Fictitious Reference Iterative Tuning of Discrete-Time Model-Free Control for Tower Crane Systems

被引:6
|
作者
Roman, Raul-Cristian [1 ]
Precup, Radu-Emil [1 ,2 ]
Petriu, Emil M. [3 ]
Muntyan, Mihai [1 ]
机构
[1] Politehn Univ Timisoara, Dept Automation & Appl Informat, Bd V 2 Parvan, Timisoara 300223, Romania
[2] Romanian Acad, Ctr Fundamental & Adv Tech Res, Timisoara Branch, Bd 24 Mihai Viteazu, Timisoara 300223, Romania
[3] Univ Ottawa, Sch Elect Engn & Comp Sci, Ottawa, ON K1N 6N5, Canada
来源
STUDIES IN INFORMATICS AND CONTROL | 2023年 / 32卷 / 01期
基金
加拿大自然科学与工程研究理事会;
关键词
Fictitious reference feedback tuning; Model-free control; Tower crane systems; ALGORITHM; DESIGN; VRFT;
D O I
10.24846/v32i1y202301
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The purpose of this paper is to propose a novel controller that is based on a combination of two data-driven algorithms, namely the Fictitious Reference Iterative Tuning (FRIT) algorithm and the Model-Free Adaptive Control (MFC) algorithm while considering a particular form of MFC, that is the intelligent proportional-integral-derivative (iPID) controller. The main advantage of this combination is that the FRIT algorithm optimally tunes the parameters of the iPID controller by solving an optimization problem based on a metaheuristic African Vultures Optimization Algorithm (AVOA). The novel controller, referred to as the FRIT-iPID controller, is validated experimentally on a three-degree-of-freedom tower crane system laboratory equipment in the context of controlling the cart position, the arm angular position and the payload position for this system.
引用
收藏
页码:5 / 14
页数:10
相关论文
共 50 条
  • [41] A FICTITIOUS REFERENCE ITERATIVE TUNING METHOD WITH SIMULTANEOUS DELAY PARAMETER TUNING OF THE REFERENCE MODEL
    Masuda, Shiro
    Kano, Manabu
    Yasuda, Yusuke
    Li, Guo-Dong
    [J]. INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL, 2010, 6 (07): : 2927 - 2939
  • [42] An Application of Fictitious Reference Iterative Tuning to State Feedback Control
    Matsui, Yoshihiro
    Akamatsu, Shunichi
    Kimura, Tomohiko
    Nakano, Kazushi
    Sakurama, Kazunori
    [J]. ELECTRONICS AND COMMUNICATIONS IN JAPAN, 2014, 97 (01) : 1 - 11
  • [43] Model reference adaptive control of discrete-time piecewise linear systems
    di Bernardo, Mario
    Montanaro, Umberto
    Olm, Josep M.
    Santini, Stefania
    [J]. INTERNATIONAL JOURNAL OF ROBUST AND NONLINEAR CONTROL, 2013, 23 (07) : 709 - 730
  • [44] Model reference adaptive control of nonminimum phase discrete-time systems
    Shafiq, M
    Lu, JM
    Yahagi, T
    [J]. SICE '96 - PROCEEDINGS OF THE 35TH SICE ANNUAL CONFERENCE: INTERNATIONAL SESSION PAPERS, 1996, : 1295 - 1300
  • [45] Model-free optimal tracking control for linear discrete-time stochastic systems subject to additive and multiplicative noises
    Yin, Yu-Bo
    Luo, Shi-Xian
    Wan, Tao
    [J]. Kongzhi Lilun Yu Yingyong/Control Theory and Applications, 2023, 40 (06): : 1014 - 1022
  • [46] Data-driven model-free sliding mode learning control for a class of discrete-time nonlinear systems
    Cao, Lei
    Gao, Shouli
    Zhao, Dongya
    [J]. TRANSACTIONS OF THE INSTITUTE OF MEASUREMENT AND CONTROL, 2020, 42 (13) : 2533 - 2547
  • [47] Model-free aperiodic tracking for discrete-time systems using hierarchical reinforcement learning
    Tian, Yingqiang
    Wan, Haiying
    Karimi, Hamid Reza
    Luan, Xiaoli
    Liu, Fei
    [J]. NEUROCOMPUTING, 2024, 609
  • [48] Model-Free Q-Learning for the Tracking Problem of Linear Discrete-Time Systems
    Li, Chun
    Ding, Jinliang
    Lewis, Frank L.
    Chai, Tianyou
    [J]. IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2024, 35 (03) : 3191 - 3201
  • [49] A Novel Higher-Order Model-Free Adaptive Control for a Class of Discrete-Time SISO Nonlinear Systems
    Jin, Shangtai
    Hou, Zhongsheng
    Chi, Ronghu
    [J]. JOURNAL OF DYNAMIC SYSTEMS MEASUREMENT AND CONTROL-TRANSACTIONS OF THE ASME, 2013, 135 (04):
  • [50] Data-Driven Model-Free Adaptive Fault-Tolerant Control for a Class of Discrete-Time Systems
    Wang, Yuan
    Wang, Zhanshan
    [J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS, 2022, 69 (01) : 154 - 158