Model-Free Feedback Control Synthesis From Expert Demonstration

被引:2
|
作者
Blanchini, Franco [1 ]
Dabbene, Fabrizio [2 ]
Fenu, Gianfranco [3 ]
Pellegrino, Felice Andrea [3 ]
Salvato, Erica [3 ]
机构
[1] Univ Udine, Dipartimento Sci Matematiche Informat & Fis, I-33100 Udine, Italy
[2] CNR IEIIT, Inst Elect Comp & Telecommun Engn, I-10129 Turin, Italy
[3] Univ Trieste, Dept Engn & Architecture, I-34127 Trieste, Italy
来源
IEEE CONTROL SYSTEMS LETTERS | 2023年 / 7卷
关键词
Trajectory; Mathematical models; Feedback control; Marine vehicles; Noise measurement; Discrete-time systems; Cost function; Stabilizing feedback control; data-driven control; linear systems; RELATIVELY OPTIMAL-CONTROL; INVERSION-BASED CONTROL; CONTROL DESIGN; SYSTEMS;
D O I
10.1109/LCSYS.2023.3251575
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We show how it is possible to synthesize a stabilizing feedback control, in the complete absence of a model, starting from the open-loop control generated by an expert operator, capable of driving a system to a specific set-point. We assume that the system is linear and discrete time. We propose two different controls: a linear dynamic and a static, piecewise linear, one. We show the performance of the proposed controllers on a ship steering problem.
引用
收藏
页码:1604 / 1609
页数:6
相关论文
共 50 条
  • [1] Toward a model-free feedback control synthesis for treating acute inflammation
    Bara, Ouassim
    Fliess, Michel
    Join, Cedric
    Day, Judy
    Djouadi, Seddik M.
    JOURNAL OF THEORETICAL BIOLOGY, 2018, 448 : 26 - 37
  • [2] Model-Free Adaptive State Feedback Control for a Class of Nonlinear Systems
    Gao, Shouli
    Zhao, Dongya
    Yan, Xinggang
    Spurgeon, Sarah K. K.
    IEEE TRANSACTIONS ON AUTOMATION SCIENCE AND ENGINEERING, 2024, 21 (02) : 1824 - 1836
  • [3] Model-free control
    Fliess, Michel
    Join, Cedric
    INTERNATIONAL JOURNAL OF CONTROL, 2013, 86 (12) : 2228 - 2252
  • [4] Model-Free control performance improvement using virtual reference feedback tuning and reinforcement Q-learning
    Radac, Mircea-Bogdan
    Precup, Radu-Emil
    Roman, Raul-Cristian
    INTERNATIONAL JOURNAL OF SYSTEMS SCIENCE, 2017, 48 (05) : 1071 - 1083
  • [5] Model-Free Robust Optimal Feedback Mechanisms of Biological Motor Control
    Bian, Tao
    Wolpert, Daniel M.
    Jiang, Zhong-Ping
    NEURAL COMPUTATION, 2020, 32 (03) : 562 - 595
  • [6] Iterative Feedback Tuning of Model-Free Controllers
    Baciu, Andrei
    Lazar, Comeliu
    Caruntu, Constantin -Florin
    2021 25TH INTERNATIONAL CONFERENCE ON SYSTEM THEORY, CONTROL AND COMPUTING (ICSTCC), 2021, : 467 - 472
  • [7] Model-Free Fault Detection Based on Performance Residual for Feedback Control Systems
    Li, Zhuyuan
    Yang, Ying
    Li, Linlin
    Ma, Haoran
    Chen, Xiaolu
    IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS, 2022, 69 (11) : 4453 - 4457
  • [8] Remarks on input to state stability of perturbed gradient flows, motivated by model-free feedback control learning
    Sontag, Eduardo D.
    SYSTEMS & CONTROL LETTERS, 2022, 161
  • [9] Model-Free Inverse H-Infinity Control for Imitation Learning
    Xue, Wenqian
    Lian, Bosen
    Kartal, Yusuf
    Fan, Jialu
    Chai, Tianyou
    Lewis, Frank L.
    IEEE TRANSACTIONS ON AUTOMATION SCIENCE AND ENGINEERING, 2025, 22 : 5661 - 5672
  • [10] Model-free sliding mode control, theory and application
    Ebrahimi, Nahid
    Ozgoli, Sadjaad
    Ramezani, Amin
    PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART I-JOURNAL OF SYSTEMS AND CONTROL ENGINEERING, 2018, 232 (10) : 1292 - 1301