Distributed LCMV beamformer design by randomly permuted ADMM

doi:10.1016/j.dsp.2020.102820

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	Distributed LCMV beamformer design by randomly permuted ADMM
	Li, Zhibao 1; Yiu, Ka Fai Cedric 2; Dai, Yu-Hong 3; Nordholm, Sven 4
	2020-11-01
发表期刊	DIGITAL SIGNAL PROCESSING
ISSN	1051-2004
卷号	106 页码:9
摘要	In recent years, distributed beamforming has attracted a lot of attention. Since each node has its own processing power, one significant advantage is the capability of distributed computing. In general, almost all distributed beamforming approaches are solving certain multi-block optimization problems. However, additional conditions are usually required to ensure convergence. In this paper, a new distributed beamforming algorithm is proposed. We first introduce the augmented Lagrangian method to implement the centralized LCMV beamformer design. Then, we propose an effective blockwise optimization method for the design of distributed LCMV beamformer based on the randomly permuted alternating direction method of multiplier (RP-ADMM). The expected convergence is obtained for distributed LCMV beamformer design without additional conditions. Numerical experiments are conducted to illustrate the performance of the proposed method. (C) 2020 Elsevier Inc. All rights reserved.
关键词	Distributed LCMV beamformer Speech enhancement Blockwise optimization ADMM Random permutation
DOI	10.1016/j.dsp.2020.102820
收录类别	SCI
语种	英语
资助项目	Natural Science Foundation of China[11631013] ; Natural Science Foundation of China[71331001] ; Natural Science Foundation of China[11331012] ; Natural Science Foundation of China[11701575] ; Natural Science Foundation of China[11801161] ; Natural Science Foundation of Hunan Province[2018JJ3624] ; research startup foundations of Central South University ; RGC[152245/18E] ; RGC[4-ZZGS] ; RGC[G-UAHF] ; National 973 Program of China[2015CB856002]
WOS研究方向	Engineering
WOS类目	Engineering, Electrical & Electronic
WOS记录号	WOS:000577546400012
出版者	ACADEMIC PRESS INC ELSEVIER SCIENCE
引用统计
文献类型	期刊论文
条目标识符	http://ir.amss.ac.cn/handle/2S8OKBNM/52320
专题	中国科学院数学与系统科学研究院
通讯作者	Yiu, Ka Fai Cedric
作者单位	1.Cent South Univ, Sch Math & Stat, Changsha 410083, Hunan, Peoples R China 2.Hong Kong Polytech Univ, Dept Appl Math, Kowloon, Hung Hom, 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 4.Curtin Univ, Dept Elect Engn Comp & Math Sci, Kent St, Perth, WA, Australia
推荐引用方式 GB/T 7714	Li, Zhibao,Yiu, Ka Fai Cedric,Dai, Yu-Hong,et al. Distributed LCMV beamformer design by randomly permuted ADMM[J]. DIGITAL SIGNAL PROCESSING,2020,106:9.
APA	Li, Zhibao,Yiu, Ka Fai Cedric,Dai, Yu-Hong,&Nordholm, Sven.(2020).Distributed LCMV beamformer design by randomly permuted ADMM.DIGITAL SIGNAL PROCESSING,106,9.
MLA	Li, Zhibao,et al."Distributed LCMV beamformer design by randomly permuted ADMM".DIGITAL SIGNAL PROCESSING 106(2020):9.