Interval State Estimation for a Class of Nonlinear Systems

被引:363
|
作者
Raissi, Tarek [1 ]
Efimov, Denis [1 ]
Zolghadri, Ali [1 ]
机构
[1] Univ Bordeaux 1, Automat Control Grp, IMS Lab, F-33405 Talence, France
关键词
Cooperative systems; interval estimation; nonlinear observer; state transformation; OBSERVER DESIGN; LINEARIZATION; PARAMETER;
D O I
10.1109/TAC.2011.2164820
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The goal of this technical note is to design interval observers for a class of nonlinear continuous-time systems. The first part of this work shows that it is usually possible to design an interval observer for linear systems by means of linear time-invariant changes of coordinates even if the system is not cooperative. This result is extended to a class of nonlinear systems using partial exact linearisations. The proposed observers guarantee to enclose the set of system states that is consistent with the model, the disturbances and the measurement noise. Moreover, it is only assumed that the measurement noise and the disturbances are bounded without any additional information such as stationarity, uncorrelation or type of distribution. The proposed observer is illustrated through numerical simulations.
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页码:260 / 265
页数:6
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