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Iterative time-frequency domain transform method for filtering time- varying, nonstationary wide band signals in noise

机译:滤波时变,非平稳宽带信号的迭代时频域变换方法

摘要

An iterative time frequency algorithm filters noisy wide band/nonstationary signals by projecting the noisy signal into the TF domain, masking the TF response, computing the inverse TF transform to extract a filtered signal, and repeating these steps until the projection lies within the mask. As a result, the TF domain properties of the extracted signal are substantially equal to the desired TF domain properties. Furthermore, the iterative approach is computationally simple because it avoids inverting matrices. The TF transform and its inverse must be selected such that the iterative algorithm is guaranteed to converge. Candidate transform pairs can be tested on known data, and if the TF transforms converge to the desired TF properties, the candidate pair can be selected. Alternately, the candidate pairs can be tested against a sufficient convergence condition, and if they satisfy the condition within an acceptable tolerance, they can be selected with confidence. Furthermore, the sufficient convergence condition can be solved directly to provide the TF transform and its inverse.
机译:迭代时频算法通过将噪声信号投射到TF域中,屏蔽TF响应,计算TF逆变换以提取滤波后的信号,并重复这些步骤,直到投影位于掩模内,从而对宽带/非平稳信号进行滤波。结果,所提取信号的TF域特性基本上等于期望的TF域特性。此外,迭代方法在计算上很简单,因为它避免了矩阵求逆。必须选择TF变换及其逆,以确保迭代算法收敛。可以在已知数据上测试候选变换对,如果TF变换收敛到所需的TF属性,则可以选择候选对。或者,可以针对足够的收敛条件测试候选对,如果它们在可接受的公差范围内满足条件,则可以放心地选择它们。此外,可以直接求解足够的收敛条件以提供TF变换及其逆。

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