Low Power Real-time Data Acquisition using Compressive Sensing

被引:0
|
作者
Powers, Linda S. [1 ,2 ,3 ]
Zhang, Yiming [1 ]
Chen, Kemeng [1 ]
Pan, Huiqing [1 ]
Wu, Wo-Tak [1 ]
Hall, Peter W. [1 ]
Fairbanks, Jerrie V. [1 ]
Nasibulin, Radik [1 ]
Roveda, Janet M. [1 ,2 ,3 ]
机构
[1] Univ Arizona, Dept Elect & Comp Engn, Tucson, AZ 85721 USA
[2] Univ Arizona, Biomed Engn Grad Interdisciplinary Program, Tucson, AZ 85721 USA
[3] Univ Arizona, Inst Bio5, Tucson, AZ 85721 USA
关键词
Compressive sensing; Adaptive Design for Information; low power; real-time data acquisition;
D O I
10.1117/12.2263220
中图分类号
TB3 [工程材料学];
学科分类号
0805 ; 080502 ;
摘要
New possibilit ies exist for the development of novel hardware/software platforms havin g fast data acquisition capability with low power requirements. One application is a high speed Adaptive Design for Information (ADI) system that combines the advantages of feature-based data compression, low power nanometer CMOS technology, and stream computing [1]. We have developed a compressive sensing (CS) algorithm which linearly reduces the data at the analog front end, an approach which uses analog designs and computations instead of smaller feature size transistors for higher speed and lower power. A level-crossing sampling approach replaces Nyquist sampling. With an in-memory design, the new compressive sensing based instrumentation performs digitization only when there is enough variation in the input and when the random selection matrix chooses this input.
引用
收藏
页数:6
相关论文
共 50 条
  • [1] A REAL-TIME REMOTE SENSING AND DATA ACQUISITION SYSTEM FOR A NUCLEAR POWER PLANT
    Kim, Kiho
    Hieu, Bui Van
    Beak, Seunghyun
    Choi, Seunghwan
    Son, Taeha
    Kim, Jung
    Han, Seungchul
    Jeong, Taikyeong
    [J]. NUCLEAR ENGINEERING AND TECHNOLOGY, 2011, 43 (02) : 99 - 104
  • [2] Real-time Visual Tracking Using Compressive Sensing
    Li, Hanxi
    Shen, Chunhua
    Shi, Qinfeng
    [J]. 2011 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 2011, : 1305 - 1312
  • [3] REAL-TIME DATA ACQUISITION USING DMA
    NOLAN, T
    [J]. DR DOBBS JOURNAL, 1990, 15 (01): : 28 - &
  • [4] REAL-TIME DATA ACQUISITION USING SPC
    KYDE, WC
    LAYDEN, J
    [J]. MANUFACTURING ENGINEERING, 1988, 101 (04): : 64 - 67
  • [5] Low Power, Accurate Time Synchronization MAC Protocol for Real-time Wireless Data Acquisition
    Zhang, Jie
    Wu, Jie
    Han, Zhao
    Liu, Liefeng
    Tian, Kaiyun
    [J]. 2012 18TH IEEE-NPSS REAL TIME CONFERENCE (RT), 2012,
  • [6] Low Power, Accurate Time Synchronization MAC Protocol for Real-Time Wireless Data Acquisition
    Zhang, Jie
    Wu, Jie
    Han, Zhao
    Liu, Liefeng
    Tian, Kaiyun
    Dong, Juan
    [J]. IEEE TRANSACTIONS ON NUCLEAR SCIENCE, 2013, 60 (05) : 3683 - 3688
  • [7] A Real-time Object Detecting System using Compressive Sensing
    Agrawal, Urvi Anil
    Jani, Preetida Vinayakray
    [J]. PROCEEDINGS OF 2017 IEEE INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING AND COMMUNICATION (ICSPC'17), 2017, : 68 - 74
  • [8] REAL-TIME DATA ACQUISITION
    BROWN, H
    JANNEY, R
    [J]. ABSTRACTS OF PAPERS OF THE AMERICAN CHEMICAL SOCIETY, 1984, 188 (AUG): : 42 - COMP
  • [9] REAL-TIME DATA ACQUISITION
    BUNNELL, M
    BUNNELL, M
    [J]. DR DOBBS JOURNAL, 1989, 14 (06): : 36 - &
  • [10] Data Acquisition System for Volcano Monitoring With Real-Time Transmission, Low Cost and Low Power Consumption
    Moure, David
    Torres, Pedro
    Toma, Daniel M.
    del Rio, Joaquin
    Manuel, Antoni
    [J]. PROCEEDINGS OF THE 21ST IMEKO TC-4 INTERNATIONAL SYMPOSIUM ON UNDERSTANDING THE WORLD THROUGH ELECTRICAL AND ELECTRONIC MEASUREMENT AND 19TH INTERNATIONAL WORKSHOP ON ADC MODELLING AND TESTING, 2016, : 233 - 235