A Useful Performance Metric for Compressed Channel Sensing

被引:5
|
作者
Sharp, Matthew [1 ]
Scaglione, Anna [2 ]
机构
[1] Cornell Univ, Ithaca, NY 14853 USA
[2] Univ Calif Davis, Davis, CA 95616 USA
基金
美国国家科学基金会;
关键词
Channel estimation; compressed sensing; system identification; sparsity; SPARSE; RECOVERY;
D O I
10.1109/TSP.2011.2123892
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Recently, new progress has been made in using basis expansion models for system identification with compressed sensing. To aid the application of these methodologies, we introduce a metric, called localized coherence, for choosing input signals that result in better estimation performance. Its definition is motivated through the analysis of the normalized mean Euclidean error of the channel estimate and its efficacy is demonstrated through numerical simulations.
引用
收藏
页码:2982 / 2988
页数:7
相关论文
共 50 条
  • [1] Compressed channel sensing
    Bajwa, Waheed U.
    Haupt, Jarvis
    Raz, Gil
    Nowak, Robert
    2008 42ND ANNUAL CONFERENCE ON INFORMATION SCIENCES AND SYSTEMS, VOLS 1-3, 2008, : 5 - +
  • [2] Performance Evaluation of UWB using Compressed Sensing in Multipath Channel Estimations
    Chen, Shao-Yuan
    Stark, Wayne E.
    2011 IEEE GLOBAL TELECOMMUNICATIONS CONFERENCE (GLOBECOM 2011), 2011,
  • [3] Compressed Sensing for Wireless Communications: Useful Tips and Tricks
    Choi, Jun Won
    Shim, Byonghyo
    Ding, Yacong
    Rao, Bhaskar
    Kim, Dong In
    IEEE COMMUNICATIONS SURVEYS AND TUTORIALS, 2017, 19 (03): : 1527 - 1550
  • [4] Compressed Sensing for Wideband HF Channel Estimation
    Marques, E. C.
    Maciel, N.
    Naviner, L. A. B.
    Cai, Hao
    Yang, Jun
    2018 4TH INTERNATIONAL CONFERENCE ON FRONTIERS OF SIGNAL PROCESSING (ICFSP 2018), 2018, : 1 - 5
  • [5] Channel Estimation Technique Based on Compressed Sensing
    Hu, Xiaofeng
    Zhu, Jianlin
    MATERIALS PROCESSING AND MANUFACTURING III, PTS 1-4, 2013, 753-755 : 2594 - 2597
  • [6] A Compressed Sensing Wire-Tap Channel
    Reeves, Galen
    Goela, Naveen
    Milosavljevic, Nebojsa
    Gastpar, Michael
    2011 IEEE INFORMATION THEORY WORKSHOP (ITW), 2011,
  • [7] Compressed sensing channel estimation in massive MIMO
    Pramanik, Ankita
    Maity, Santi P.
    Farheen, Zeba
    IET COMMUNICATIONS, 2019, 13 (19) : 3145 - 3152
  • [8] Application of Compressed Sensing to DRM Channel Estimation
    Qi, Chenhao
    Wu, Lenan
    2011 IEEE 73RD VEHICULAR TECHNOLOGY CONFERENCE (VTC SPRING), 2011,
  • [9] Performance Comparison of Different OFDM Transmission Schemes: Exploiting Compressed Sensing for Channel Estimation
    Pavithran, Girish
    Aswathi, C.
    Jose, Renu
    2016 INTERNATIONAL CONFERENCE ON COMMUNICATION AND SIGNAL PROCESSING (ICCSP), VOL. 1, 2016, : 956 - 960
  • [10] Magnetic Resonance Fingerprinting with compressed sensing and distance metric learning
    Wang, Zhe
    Li, Hongsheng
    Zhang, Qinwei
    Yuan, Jing
    Wang, Xiaogang
    NEUROCOMPUTING, 2016, 174 : 560 - 570