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Decoupling Static Nonlinearities in a Parallel Wiener-Hammerstein System: A First-order Approach

机译:在平行维也纳 - Hammerstein系统中解耦静态非线性:一阶方法

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We present a method to decompose a static MIMO (multiple-input-multiple-output) nonlinearity into a set of SISO (single-input-single-output) polynomials acting on internal variables that are related to the inputs and outputs of the MIMO nonlinearity by linear transformations. The method is inspired on the small-signal analysis of nonlinear circuits and proceeds by collecting first-order information of the MIMO function into a set of Jacobian matrices. A simultaneous diagonalization of the set of Jacobian matrices is computed using a tensor decomposition, providing the required linear transformations, after which also the coefficients of the internal SISO polynomials can be computed. The method is validated on measurements of a parallel two-branch Wiener-Hammerstein identification setup.
机译:我们介绍一种将静态MIMO(多输入 - 多输出)非线性分解为一组SISO(单次输入单输出)多项式的方法,该多项式作用于与MIMO非线性的输入和输出相关的内部变量通过线性变换。该方法是在非线性电路的小信号分析上启发,并通过将MIMO函数的一阶信息收集到一组雅比尼亚矩阵中进行。使用张量分解来计算该组族织矩阵的同时对角化,提供所需的线性变换,之后可以计算内部Siso多项式的系数。该方法验证了并行双分支维也纳 - Hammerstein识别设置的测量。

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