A Low-Power Multi-High-Gain Observer Design for a Class of Nonlinear Systems

被引:2
|
作者
Mousavi, S. [1 ]
Guay, M. [1 ]
机构
[1] Queens Univ, Dept Chem Engn, Kingston, ON K7L 3N6, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
Observers; Noise; Sensitivity; Noise measurement; Convergence; Nonlinear systems; Vectors; nonlinear systems; observers; state estimation; ATTENUATION;
D O I
10.1109/TAC.2024.3388255
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this article, a low-power multi-high-gain observer (low-power MHGO) is proposed, where multiple low-power observers of order 2n-2 are used to improve the transient response of HGOs, as well as reducing their sensitivity to high-frequency measurement noise. The MHGO methodology is applied to low-power observers to aggregate the advantages of the traditional HGO, low-power HGO, and MHGO. It is shown that there exists a combination of the unknown parameters for which the weighted estimated states obtained from the observer are equal to the system's states. The unknown optimal parameters are estimated using a recursive least squares approach. It is shown that the low-power MHGO reduces the peaking using a design parameter. In addition, it is shown that the observer yields the same bounds on estimation errors as a low-power HGO, in terms of the asymptotic gain between estimate error and noise frequency. A simulation example demonstrates that the proposed observer exhibits peaking reduction with reduced noise sensitivity.
引用
收藏
页码:6405 / 6412
页数:8
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