A novel interpolation method for blind system identification

A. Antonakoudi, A. Constantinides
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Abstract

The problem of single channel blind identification/deconvolution is considered, where a degraded observed signal is modelled as the convolution of a non-stationary source signal with a stationary IIR distortion filter. The specific contribution is concerned with the development of the conditions for the resolution of the problem by means of interpolation as opposed to the usual approach through resampling. Recovery of the source input is achieved by introducing a novel interpolation scheme, which is applied to the observed distorted output to create the necessary conditions for blind identification of the filter parameters.
一种新的系统盲辨识插值方法
考虑了单通道盲识别/反卷积问题,将退化的观测信号建模为非平稳源信号与平稳IIR失真滤波器的卷积。具体的贡献是与通过重新采样的通常方法相反,通过插值方法解决问题的条件的发展有关。通过引入一种新的插值方案实现源输入的恢复,该插值方案应用于观测到的失真输出,为盲识别滤波器参数创造必要条件。
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