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Fractional-order Polynomial Wiener System Identification

机译:分数阶多项式维纳系统辨识

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This paper deals with the problem of identification of fractional-order Wiener systems. This model consists of a linear fractional-order state space system in series with a static nonlinear block. This problem poses different difficulties, because, it consists of estimating the system parameters and the fractional order. In this work, a new identification algorithm is performed: firstly, the parameters of both the linear and the nonlinear subsystems are estimated based on the Least Squares algorithm and the states are updated based on the auxiliary model principle using the estimated parameters, then, the system order will be estimated using the Levenberg-Marquardt algorithm. Finally, a numerical simulation is offered in the extent to evaluate the effectiveness of the presented method.
机译:本文讨论了分数阶维纳系统的识别问题。该模型由与静态非线性模块串联的线性分数阶状态空间系统组成。这个问题带来了不同的困难,因为它包括估计系统参数和分数阶。在这项工作中,执行了一种新的识别算法:首先,基于最小二乘算法估计线性子系统和非线性子系统的参数,并使用估计的参数根据辅助模型原理更新状态,然后系统顺序将使用Levenberg-Marquardt算法估算。最后,在一定程度上提供了数值模拟,以评估所提出方法的有效性。

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