Direct Data-Driven Control of Linear Time-Varying Systems

被引:7
|
作者
Nortmann, Benita [1 ]
Mylvaganam, Thulasi [2 ]
机构
[1] Imperial Coll London, Dept Aeronaut, London, England
[2] Imperial Coll London, Dept Aeronaut, London, England
关键词
Data-driven control; linear time-varying (LTV) sys-tems; linear matrix inequalities (LMIs); optimal control; robust con-trol; LQR;
D O I
10.1109/TAC.2023.3276909
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Considering discrete-time linear time-varying systems with unknown dynamics, controllers guaranteeing bounded closed-loop trajectories, optimal performance, and robustness to process and measurement noise are designed via convex feasibility and optimization problems involving purely data-dependent linear matrix inequalities. For the special case of periodically time-varying systems, infinite-horizon guarantees are achieved based on finite-length data sequences.
引用
收藏
页码:4888 / 4895
页数:8
相关论文
共 50 条
  • [1] Data-Driven Control of Linear Time-Varying Systems
    Nortmann, Benita
    Mylvaganam, Thulasi
    [J]. 2020 59TH IEEE CONFERENCE ON DECISION AND CONTROL (CDC), 2020, : 3939 - 3944
  • [2] Robust Data-Driven Predictive Control for Linear Time-Varying Systems
    Hu, Kaijian
    Liu, Tao
    [J]. IEEE CONTROL SYSTEMS LETTERS, 2024, 8 : 910 - 915
  • [3] Online Data-Driven Adaptive Control for Unknown Linear Time-Varying Systems
    Liu, Shenyu
    Chen, Kaiwen
    Eising, Jaap
    [J]. 2023 62ND IEEE CONFERENCE ON DECISION AND CONTROL, CDC, 2023, : 8775 - 8780
  • [4] Data-Driven Adaptive Optimal Control for Linear Systems With Structured Time-Varying Uncertainty
    Zhang, Meng
    Gan, Ming-Gang
    [J]. IEEE ACCESS, 2019, 7 : 9215 - 9224
  • [5] Adaptive Data-Driven Control for Linear Time Varying Systems
    Abdalla, Talal
    [J]. MACHINES, 2021, 9 (08)
  • [6] Direct data-driven control of linear parameter-varying systems
    Formentin, Simone
    Piga, Dario
    Toth, Roland
    Savaresi, Sergio M.
    [J]. 2013 IEEE 52ND ANNUAL CONFERENCE ON DECISION AND CONTROL (CDC), 2013, : 4110 - 4115
  • [7] Data-driven Finite-horizon Optimal Control for Linear Time-varying Discrete-time Systems
    Pang, Bo
    Bian, Tao
    Jiang, Zhong-Ping
    [J]. 2018 IEEE CONFERENCE ON DECISION AND CONTROL (CDC), 2018, : 861 - 866
  • [8] Direct data-driven control of linear time-delay systems
    Formentin, S.
    Corno, M.
    Savaresi, S. M.
    Del Re, L.
    [J]. ASIAN JOURNAL OF CONTROL, 2012, 14 (03) : 652 - 663
  • [9] High-Confidence Data-Driven Ambiguity Sets for Time-Varying Linear Systems
    Boskos, Dimitris
    Cortes, Jorge
    Martinez, Sonia
    [J]. IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2024, 69 (02) : 797 - 812
  • [10] A Novel Data-driven Terminal Iterative Learning Control for Nonlinear Time-varying Systems
    Chi Ronghu
    Liu Yu
    Hou Zhongsheng
    Jin Shangtai
    [J]. 2015 34TH CHINESE CONTROL CONFERENCE (CCC), 2015, : 3107 - 3110