Residential College | false |
Status | 已發表Published |
Adaptive Critic Design for Pure-Feedback Discrete-Time MIMO Systems Preceded by Unknown Backlashlike Hysteresis | |
Tang, Li1; Liu, Yan-Jun2; Chen, C. L. Philip3,4 | |
2018-11 | |
Source Publication | IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS |
ISSN | 2162-237X |
Volume | 29Issue:11Pages:5681-5690 |
Abstract | This paper concentrates on the adaptive critic design (ACD) issue for a class of uncertain multi-input multioutput (MIMO) nonlinear discrete-time systems preceded by unknown backlashlike hysteresis. The considered systems are in a block-triangular pure-feedback form, in which there exist nonaffine functions and couplings between states and inputs. This makes that the ACD-based optimal control becomes very difficult and complicated. To this end, the mean value theorem is employed to transform the original systems into input-output models. Based on the reinforcement learning algorithm, the optimal control strategy is established with an actor-critic structure. Not only the stability of the systems is ensured but also the performance index is minimized. In contrast to the previous results, the main contributions are: 1) it is the first time to build an ACD framework for such MIMO systems with unknown hysteresis and 2) an adaptive auxiliary signal is developed to compensate the influence of hysteresis. In the end, a numerical study is provided to demonstrate the effectiveness of the present method. |
Keyword | Adaptive Critic Design (Acd) Backlashlike Hysteresis Neural Networks (Nns) Nonlinear Pure-feedback Systems Optimal Control |
DOI | 10.1109/TNNLS.2018.2805689 |
URL | View the original |
Indexed By | SCIE |
Language | 英語English |
WOS Research Area | Computer Science ; Engineering |
WOS Subject | Computer Science, Artificial Intelligence ; Computer Science, Hardware & Architecture ; Computer Science, Theory & Methods ; Engineering, Electrical & Electronic |
WOS ID | WOS:000447832200040 |
Publisher | IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC |
Scopus ID | 2-s2.0-85044369061 |
Fulltext Access | |
Citation statistics | |
Document Type | Journal article |
Collection | University of Macau |
Affiliation | 1.Northeastern Univ, Sch Informat Sci & Engn, Shenyang 110819, Liaoning, Peoples R China; 2.Liaoning Univ Technol, Coll Sci, Jinzhou 121001, Peoples R China; 3.Univ Macau, Fac Sci & Technol, Macau 999078, Peoples R China; 4.Dalian Maritime Univ, Nav Coll, Dalian 116026, Peoples R China |
Recommended Citation GB/T 7714 | Tang, Li,Liu, Yan-Jun,Chen, C. L. Philip. Adaptive Critic Design for Pure-Feedback Discrete-Time MIMO Systems Preceded by Unknown Backlashlike Hysteresis[J]. IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2018, 29(11), 5681-5690. |
APA | Tang, Li., Liu, Yan-Jun., & Chen, C. L. Philip (2018). Adaptive Critic Design for Pure-Feedback Discrete-Time MIMO Systems Preceded by Unknown Backlashlike Hysteresis. IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 29(11), 5681-5690. |
MLA | Tang, Li,et al."Adaptive Critic Design for Pure-Feedback Discrete-Time MIMO Systems Preceded by Unknown Backlashlike Hysteresis".IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS 29.11(2018):5681-5690. |
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