Quantization-Aware Binaural MWF Based Noise Reduction Incorporating External Wireless Devices

被引:3
|
作者
Zhang, Jie [1 ,2 ]
Li, Changheng [3 ]
机构
[1] Univ Sci Technol China USTC, Natl Engn Lab Speech & Language Informat Proc NEL, Hefei 230026, Peoples R China
[2] Chinese Acad Sci, Inst Acoust, State Key Lab Acoust, Beijing 100190, Peoples R China
[3] Delft Univ Technol, Fac Elect Engn Math & Comp Sci, NL-2628 Delft, Netherlands
基金
中国国家自然科学基金;
关键词
Speech processing; Binaural noise reduction; spatial cues; multichannel Wiener filter; partial noise preservation; bit-rate distribution; quantization; hearing aids; HEARING-AIDS; CUE PRESERVATION; THEORETICAL-ANALYSIS; ALGORITHMS;
D O I
10.1109/TASLP.2021.3120639
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
For hearing-impaired listeners, both ambient noise suppression and binaural cues preservation of directional sources are required, such that a complete spatial awareness of the acoustic scene can be obtained. It was shown that the binaural multichannel Wiener filter (MWF) with partial noise preservation can achieve joint noise reduction and binaural cues preservation and incorporating an external microphone signal improves the performance of binaural MWFs. Motivated by this, we propose a binaural MWF incorporating external wireless devices in this paper. First, we theoretically analyze the performance of the MWF in terms of output signal-to-noise ratio (SNR) and binaural cues preservation errors. As in practice the external devices are power driven with a limited amount of battery resource and the power consumption heavily depends on the transmission rate, given an expected noise reduction performance we then optimize the bit-rate for a single external microphone. Further, we consider to minimize the total power consumption over multiple external devices under a constraint on the output SNR, which turns out to be a rate distribution problem. The proposed rate-distributed binaural MWF is evaluated using a hearing-aid setup with various dynamics. It is shown that the proposed method can obtain a desired SNR at a much lower bit-rate, and an expected trade-off between SNR gain and binaural cues preservation accuracy can be obtained by optimizing the bit-rates. Increasing the bit-rates improves both instrumental speech quality and speech intelligibility.
引用
收藏
页码:3118 / 3131
页数:14
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