Non-asymptotic and robust estimation for a class of nonlinear fractional-order systems

被引:21
作者
Liu, Chang [1 ,2 ]
Liu, Da-Yan [2 ]
Boutat, Driss [2 ]
Wang, Yong [1 ]
Wu, Ze-Hao [3 ]
机构
[1] Univ Sci & Technol China, Dept Automation, Hefei 230026, Peoples R China
[2] Univ Orleans, INSA Ctr Val Loire, PRISME EA 4229, F-18022 Bourges, France
[3] Foshan Univ, Sch Math & Big Data, Foshan 528000, Peoples R China
来源
COMMUNICATIONS IN NONLINEAR SCIENCE AND NUMERICAL SIMULATION | 2022年 / 115卷
基金
中国国家自然科学基金;
关键词
Modulating functions method; Non-asymptotic and robust estimation; Commensurate and noncommensurate; fractional-order model; Nonlinear systems; SLIDING MODE OBSERVER; PSEUDO-STATE; PARAMETER-ESTIMATION; LINEAR-SYSTEMS;
D O I
10.1016/j.cnsns.2022.106752
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
This paper aims to deal with the non-asymptotic and robust estimation problem for nonlinear fractional-order systems. The motivation starts with a physical system which develops into a group of system models including linear and nonlinear, commensurate and noncommensurate, integer-order and noninteger-order ones. Different from the existing modulating functions method, the proposed method breaks through the limitation of transforming the original system into the input-output differential equation, which makes the estimation for more types of systems possible. By introducing a new class of fractional order modulating functions, the state is exactly expressed by algebraic integral formulas without knowing the initial conditions of the studied system, despite the corrupting noises in the output measurement. Finally, it is illustrated in the simulation examples that the proposed estimator not only proves to be effective in the state estimation of noninteger-order systems, but also shows its advantages in that of integer-order systems compared to the high-gain observer. (C) 2022 Elsevier B.V. All rights reserved.
引用
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页数:16
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