Fixed Point Iteration-Based Adaptive Control Improved with Parameter Identification

被引:1
|
作者
Varga, Bence [1 ,2 ]
Tar, Jozsef K. [1 ,3 ,4 ]
Horvath, Richard [2 ]
机构
[1] Obuda Univ, Doctoral Sch Appl Informat & Appl Math, Becsi Ut 96-B, H-1034 Budapest, Hungary
[2] Obuda Univ, Banki Donat Fac Mech & Safety Engn, Budapest, Hungary
[3] Obuda Univ, John von Neumann Fac Informat, Budapest, Hungary
[4] Obuda Univ, Antal Bejczy Ctr Intelligent Robot, Budapest, Hungary
来源
ADVANCES IN SERVICE AND INDUSTRIAL ROBOTICS, RAAD 2023 | 2023年 / 135卷
关键词
Adaptive control; Fixed point iteration; Linear regression;
D O I
10.1007/978-3-031-32606-6_45
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 reports the freshest element of the chain of investigations tackling the combination of the Fixed Point Iteration-based adaptive controller with parameter identification. Though this controllers does not necessarily use the identified model, it is expected that the use of the more precise model improves its various properties. Simulation investigations are made for a cylindrical robot for replacing the Particle Swarm Optimization with simple regression-based approach. It is concluded that the use of the best identified model still makes it expedient the application the FPI-based adaptivity. The remaining imprecisions seem to be related to the not well balanced structure of the experimentally collected and analyzed data. It can be expected that this approach can be realized real-time with appropriate hardware.
引用
收藏
页码:383 / 390
页数:8
相关论文
共 50 条
  • [41] Tackling Complexity and Missing Information in Adaptive Control by Fixed Point Transformation-Based Approach
    Tar, Jozsef K.
    Rudas, Imre J.
    Nadai, Laszlo
    Felde, Imre
    Csanadi, Bertalan
    2016 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS (SMC), 2016, : 1519 - 1524
  • [42] Adaptive Tracking Control of Hydraulic Systems With Improved Parameter Convergence
    Guo, Kai
    Li, Maohua
    Shi, Wenzhuo
    Pan, Yongping
    IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2022, 69 (07) : 7140 - 7150
  • [43] Computation of eigenvalues in proportionally damped viscoelastic structures based on the fixed-point iteration
    Lazaro, Mario
    Perez-Aparicio, Jose L.
    Epstein, Marcelo
    APPLIED MATHEMATICS AND COMPUTATION, 2012, 219 (08) : 3511 - 3529
  • [44] Identification and adaptive control of some stochastic distributed parameter systems
    Pasik-Duncan, B
    INTERNATIONAL JOURNAL OF ADAPTIVE CONTROL AND SIGNAL PROCESSING, 2001, 15 (06) : 565 - 587
  • [45] Adaptive Control And Single Parameter Identification Of One Order System
    Jin, Yuqiang
    Li, Zexue
    Lei, Junwei
    PROCEEDINGS OF THE 3RD INTERNATIONAL CONFERENCE ON MECHANICAL ENGINEERING AND INTELLIGENT SYSTEMS (ICMEIS 2015), 2015, 26 : 263 - 266
  • [46] Adaptive Active Disturbance Rejection Control with Recursive Parameter Identification
    Michalski, Jacek
    Mrotek, Mikolaj
    Retinger, Marek
    Kozierski, Piotr
    ELECTRONICS, 2024, 13 (16)
  • [47] Adaptive Control by Using Time-Sharing and Fixed Point Transformation
    Nadai, Laszlo
    Felde, Imre
    2015 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS (SMC 2015): BIG DATA ANALYTICS FOR HUMAN-CENTRIC SYSTEMS, 2015, : 2492 - 2497
  • [48] A Novel Adaptive Control for Elevator System with Observer and Parameter Identification
    Yu, Haiyan
    Zhang, Xin
    Dong, Xiaohui
    2009 IEEE INTERNATIONAL CONFERENCE ON AUTOMATION AND LOGISTICS ( ICAL 2009), VOLS 1-3, 2009, : 628 - +
  • [49] On the Effects of Time-Delay on Precision Degradation in Fixed Point Transformation-based Adaptive Control
    Redjimi, Hemza
    Tar, Jozsef K.
    2017 IEEE 30TH NEUMANN COLLOQUIUM (NC), 2017, : 125 - 130
  • [50] Parameter Identification and Lyapunov Function Based Adaptive Switched Control for Underwater Electroacoustic Transduction System
    Wei, Xinwei
    Wang, Hongliang
    Luo, An
    Ma, Fujun
    Zhu, Zhen
    Li, Gaoxiang
    Hao, Renyifan
    IEEE TRANSACTIONS ON POWER ELECTRONICS, 2020, 35 (06) : 6572 - 6585