On sparse beamformer design with reverberation
文献类型:期刊论文
作者 | Li, Zhibao1; Yiu, Ma Fai Cedric2; Dai, Yu-Hong3![]() |
刊名 | APPLIED MATHEMATICAL MODELLING
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出版日期 | 2018-06-01 |
卷号 | 58页码:98-110 |
关键词 | Sparse beamformer design Reverberation Nonconvex optimization Smoothing approximation Smoothing BB-gradient method |
ISSN号 | 0307-904X |
DOI | 10.1016/j.apm.2017.10.035 |
英文摘要 | Microphone array beamforming is one of the most important techniques to enhance the signal of interest from its observations corrupted by interference, noise and reverberation. In designing the beamformer to fulfill a desire performance, the transfer function governing sound propagation is required in the formulation. In general, the beamformer usually contains a number of FIR filters with long length behind each of microphone element, especially in reverberant environment. In order to reduce complexity, it is favourable to have many zero coefficients in the FIR filters. In this paper, we study this kind of sparse beam former design problem. We first describe the transfer function developed for reverberant environment. Then we develop an L-2 - L-i, minimization model with 0 < p < 1 for the design of sparse beamformers and introduce the smoothing Barzilai-Borwein (BB) step gradient method for solving the problem. Experimental results show that the designed beam formers achieve comparable performance with rather sparse filter coefficients. (C) 2017 Elsevier Inc. All rights reserved. |
资助项目 | Chinese Natural Science Foundation[11701575] ; Chinese Natural Science Foundation[11631013] ; Chinese Natural Science Foundation[71331001] ; Chinese Natural Science Foundation[11331012] ; GRF[PolyU. 152200/14E] ; PolyU Grant[4-ZZGS] ; National 973 Program of China[2015CB856002] |
WOS研究方向 | Engineering ; Mathematics ; Mechanics |
语种 | 英语 |
WOS记录号 | WOS:000430037400009 |
出版者 | ELSEVIER SCIENCE INC |
源URL | [http://ir.amss.ac.cn/handle/2S8OKBNM/30076] ![]() |
专题 | 计算数学与科学工程计算研究所 |
通讯作者 | Yiu, Ma Fai Cedric |
作者单位 | 1.Cent S Univ, Sch Math & Stat, Changsha 410083, Hunan, Peoples R China 2.Hong Kong Polytech Univ, Dept Appl Math, Kowloon, Hong Kong, Peoples R China 3.Chinese Acad Sci, Acad Math & Syst Sci, Inst Computat Math & Sci Engn Comp, State Key Lab Sci & Engn Comp, Beijing 100190, Peoples R China |
推荐引用方式 GB/T 7714 | Li, Zhibao,Yiu, Ma Fai Cedric,Dai, Yu-Hong. On sparse beamformer design with reverberation[J]. APPLIED MATHEMATICAL MODELLING,2018,58:98-110. |
APA | Li, Zhibao,Yiu, Ma Fai Cedric,&Dai, Yu-Hong.(2018).On sparse beamformer design with reverberation.APPLIED MATHEMATICAL MODELLING,58,98-110. |
MLA | Li, Zhibao,et al."On sparse beamformer design with reverberation".APPLIED MATHEMATICAL MODELLING 58(2018):98-110. |
入库方式: OAI收割
来源:数学与系统科学研究院
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