Parameter-Varying Koopman Operator for Nonlinear System Modeling and Control

被引:0
|
作者
Lee, Changyu [1 ]
Park, Kiyong [1 ]
Kim, Jinwhan [1 ]
机构
[1] Korea Adv Inst Sci & Technol, Dept Mech Engn, Daejeon 34141, South Korea
关键词
Parameter-varying system; Koopman operator; Model predictive control; PREDICTIVE CONTROL;
D O I
10.1109/CDC49753.2023.10384235
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper proposes a novel approach for modeling and controlling nonlinear systems with varying parameters. The approach introduces the use of a parameter-varying Koopman operator (PVKO) in a lifted space, which provides an efficient way to understand system behavior and design control algorithms that account for underlying dynamics and changing parameters. The PVKO builds on a conventional Koopman model by incorporating local time-invariant linear systems through interpolation within the lifted space. This paper outlines a procedure for identifying the PVKO and designing a model predictive control using the identified PVKO model. Simulation results demonstrate that the proposed approach improves model accuracy and enables predictions based on future parameter information. The feasibility and stability of the proposed control approach are analyzed, and their effectiveness is demonstrated through simulation.
引用
收藏
页码:3700 / 3705
页数:6
相关论文
共 50 条
  • [31] Linear Parameter-Varying Control Compatible with Excitation for Real-Time Modeling
    Miller, Luke J.
    AIAA SCITECH 2024 FORUM, 2024,
  • [32] Novel linear parameter-varying modeling and flutter suppression control of a smart airfoil
    Al-Hajjar, Ali M. H.
    Swei, Sean Shan-Min
    Zhu, Guoming
    PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART I-JOURNAL OF SYSTEMS AND CONTROL ENGINEERING, 2019, 233 (06) : 609 - 624
  • [33] H∞ and L2-to-L∞ gain control of linear parameter-varying systems with parameter-varying delays
    Tan, K
    Grigoriadis, KM
    Wu, F
    IEE PROCEEDINGS-CONTROL THEORY AND APPLICATIONS, 2003, 150 (05): : 509 - 517
  • [34] Decentralized Voltage Control with Linear Parameter-Varying
    Yilmaz, Mutlu
    El-Hawary, M. E.
    Bayat, F. Kemal
    7TH IEEE ANNUAL INFORMATION TECHNOLOGY, ELECTRONICS & MOBILE COMMUNICATION CONFERENCE IEEE IEMCON-2016, 2016,
  • [35] Design of nonlinear controllers for active vehicle suspensions using parameter-varying control synthesis
    Fialho, IJ
    Balas, GJ
    VEHICLE SYSTEM DYNAMICS, 2000, 33 (05) : 351 - 370
  • [36] Time-Varying Koopman Operator Theory for Nonlinear Systems Prediction
    Gueho, Damien
    Singla, Puneet
    Majji, Manoranjan
    2021 60TH IEEE CONFERENCE ON DECISION AND CONTROL (CDC), 2021, : 2294 - 2299
  • [37] Spectral Analysis of Koopman Operator and Nonlinear Optimal Control
    Vaidya, Umesh
    2022 IEEE 61ST CONFERENCE ON DECISION AND CONTROL (CDC), 2022, : 3853 - 3858
  • [38] Linear Parameter-Varying Iterative Learning Control With Application to a Linear Motor System
    Butcher, Mark
    Karimi, Alireza
    IEEE-ASME TRANSACTIONS ON MECHATRONICS, 2010, 15 (03) : 412 - 420
  • [39] Distributed Control of Linear Parameter-Varying Decomposable Systems
    Hoffmann, C.
    Eichler, A.
    Werner, H.
    2013 AMERICAN CONTROL CONFERENCE (ACC), 2013, : 2380 - 2385
  • [40] Adaptive Control With Global Exponential Stability for Parameter-Varying Nonlinear Systems Under Unknown Control Gains
    Ye, Hefu
    Zhao, Kai
    Wu, Haijia
    Song, Yongduan
    IEEE TRANSACTIONS ON CYBERNETICS, 2023, 53 (12) : 7858 - 7867