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
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