Distributed LCMV beamformer design by randomly permuted ADMM | |
Li, Zhibao3; Yiu, Ka Fai Cedric2; Dai, Yu-Hong4; Nordholm, Sven1 | |
刊名 | DIGITAL SIGNAL PROCESSING |
2020-11-01 | |
卷号 | 106页码:9 |
关键词 | Distributed LCMV beamformer Speech enhancement Blockwise optimization ADMM Random permutation |
ISSN号 | 1051-2004 |
DOI | 10.1016/j.dsp.2020.102820 |
英文摘要 | 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. |
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 |
语种 | 英语 |
出版者 | ACADEMIC PRESS INC ELSEVIER SCIENCE |
WOS记录号 | WOS:000577546400012 |
内容类型 | 期刊论文 |
源URL | [http://ir.amss.ac.cn/handle/2S8OKBNM/52319] |
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.Curtin Univ, Dept Elect Engn Comp & Math Sci, Kent St, Perth, WA, Australia 2.Hong Kong Polytech Univ, Dept Appl Math, Kowloon, Hung Hom, Hong Kong, Peoples R China 3.Cent South Univ, Sch Math & Stat, Changsha 410083, Hunan, Peoples R China 4.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, 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. |
个性服务 |
查看访问统计 |
相关权益政策 |
暂无数据 |
收藏/分享 |
除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。
修改评论