Parameter tuning of the PG initial values for direct model-free adaptive control based on PID tuning methods

被引:2
|
作者
Li X. [1 ]
Hou Z.-S. [1 ]
机构
[1] School of Automation, Qingdao University, Shandong, Qingdao
基金
中国国家自然科学基金;
关键词
first-order linear time-invariant system; model-free adaptive control; parameter tuning; PID controller; pseudo gradient;
D O I
10.7641/CTA.2023.20494
中图分类号
学科分类号
摘要
For the first-order linear time-invariant (FOLTI) systems, several classic proportional-integral-derivative control (PID) controller parameter tuning methods are introduced for the initial values tuning of the pseudo gradient (PG) in the model-free adaptive control (MFAC) scheme which will change the current situation of trial-and-error selection of the initial MFAC parameters for improving the convenience and acceptability of MFAC application. Finally, numerical simulations verify the effectiveness of the proposed PG initial value tuning method and demonstrate the performance difference between MFAC and PID control when the system parameters and structure of FOLTI systems are changed. © 2023 South China University of Technology. All rights reserved.
引用
收藏
页码:1737 / 1745
页数:8
相关论文
共 32 条
  • [1] HOU Z S, WANG Z., From model-based control to data-driven control: Survey, classification and perspective, Information Sciences, 235, 19, pp. 3-35, (2013)
  • [2] HOU Zhongsheng, JIN Shangtai, Model Free Adaptive Control Theory and Applications, (2013)
  • [3] HOU Z S, HUANG W H., The model-free learning adaptive control of a class of SISO nonlinear systems, American Control Conference, pp. 343-344, (1997)
  • [4] HOU Z S, JIN S T., A novel data-driven control approach for a class of discrete-time nonlinear systems, IEEE Transactions on Control Systems Technology, 19, 6, pp. 1549-1558, (2011)
  • [5] HOU Z S, XIONG S S., On model-free adaptive control and its stability analysis, IEEE Transactions on Automatic Control, 64, 11, pp. 4555-4569, (2019)
  • [6] HOU Z S, JIN S T., Data-driven model-free adaptive control for a class of MIMO nonlinear discrete-time systems, IEEE Transactions on Neural Networks, 22, 12, pp. 2173-2188, (2011)
  • [7] XIONG S S, HOU Z S., Model-free adaptive control for unknown mimo nonaffine nonlinear discrete-time systems with experimental validation, IEEE Transactions on Neural Networks and Learning Systems, 33, 4, pp. 1727-1739, (2022)
  • [8] HOU Z S, CHI R H, GAO H J., An overview of dynamic-linearization-based data-driven control and applications, IEEE Transactions on Industrial Electronics, 64, 5, pp. 4076-4090, (2017)
  • [9] HOU Zhongsheng, DONG Hangrui, JIN Shangtai, Model-free adaptive control with coordinates compensation for automatic car parking systems, Acta Automatica Sinica, 41, 4, pp. 823-831, (2015)
  • [10] LIU S D, HOU Z S, TIAN T T, Et al., A novel dual successive projection-based model-free adaptive control method and application to an autonomous car, IEEE Transactions on Neural Networks and Learning Systems, 30, 11, pp. 3444-3457, (2019)