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Iterative method for the definition of frequency-domain volterra models

机译:定义频域Volterra模型的迭代方法

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The interest towards nonlinear system modeling and identification is growing in the last years since more and more often the usual linear time invariant approach is not able to satisfy the requirements in terms of accuracy. Among the several types of nonlinear models, the Volterra series represents a very effective tool, being the straightforward generalization of the conventional approach. However, the number of coefficients grows exponentially with the order of nonlinearity to be considered. Therefore, in common applications, only low-order Volterra models are employed. Nowadays, the increase of computational power makes possible to employ frequency-domain Volterra models having a nonlinearity order higher than two or three, but a procedure allowing to write the frequency-domain kernels in a simple way has not been developed yet. The purpose of this work is to present an iterative method that allows writing the generic expression of frequency domain Volterra models considering a generic number of input harmonics and order of nonlinearity.
机译:近年来,人们对非线性系统建模和识别的兴趣日益浓厚,因为越来越多的常规线性时不变方法无法满足精度方面的要求。在几种类型的非线性模型中,Volterra系列代表了一种非常有效的工具,是常规方法的直接概括。但是,系数的数量以要考虑的非线性顺序呈指数增长。因此,在常见应用中,仅采用低阶Volterra模型。如今,计算能力的提高使得可以采用非线性度高于二或三的频域Volterra模型,但是尚未开发出允许以简单方式编写频域内核的过程。这项工作的目的是提出一种迭代方法,该方法允许考虑输入谐波的通用数量和非线性阶数来编写频域Volterra模型的通用表达式。

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