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Extended high gain observer design for state and parameter estimation

机译:扩展的高增益观测器设计,用于状态和参数估计

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This paper investigates the design of an extended high gain observer to estimate the state together with some unknown constant parameters for a class of nonlinear systems. We firstly consider the case where all the parameters are known. A high gain state observer is proposed and its exponential convergence is carried out under a well defined persistent excitation condition. Then, the case where some parameters involved in the system equations are unknown is considered using a suitable augmentation of the nonlinear system with the parameters dynamics. Thanks to the introduction of the notion of characteristic indices associated to the unknown parameters, an extended high gain observer is designed to simultaneously estimate the state together with the unknown parameters. It is shown that the exponential convergence of the extended high gain observer is ensured under the persistent excitation condition that has been already considered for the state observer together with an additional persistent excitation to handle the parameter estimation process.
机译:本文研究了扩展的高增益观测器的设计,该观测器用于估计状态以及一些非线性系统的未知常数参数。我们首先考虑所有参数都已知的情况。提出了一种高增益状态观测器,并在明确定义的持续激发条件下进行了指数收敛。然后,通过使用具有参数动力学的非线性系统的适当扩充,考虑系统方程中涉及的某些参数未知的情况。由于引入了与未知参数相关的特征索引的概念,因此设计了扩展的高增益观测器,以与未知参数一起同时估计状态。结果表明,在已经为状态观测器考虑的持续激励条件下,可以确保扩展的高增益观测器的指数收敛性,并能处理参数估计过程,并具有附加的持续激励。

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