Compressed Sensing Based Data Acquisition Method in Sparse Signal

被引:0
|
作者
Liu, Chang-Qing [1 ]
Guo, Jie-Rong [1 ]
Wang, Sheng-Hui [1 ]
机构
[1] Hunan Univ Arts & Sci, Coll Phys & Elect Sci, Changde 415000, Peoples R China
关键词
Compressed Sensing; Internet of Things; Wireless Sensor Networks Data Acquisition; Sparse Signal;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, we briefly introduce the compressed sensing (CS) theory in aspects of the sampling and transmission coordination during the network lifetime through providing simple coding process with low computation costs. Next, a compressed sensing-based framework is proposed for networks, in which the nodes measure, transmit, and store the sampled data in the compressed sensing framework. Then, a cluster-sparse reconstruction algorithm is proposed for in-network compression aiming at more accurate data reconstruction.
引用
收藏
页码:858 / 864
页数:7
相关论文
共 50 条
  • [41] A Continuous Biomedical Signal Acquisition System Based on Compressed Sensing in Body Sensor Networks
    Li, Shancang
    Xu, Li Da
    Wang, Xinheng
    IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2013, 9 (03) : 1764 - 1771
  • [42] MOSAICS: Multiplexed Optimal Signal Acquisition Involving Compressed Sensing
    Satyanarayana, J. V.
    Ramakrishnan, A. G.
    2010 INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING AND COMMUNICATIONS (SPCOM), 2010,
  • [43] Acoustic Signal Acquisition System Based on Wireless Sensor Networks and Compressed Sensing Theory
    Han, Antai
    Yang, Yuemei
    Peng, Hui
    Zhao, Zikai
    2012 WORLD AUTOMATION CONGRESS (WAC), 2012,
  • [44] An improved Gaussian frequency domain sparse inversion method based on compressed sensing
    Liu, Yang
    Zhang, Jun-Hua
    Wang, Yan-Guang
    Liu, Li-Bin
    Li, Hong-Mei
    APPLIED GEOPHYSICS, 2020, 17 (03) : 443 - 452
  • [45] An improved Gaussian frequency domain sparse inversion method based on compressed sensing
    Yang Liu
    Jun-Hua Zhang
    Yan-Guang Wang
    Li-Bin Liu
    Hong-Mei Li
    Applied Geophysics, 2020, 17 : 443 - 452
  • [46] Compressed Sensing Fault Diagnosis Method Based on Single Mode Sparse Dictionary
    Zhang, Jianyu
    Wang, Guofeng
    Zhang, Suizhen
    Zhendong Ceshi Yu Zhenduan/Journal of Vibration, Measurement and Diagnosis, 2024, 44 (03): : 486 - 493
  • [47] A Compressed Sensing Sparse Channel Estimation Method for TDCS Based on Cyclic Prefix
    Su Yuze
    Ren Qinghua
    Meng Qingwei
    2015 IEEE International Conference on Signal Processing, Communications and Computing (ICSPCC), 2015, : 709 - 713
  • [48] A signal reconstruction method of wireless sensor network based on compressed sensing
    Zhu, Shiyu
    Chen, Shanxiong
    Peng, Xihua
    Xiong, Hailing
    Wu, Sheng
    EURASIP JOURNAL ON WIRELESS COMMUNICATIONS AND NETWORKING, 2020, 2020 (01)
  • [49] Signal Reconstruction of Compressed Sensing Based on Alternating Direction Method of Multipliers
    Zhang, Yanliang
    Li, Xingwang
    Zhao, Guoying
    Lu, Bing
    Cavalcante, Charles C.
    CIRCUITS SYSTEMS AND SIGNAL PROCESSING, 2020, 39 (01) : 307 - 323
  • [50] Signal Reconstruction of Compressed Sensing Based on Alternating Direction Method of Multipliers
    Yanliang Zhang
    Xingwang Li
    Guoying Zhao
    Bing Lu
    Charles C. Cavalcante
    Circuits, Systems, and Signal Processing, 2020, 39 : 307 - 323