Model-Free VRFT-Based Tuning Method for PID Controllers

被引:2
|
作者
Vrancic, Damir [1 ]
Oliveira, Paulo Moura [2 ]
Bistak, Pavol [3 ]
Huba, Mikulas [3 ]
机构
[1] Jozef Stefan Inst, Ljubljana SI-1000, Slovenia
[2] Univ Tras Os Montes & Alto Douro, Sch Sci & Technol, Dept Engn, INESC TEC, P-5001911 Vila Real, Portugal
[3] Slovak Univ Technol Bratislava, Inst Automot Mechatron, Fac Elect Engn & Informat Technol, SK-81219 Bratislava, Slovakia
基金
欧盟地平线“2020”;
关键词
PID controller; data-based tuning; VRFT; controller tuning; DESIGN;
D O I
10.3390/math11030715
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
The main objective of this work was to develop a tuning method for PID controllers suitable for use in an industrial environment. Therefore, a computationally simple tuning method is presented based on a simple experiment on the process without requiring any input from the user. Essentially, the method matches the closed-loop response to the response obtained in the steady-state change experiment. The proposed method requires no prior knowledge of the process and, in its basic form, only the measurement of the change in the steady state of the process in the manually or automatically performed experiment is needed, which is not limited to step-like process input signals. The user does not need to provide any prior information about the process or any information about the closed-loop behavior. Although the control loop dynamics is not defined by the user, it is still known in advance because it is implicitly defined by the process open-loop response. Therefore, no exaggerated control signal swings are expected when the reference signal changes, which is an advantage in many industrial plants. The presented method was designed to be computationally undemanding and can be easily implemented on less powerful hardware, such as lower-end PLC controllers. The work has shown that the proposed model-free method is relatively insensitive to process output noise. Another advantage of the proposed tuning method is that it automatically handles the tuning of highly delayed processes, since the method discards the initial process response. The simplicity and efficiency of the tuning method is demonstrated on several process models and on a laboratory thermal system. The method was also compared to a tuning method based on a similar closed-loop criterion. In addition, all necessary Matlab/Octave files for the calculation of the controller parameters are provided online.
引用
收藏
页数:29
相关论文
共 50 条
  • [41] Neural-network-based method for fuzzy parameter tuning of PID controllers
    Wu, CJ
    Liu, GY
    Cheng, MY
    Lee, TL
    JOURNAL OF THE CHINESE INSTITUTE OF ENGINEERS, 2002, 25 (03) : 265 - 276
  • [42] Sequential Model-free Hyperparameter Tuning
    Wistuba, Martin
    Schilling, Nicolas
    Schmidt-Thieme, Lars
    2015 IEEE INTERNATIONAL CONFERENCE ON DATA MINING (ICDM), 2015, : 1033 - 1038
  • [43] Improving Model Reference Control Performance Using Model-Free VRFT and Q-Learning
    Radac, Mircea-Bogdan
    Precup, Radu-Emil
    2016 20TH INTERNATIONAL CONFERENCE ON SYSTEM THEORY, CONTROL AND COMPUTING (ICSTCC), 2016, : 7 - 13
  • [44] A new tuning of PID controllers based on LQR optimization
    Argelaguet, R
    Pons, M
    Quevedo, J
    Aguilar, J
    DIGITAL CONTROL: PAST, PRESENT AND FUTURE OF PID CONTROL, 2000, : 271 - 276
  • [45] Cooperative Adaptive Model-Free Control With Model-Free Estimation and Online Gain Tuning
    Safaei, Ali
    IEEE TRANSACTIONS ON CYBERNETICS, 2022, 52 (09) : 8642 - 8654
  • [46] A simple multiloop tuning method for PID controllers with no proportional kick
    Chien, I-Lung
    Huang, Hsiao-Ping
    Yang, Jen-Chien
    Industrial and Engineering Chemistry Research, 1999, 38 (04): : 1456 - 1468
  • [47] Tuning of PID controllers by the non-symmetrical optimum method
    Loron, L
    AUTOMATICA, 1997, 33 (01) : 103 - 107
  • [48] A new simple auto-tuning method for PID controllers
    Vrancic, D
    Peng, YB
    Petrovcic, J
    NEW TRENDS IN DESIGN OF CONTROL SYSTEMS 1997, 1998, : 463 - 468
  • [49] TUNING METHOD FOR INTERACTIVE MULTILOOP IMC, PI AND PID CONTROLLERS
    BASUALDO, MS
    MARCHETTI, JL
    CHEMICAL ENGINEERING COMMUNICATIONS, 1990, 97 : 47 - 73
  • [50] Tuning of multivariable PID controllers through the ultimate point method
    Campestrini, Luciola
    Bazanella, Alexandre Sanfelice
    PROCEEDINGS OF THE 45TH IEEE CONFERENCE ON DECISION AND CONTROL, VOLS 1-14, 2006, : 1834 - 1839