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Adaptive filtering in sub-bands with critical sampling: analysis, experiments, and application to acoustic echo cancellation

机译:具有关键采样的子带自适应滤波:分析,实验以及在回声消除中的应用

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摘要

An exact analysis of the critically subsampled two-band modelization scheme is given, and it is demonstrated that adaptive cross-filters between the subbands are necessary for modelization with small output errors. It is shown that perfect reconstruction filter banks can yield exact modelization. These results are extended to the critically subsampled multiband schemes, and important computational savings are seen to be achieved by using good quality filter banks. The problem of adaptive identification in critically subsampled subbands is considered and an appropriate adaptation algorithm is derived. The authors give a detailed analysis of the computational complexity of all the discussed schemes, and experimentally verify the theoretical results that are obtained. The adaptive behavior of the subband schemes that were tested is discussed
机译:给出了对临界二次采样的两频带建模方案的精确分析,并证明了子频带之间的自适应交叉滤波器对于具有小输出误差的建模是必要的。结果表明,完美的重建滤波器组可以产生精确的建模。这些结果扩展到了关键的二次采样多频带方案,并且通过使用高质量的滤波器组,可以节省大量的计算。考虑了临界子采样子带中的自适应识别问题,并推导了合适的自适应算法。作者对所有讨论的方案的计算复杂性进行了详细分析,并通过实验验证了所获得的理论结果。讨论了已测试的子带方案的自适应行为

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