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Observer design for nonlinear systems with discrete-time measurements

机译:具有离散时间测量的非线性系统的观测器设计

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This paper focuses on the development of asymptotic observers for nonlinear discrete-time systems. It is argued that instead of trying to imitate the linear observer theory, the problem of constructing a nonlinear observer can be more fruitfully studied in the context of solving simultaneous nonlinear equations. In particular, it is shown that the discrete Newton method, properly interpreted, yields an asymptotic observer for a large class of discrete-time systems, while the continuous Newton method may be employed to obtain a global observer. Furthermore, it is analyzed how the use of Broyden's method in the observer structure affects the observer's performance and its computational complexity. An example illustrates some aspects of the proposed methods; moreover, it serves to show that these methods apply equally well to discrete-time systems and to continuous-time systems with sampled outputs.
机译:本文重点研究非线性离散时间系统的渐近观测器。有人认为,代替尝试模仿线性观测器理论,可以在求解联立非线性方程的情况下,更有效地研究构造非线性观测器的问题。尤其是,它表明,经过适当解释的离散牛顿法可为一大类离散时间系统产生渐近观测器,而连续牛顿法可用于获得全局观测器。此外,分析了在观察者结构中使用Broyden方法如何影响观察者的性能及其计算复杂性。一个例子说明了所提出方法的一些方面。此外,它还表明这些方法同样适用于离散时间系统和具有采样输出的连续时间系统。

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