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Speech enhancement using an equivalent source inverse filtering-based microphone array

机译:使用等效源基于逆滤波的麦克风阵列进行语音增强

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摘要

This paper presents a microphone array technique aimed at enhancing speech quality in a reverberant environment. This technique is based on the central idea of single-input-multiple-output equivalent source inverse filtering (SIMO-ESIF). The inverse filters required by the time-domain processing in the technique serve two purposes: de-reverberation and noise reduction. The proposed approach could be useful in telecommunication applications such as automotive hands-free systems,where noise-corrupted speech signal generally needs to be enhanced. SIMO-ESIF can be further enhanced against uncertainties and perturbations by including an adaptive generalized side-lobe canceller. The system is implemented and validated experimentally in a car. As indicated by numerous performance measures, the proposed system proved effective in reducing noise in human speech without significantly compromising the speech quality. In addition, listening tests were conducted to assess the subjective performance of the proposed system, with results processed by using the analysis of variance and a post hoc Fisher's least significant difference (LSD) test to assess the pairwise difference between the noise reduction (NR) algorithms.
机译:本文提出了一种麦克风阵列技术,旨在提高混响环境中的语音质量。该技术基于单输入多输出等效源逆滤波(SIMO-ESIF)的中心思想。该技术中的时域处理所需的逆滤波器具有两个目的:去混响和降噪。所提出的方法在诸如汽车免提系统之类的电信应用中可能是有用的,其中通常需要增强噪声损坏的语音信号。通过包括自适应广义旁瓣消除器,可以进一步增强SIMO-ESIF的抗不确定性和扰动能力。该系统是在汽车上通过实验实现和验证的。正如许多性能指标所表明的那样,所提出的系统被证明可以有效地减少人类语音中的噪声,而不会显着损害语音质量。此外,还进行了听力测试以评估所提议系统的主观性能,并通过使用方差分析和事后费舍尔最小显着性差异(LSD)测试处理结果,以评估降噪(NR)之间的成对差异。算法。

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