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Modeling and identification of nonlinear systems using SISO LEM-Hammerstein and LEM-Wiener model structures

机译:利用sIsO LEm-Hammerstein和LEm-Wiener模型结构建模和识别非线性系统

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摘要

This paper applies the concept of linearization around the equilibrium manifold (LEM) already presented in the literature in order to construct model structures that can be viewed as extensions of the conventional Wiener and Hammerstein models. Instead of linear time-invariant subsystems in association with static nonlinearities, these extensions exhibit variable dynamic character and can therefore model a broader class of systems than the conventional cited approaches. Moreover, the identification strategy already used with LEM systems can be applied in order to construct such models from experiments, and the techniques destined for analysis and control of Wiener and Hammerstein systems can be applied promptly. To application of these concepts to the modeling and identification is demonstrated with a numerical example, considering a heat exchange system.
机译:本文采用围绕文献已经介绍的平衡流形(LEM)进行线性化的概念,以构建可被视为传统Wiener和Hammerstein模型的扩展的模型结构。这些扩展具有可变的动态特性,而不是与静态非线性相关联的线性时不变子系统,因此可以比常规引用的方法对更广泛的系统类别进行建模。此外,可以应用已经用于LEM系统的识别策略,以便从实验中构建这种模型,并且可以迅速应用用于分析和控制Wiener和Hammerstein系统的技术。结合一个热交换系统,通过一个数值例子说明了如何将这些概念应用于建模和识别。

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