各种维纳模型辨识方法在非线性过程建模中的比较

Imam Mujahidin Iqbal, N. Aziz
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引用次数: 9

摘要

精确、简单的模型是实现基于模型的控制器的必要条件。维纳模型是可以表示任何非线性过程的最简单的非线性模型之一。然而,在维纳模型开发中,有几种可用的识别方法,需要选择以产生最准确的模型。本文比较了非线性-线性方法、线性-非线性方法和同步方法在识别非线性pH中和过程的Wiener模型中的应用。从生成的几组数据中得到线性块和非线性块的逆参数。然后从模型精度、计算时间、数据需求和灵活性方面对这些方法进行比较。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Comparison of various Wiener model identification approach in modelling nonlinear process
An accurate and simple model is essential to implement a model based controller. Wiener model is one of the simplest nonlinear models that can represent any nonlinear process. However, in Wiener Model development, there are several identification approaches available and need to be selected to produce the most accurate model. In this work, the nonlinear - linear approach, the linear - nonlinear approach, and the simultaneous approach are compared in identification of the Wiener model for nonlinear pH neutralization process. The parameters of linear block and the inverse of nonlinear block were obtained from several sets of data that are generated. These approaches are then compared in terms of model accuracy, calculation time, data requirement, and their flexibility.
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