UM
Adaptive Inversion-Based Fuzzy Compensation Control of Uncertain Pure-Feedback Systems with Asymmetric Actuator Backlash
Lai G.1; Liu Z.1; Zhang Y.1; Chen C.L.P.2; Xie S.1
2017-02-01
Source PublicationIEEE Transactions on Fuzzy Systems
ISSN10636706
Volume25Issue:1Pages:141-155
AbstractThis paper concerns with the problem of adaptive inverse compensation control for a class of uncertain pure-feedback nonlinear systems with asymmetric actuator backlash. By resorting to the mean-value theorem, the considered system can be transformed into the strict-feedback form with unknown state-dependent virtual control coefficients. Then, the most challenging difficulty is how to design the adaptive backlash inverse compensator in face of uncertain control gain function. To overcome this challenge, we first propose a smooth inverse model for asymmetric backlash, and based on it, a new expression of adaptive compensation error is further developed, which also paves the way to the embeddedness of fuzzy logic systems to cancel the unknown gain function. Moreover, two mutually learning mechanisms (one is for predicting unknown backlash parameters, while another is to search for optimal fuzzy weights) are further constructed such that the inverse compensator can be updated online. With the backstepping iteration design of compensator input, an adaptive fuzzy compensation controller (i.e., the compensator output) is developed to ensure the asymptotic stability of the closed-loop system. Finally, comparative simulations are conducted to validate the effectiveness and applicability of the proposed control theory.
KeywordActuator backlash adaptive control fuzzy logic systems (FLSs) Lyapunov functional nonlinear systems
DOI10.1109/TFUZZ.2016.2551292
URLView the original
Language英語English
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Cited Times [WOS]:18   [WOS Record]     [Related Records in WOS]
Document TypeJournal article
CollectionUniversity of Macau
Affiliation1.Guangdong University of Technology
2.Universidade de Macau
Recommended Citation
GB/T 7714
Lai G.,Liu Z.,Zhang Y.,et al. Adaptive Inversion-Based Fuzzy Compensation Control of Uncertain Pure-Feedback Systems with Asymmetric Actuator Backlash[J]. IEEE Transactions on Fuzzy Systems,2017,25(1):141-155.
APA Lai G.,Liu Z.,Zhang Y.,Chen C.L.P.,&Xie S..(2017).Adaptive Inversion-Based Fuzzy Compensation Control of Uncertain Pure-Feedback Systems with Asymmetric Actuator Backlash.IEEE Transactions on Fuzzy Systems,25(1),141-155.
MLA Lai G.,et al."Adaptive Inversion-Based Fuzzy Compensation Control of Uncertain Pure-Feedback Systems with Asymmetric Actuator Backlash".IEEE Transactions on Fuzzy Systems 25.1(2017):141-155.
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