A survey on compressed sensing approach to systems and control

被引:0
|
作者
Nagahara, Masaaki [1 ]
Yamamoto, Yutaka [2 ]
机构
[1] Hiroshima Univ, Grad Sch Adv Sci & Engn, 1-4-1 Kagamiyama, Higashihiroshima, Hiroshima 7398521, Japan
[2] Kyoto Univ, Grad Sch Informat, Yoshida Honmachi Sakyo-ku, Kyoto 6068501, Japan
关键词
Compressed sensing; Convex optimization; Sparse control; Reduced-order control; Maximum hands-off control; HANDS-OFF CONTROL; ACTUATOR PLACEMENT; PREDICTIVE CONTROL; BAND; LMI;
D O I
10.1007/s00498-023-00366-1
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 survey paper, we review recent advances of compressed sensing applied to systems and control. Compressed sensing has been actively researched in the field of signal processing and machine learning. More recently, the method has been applied to systems and control problems, such as sparse feedback gain design, reduced-order control, and maximum hands-off control. This paper introduces these important applications of compressed sensing to systems and control. MATLAB programs for the numerical examples shown in this survey paper are available as supplementary materials.
引用
收藏
页码:1 / 20
页数:20
相关论文
共 50 条
  • [1] A survey on compressed sensing approach to systems and control
    Masaaki Nagahara
    Yutaka Yamamoto
    Mathematics of Control, Signals, and Systems, 2024, 36 : 1 - 20
  • [2] A Survey on Compressed Sensing in Vehicular Infotainment Systems
    Guo, Jie
    Song, Bin
    He, Ying
    Yu, Fei Richard
    Sookhak, Mehdi
    IEEE COMMUNICATIONS SURVEYS AND TUTORIALS, 2017, 19 (04): : 2662 - 2680
  • [3] Compressed sensing protocol for networked control systems
    Almodarresi, Elham
    Bajcinca, Naim
    2017 3RD INTERNATIONAL CONFERENCE ON EVENT-BASED CONTROL, COMMUNICATION AND SIGNAL PROCESSING (EBCCSP), 2017,
  • [4] A Survey of Compressed Sensing
    Boche, Holger
    Calderbank, Robert
    Kutyniok, Gitta
    Vybiral, Jan
    COMPRESSED SENSING AND ITS APPLICATIONS, 2015, : 1 - 39
  • [5] A compressed-sensing approach for closed-loop optimal control of nonlinear systems
    Lionel Mathelin
    Luc Pastur
    Olivier Le Maître
    Theoretical and Computational Fluid Dynamics, 2012, 26 : 319 - 337
  • [6] A compressed-sensing approach for closed-loop optimal control of nonlinear systems
    Mathelin, Lionel
    Pastur, Luc
    Le Maitre, Olivier
    THEORETICAL AND COMPUTATIONAL FLUID DYNAMICS, 2012, 26 (1-4) : 319 - 337
  • [7] Sparse control and compressed sensing in networked switched systems
    Li, Zhicheng
    Xu, Yinliang
    Huang, Hong
    Misra, Satyajayant
    IET CONTROL THEORY AND APPLICATIONS, 2016, 10 (09): : 1078 - 1087
  • [8] Quantized Compressed Sensing: A Survey
    Dirksen, Sjoerd
    COMPRESSED SENSING AND ITS APPLICATIONS, 2019, : 67 - 95
  • [9] A Practical Compressed Sensing Approach for Channel Estimation in OFDM Systems
    Singh, Istdeo
    Kalyani, Sheetal
    Giridhar, K.
    IEEE COMMUNICATIONS LETTERS, 2015, 19 (12) : 2146 - 2149
  • [10] A gradient-based approach to optimization of compressed sensing systems
    Li, Xiumei
    Bai, Huang
    Hou, Beiping
    SIGNAL PROCESSING, 2017, 139 : 49 - 61