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Frequency domain adaptive algorithm with nonlinear function of error-to-reference ratio for double-talk robust echo cancellation

机译:具有非线性参考误差比函数的频域自适应算法,用于双向通话鲁棒回声消除

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References(21) Cited-By(3) Several adaptive algorithms for robust echo cancellation use nonlinear reference and/or error functions. Most of them require time-variant threshold estimators, e.g., noise level estimators or double-talk detectors, since their nonlinearities have to be adjusted in response to changes in near-end noise or speech signal levels. We propose a new frequency domain adaptive algorithm: the gradient-limited fast least-mean-squares (GL-FLMS), in which the coefficients are updated by using a nonlinear function of the error scaled by the reference magnitude, i.e., the error-to-reference ratio (ERR). When the acoustic coupling level between loudspeaker and microphone is bounded, the ERR is also bounded in the case of single-talk, but may increase during double-talk. The GL-FLMS limits unexpected increases in the ERR with fixed thresholds and prevents divergence of the coefficients, while not neglecting updates to adjust when a large reference signal introduces a large error during single-talk.
机译:References(21)Cited-By(3)几种用于鲁棒回声消除的自适应算法都使用非线性参考和/或误差函数。它们中的大多数都需要时变的阈值估计器,例如噪声电平估计器或双向通话检测器,因为必须根据近端噪声或语音信号电平的变化来调整其非线性。我们提出了一种新的频域自适应算法:梯度受限快速最小均方(GL-FLMS),其中,系数是通过使用误差的非线性函数(按参考幅度进行缩放)来更新系数的参考比(ERR)。当扬声器和麦克风之间的声耦合级别受限制时,在单通话情况下ERR也受限制,但在双通话期间可能会增加。 GL-FLMS在固定阈值的情况下限制了ERR的意外增加,并防止了系数的发散,同时当大参考信号在单次通话期间引入大误差时,也不会忽略要调整的更新。

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