchun,Xia, Hongbing,&Zhao, Bo.(2018).Policy Iteration Algorithm Based Fault Tolerant Tracking Control: An Implementation on Reconfigurable Manipulators.JOURNAL OF ELECTRICAL ENGINEERING & TECHNOLOGY,13(4),1739-1750. |
| MLA | Li, Yuanchun,et al."Policy Iteration Algorithm Based Fault Tolerant Tracking Control: An Implementation on Reconfigurable Manipulators".JOURNAL OF ELECTRICAL ENGINEERING & TECHNOLOGY 13.4(2018):1739-1750. |
入库方式： OAI收割
来源：自动化研究所
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