Residential College | false |
Status | 已發表Published |
Safe MPC-based disturbance rejection control for uncertain nonlinear systems with state constraints | |
Zhang, Zhiyuan1; Ran, Maopeng2; Dong, Chaoyang3 | |
2024-10 | |
Source Publication | ISA Transactions |
ISSN | 0019-0578 |
Volume | 153Pages: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. |
Keyword | Control Barrier Function (Cbf) Disturbance Rejection Extended State Observer (Eso) Model Predictive Control (Mpc) Uncertain Nonlinear Systems |
DOI | 10.1016/j.isatra.2024.07.036 |
URL | View the original |
Indexed By | SCIE |
Language | 英語English |
WOS Research Area | Automation & Control Systems ; Engineering ; Instruments & Instrumentation |
WOS Subject | Automation & Control Systems ; Engineering, Multidisciplinary ; Instruments & Instrumentation |
WOS ID | WOS:001314396000001 |
Publisher | ELSEVIER SCIENCE INC, STE 800, 230 PARK AVE, NEW YORK, NY 10169 |
Scopus ID | 2-s2.0-85200870180 |
Fulltext Access | |
Citation statistics | |
Document Type | Journal article |
Collection | Faculty of Science and Technology DEPARTMENT OF ELECTROMECHANICAL ENGINEERING |
Corresponding Author | Ran, Maopeng |
Affiliation | 1.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 Affilication | University 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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