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Acoustic Echo Cancellation Using Frequency-Domain Spline Identification

机译:使用频域样条识别的回声消除

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摘要

Low-complexity delayless acoustic echo cancellation techniques based on frequency-domain spline-identification are proposed and investigated. Two methods of approximation of the acoustic frequency response, both using B-splines, are considered: the optimal-spline method and the local-spline method. The optimal-spline method seeks the solution of a least squares problem. The most computationally demanding part of the method, solution of the normal equations, is implemented by using the low-complexity dichotomous coordinate descent algorithm. The local-spline method avoids solving the normal equations, enabling further simplification; this is at the expense of a slight degradation in the cancellation performance. A novel efficient double-talk detector is also proposed, being an inherent feature of the frequency-domain identification. Open-loop and closed-loop identification schemes with cubic splines are studied by simulation and compared with the fast affine projection (FAP) algorithm. The proposed techniques provide cancellation performance better than that of the FAP algorithm, especially in double-talk and noisy environments, with a lower complexity
机译:提出并研究了基于频域样条识别的低复杂度无延迟声回波消除技术。考虑了两种均使用B样条近似声频响应的方法:最佳样条方法和局部样条方法。最佳样条方法寻求最小二乘问题的解决方案。该方法最需要计算的部分是正态方程的求解,它是通过使用低复杂度二分坐标下降算法来实现的。局部样条方法避免了求解正规方程,从而可以进一步简化。这是以抵消性能稍微降低为代价的。还提出了一种新颖的高效双向通话检测器,它是频域识别的固有特征。通过仿真研究了三次样条的开环和闭环辨识方案,并与快速仿射投影(FAP)算法进行了比较。所提出的技术提供了比FAP算法更好的消除性能,特别是在通话双方和嘈杂的环境中,复杂度较低

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