High-precision control of a robotic arm using frequency-based data-driven methods

被引:2
作者
Schuchert, Philippe [1 ]
Karimi, Alireza [1 ]
机构
[1] Ecole Polytech Fed Lausanne EPFL, Lab Automatique, Lausanne, Switzerland
关键词
Data-driven control; Frequency-based control; Mechatronics; Linear-parameter-varying control; High-precision robots; IDENTIFICATION; COMPENSATION; ERROR;
D O I
10.1016/j.conengprac.2024.106175
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Next-generation motion control systems require fast and precise control. However, advanced control strategies often rely on complex and costly system models. Data-driven methods have been proposed to design highperformance controllers without requiring a parametric model of the system. In particular, methods using frequency response functions (FRFs) have been widely applied to mechatronic systems due to their good performance, and the industry's familiarity with obtaining FRFs. This paper applies a recently developed method to design a controller for an industrial robotic arm with three translational degrees of freedom, using only the FRF of the robot around different operating points. Focused on motion control, the objective is to attain the desired reference tracking performance through the design of a linear-parameter-varying (LPV) two-degree- of-freedom (2DoF) controller. Performance is further improved by tuning an additional filter to compensate for inaccuracies in the transmission.
引用
收藏
页数:9
相关论文
共 22 条
[1]   Task-space control for industrial robot manipulators with unknown inner loop control architecture [J].
Ahanda, Joseph Jean-Baptiste Mvogo ;
Aba, Charles Medzo ;
Melingui, Achile ;
Zobo, Bernard Essimbi ;
Merzouki, Rochdi .
JOURNAL OF THE FRANKLIN INSTITUTE-ENGINEERING AND APPLIED MATHEMATICS, 2022, 359 (12) :6286-6310
[2]  
Bagherieh O, 2018, 2018 ASIA-PACIFIC MAGNETIC RECORDING CONFERENCE (APMRC), DOI 10.1109/APMRC.2018.8601117
[3]  
Bloemers T, 2019, IEEE DECIS CONTR P, P5680, DOI 10.1109/CDC40024.2019.9029958
[4]  
Boerlage M, 2003, CCA 2003: PROCEEDINGS OF 2003 IEEE CONFERENCE ON CONTROL APPLICATIONS, VOLS 1 AND 2, P1158
[5]  
Chen Y., 1987, Proceedings of the 1987 IEEE International Conference on Robotics and Automation (Cat. No.87CH2413-3), P464
[6]   PD control with on-line gravity compensation for robots with elastic joints: Theory and experiments [J].
De Luca, A ;
Siciliano, B ;
Zollo, L .
AUTOMATICA, 2005, 41 (10) :1809-1819
[7]   Identification for control: From the early achievements to the revival of experiment design [J].
Gevers, M .
EUROPEAN JOURNAL OF CONTROL, 2005, 11 (4-5) :335-352
[8]   On the kinematic error in harmonic drive gears [J].
Ghorbel, FH ;
Gandhi, PS ;
Alpeter, F .
JOURNAL OF MECHANICAL DESIGN, 2001, 123 (01) :90-97
[9]   A Survey of Linear Parameter-Varying Control Applications Validated by Experiments or High-Fidelity Simulations [J].
Hoffmann, Christian ;
Werner, Herbert .
IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, 2015, 23 (02) :416-433
[10]   Decentralized and Distributed Transient Control for Microgrids [J].
Kammer, Christoph ;
Karimi, Alireza .
IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, 2019, 27 (01) :311-322