Intelligent Reflecting Surface for Massive Device Connectivity: Joint Activity Detection and Channel Estimation
2020-05
会议录名称ICASSP 2020 - 2020 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP)
ISSN1520-6149
卷号2020-May
页码5175-5179
发表状态已发表
DOI10.1109/ICASSP40776.2020.9054415
摘要Intelligent Reflecting Surface (IRS) has been a promising solution to enhance wireless networks both spectral-efficiently and energy-efficiently. This paper considers an IRS-assisted the Internet of Things network for massive connectivity. We aim to solve the IRS-related activity detection and channel estimation problem which has not been studied before. In this paper, we formulate the IRS-related activity detection and channel estimation problem as sparse matrix factorization, matrix completion and multiple measurement vector problem and, we propose a three-stage framework based on the approximate message passing. Simulation results verify the effectiveness of the proposed algorithm.
会议录编者/会议主办者2020 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2020 - Proceedings ; Inst Elect & Elect Engineers,Inst Elect & Elect Engineers, Signal Proc Soc ; IEEE
关键词Intelligent reflecting surface device activity detection channel estimation compressed sensing and approximate message passing
会议名称2020 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2020
出版地NEW YORK
会议地点Barcelona, Spain
会议日期4-8 May 2020
URL查看原文
收录类别EI ; CPCI-S ; CPCI
语种英语
WOS研究方向Acoustics ; Engineering
WOS类目Acoustics ; Engineering, Electrical & Electronic
WOS记录号WOS:000615970405087
出版者Institute of Electrical and Electronics Engineers Inc., United States
EI入藏号20203309041646
WOS关键词MATRIX FACTORIZATION ; WIRELESS ; ALGORITHM ; MIMO
原始文献类型Conferences
来源库IEEE
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文献类型会议论文
条目标识符https://kms.shanghaitech.edu.cn/handle/2MSLDSTB/122314
专题信息科学与技术学院_硕士生
信息科学与技术学院_PI研究组_石远明组
信息科学与技术学院_博士生
作者单位
ShanghaiTech University,School of Information Science and Technology,Shanghai,China,201210
第一作者单位信息科学与技术学院
第一作者的第一单位信息科学与技术学院
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GB/T 7714
Shuhao Xia,Yuanming Shi. Intelligent Reflecting Surface for Massive Device Connectivity: Joint Activity Detection and Channel Estimation[C]//2020 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2020 - Proceedings, Inst Elect & Elect Engineers,Inst Elect & Elect Engineers, Signal Proc Soc, IEEE. NEW YORK:Institute of Electrical and Electronics Engineers Inc., United States,2020:5175-5179.
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