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Safe MPC-based disturbance rejection control for uncertain nonlinear systems with state constraints
Zhang, Zhiyuan1; Ran, Maopeng2; Dong, Chaoyang3
2024-10
Source PublicationISA Transactions
ISSN0019-0578
Volume153Pages:233-242
Abstract

This paper studies a safe model predictive control (MPC)-based disturbance rejection control for a broad range of uncertain nonlinear systems subject to complex state safety constraints. The system under study is composed of a nominal model and an uncertain term that encapsulates modeling uncertainty, control mismatch, and external disturbances. In order to estimate the system state and total uncertainty, an extended state observer (ESO) is first designed. Utilizing the output of the ESO, the control compensates for the total uncertainty in real time and concurrently implements a control barrier function (CBF)-based MPC for the compensated system. The proposed control framework guarantees both safety and disturbance rejection. Compared to the baseline algorithm CBF-MPC, the proposed method significantly enhances system stability with a smaller root mean square (RMS) error of the system state from the equilibrium point. Rigorous theoretical analysis and simulation experiments are provided to validate the effectiveness of the proposed scheme.

KeywordControl Barrier Function (Cbf) Disturbance Rejection Extended State Observer (Eso) Model Predictive Control (Mpc) Uncertain Nonlinear Systems
DOI10.1016/j.isatra.2024.07.036
URLView the original
Indexed BySCIE
Language英語English
WOS Research AreaAutomation & Control Systems ; Engineering ; Instruments & Instrumentation
WOS SubjectAutomation & Control Systems ; Engineering, Multidisciplinary ; Instruments & Instrumentation
WOS IDWOS:001314396000001
PublisherELSEVIER SCIENCE INC, STE 800, 230 PARK AVE, NEW YORK, NY 10169
Scopus ID2-s2.0-85200870180
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Citation statistics
Document TypeJournal article
CollectionFaculty of Science and Technology
DEPARTMENT OF ELECTROMECHANICAL ENGINEERING
Corresponding AuthorRan, Maopeng
Affiliation1.Department of Electromechanical Engineering, University of Macau, Taipa, 999078, Macao
2.School of Automation Science and Electrical Engineering, Beihang University, Beijing, 100191, China
3.School of Aeronautic Science and Engineering, Beihang University, Beijing, 100191, China
First Author AffilicationUniversity of Macau
Recommended Citation
GB/T 7714
Zhang, Zhiyuan,Ran, Maopeng,Dong, Chaoyang. Safe MPC-based disturbance rejection control for uncertain nonlinear systems with state constraints[J]. ISA Transactions, 2024, 153, 233-242.
APA Zhang, Zhiyuan., Ran, Maopeng., & Dong, Chaoyang (2024). Safe MPC-based disturbance rejection control for uncertain nonlinear systems with state constraints. ISA Transactions, 153, 233-242.
MLA Zhang, Zhiyuan,et al."Safe MPC-based disturbance rejection control for uncertain nonlinear systems with state constraints".ISA Transactions 153(2024):233-242.
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