Nonlinear robust H-infinity filtering for a class of uncertain systems via convex optimization

被引:18
|
作者
Abbaszadeh M. [1 ]
Marquez H.J. [2 ]
机构
[1] United Technologies Research Center, East Hartford
[2] Department of Electrical and Computer Engineering, University of Alberta, Edmonton
来源
基金
加拿大自然科学与工程研究理事会;
关键词
Convex optimization; Nonlinear H-infinity filtering; Nonlinear uncertain systems; Robust observers;
D O I
10.1007/s11768-012-0290-9
中图分类号
学科分类号
摘要
A new approach for robust H-infinity filtering for a class of Lipschitz nonlinear systems with time-varying uncertainties both in the linear and nonlinear parts of the system is proposed in an LMI framework. The admissible Lipschitz constant of the system and the disturbance attenuation level are maximized simultaneously through convex multi-objective optimization. The resulting H-infinity filter guarantees asymptotic stability of the estimation error dynamics with exponential convergence and is robust against nonlinear additive uncertainty and time-varying parametric uncertainties. Explicit bounds on the nonlinear uncertainty are derived based on norm-wise and element-wise robustness analysis. © 2012 South China University of Technology, Academy of Mathematics and Systems Science, Chinese Academy of Sciences and Springer-Verlag Berlin Heidelberg.
引用
收藏
页码:152 / 158
页数:6
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