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Design of 2D oversampled linear phase DFT modulated filter banks via modified Newton's method

机译:改进牛顿法设计二维过采样线性相位DFT调制滤波器组

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In this paper, the structure of the 2D oversampled DFT modulated filter banks is analyzed and a spatial-domain condition of a filter bank without transfer function distortion is derived. Based upon the spatial-domain condition, a modified Newton's method is presented for fast design of 2D oversampled linear phase (LP) DFT modulated filter banks with nearly perfect reconstruction (NPR). We formulate the design problem into an unconstrained optimization with a fourth-order objective function, which is the weighted sum of the transfer function distortion of the filter bank and the stopband energy of the prototype filter (PF). The optimization is solved by the modified Newton's method, where each of iterations updates the PF by a set of linear equations. It is proved that the iteration process fast converges to a stationary point of the objective function. Compared with the existing methods, the new method is fast in computation and can design 2D filter banks with a large number of subbands.
机译:本文分析了二维过采样DFT调制滤波器组的结构,推导了没有传递函数失真的滤波器组的空间域条件。基于空间域条件,提出了一种改进的牛顿法,用于快速设计具有近乎完美重构(NPR)的二维过采样线性相位(LP)DFT调制滤波器组。我们将设计问题公式化为具有四阶目标函数的无约束优化,该目标函数是滤波器组的传递函数失真和原型滤波器(PF)的阻带能量的加权和。优化是通过修改后的牛顿法解决的,其中每次迭代都通过一组线性方程式更新PF。证明了迭代过程快速收敛到目标函数的一个固定点。与现有方法相比,该新方法计算速度快,可以设计具有大量子带的二维滤波器组。

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