An Algebraic Recursive Method for Parameter Identification of a Servo Model

被引:28
|
作者
Garrido, Ruben [1 ]
Concha, Antonio [1 ]
机构
[1] Inst Politecn Nacl, Ctr Invest & Estudios Avanzados, Dept Automat Control, Mexico City 07360, DF, Mexico
关键词
Algebraic parametrization; least squares; operational calculus; parameter estimation; servomechanism; CONTINUOUS-TIME SYSTEMS; FRICTION IDENTIFICATION; COMPENSATION; MOTORS; RELAY;
D O I
10.1109/TMECH.2012.2208197
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 study proposes a two-step identification method for estimating the four parameters of a nonlinear model of a position-controlled servomechanism. In the first step, the proposed approach, called the algebraic recursive identification method (ARIM), uses a parametrization derived from the operational calculus currently employed in algebraic identification methods (AIM) recently proposed in the literature. The procedure for obtaining this parametrization eliminates the effect of constant disturbances affecting the servomechanism and filters out the high-frequency measurement noise. A recursive least squares algorithm uses the parametrization for estimating the linear part of the servomechanism model, and allows eliminating the singularity problems found in the AIM. The second step uses the parameters obtained in the first step for computing the Coulomb friction coefficient and the constant disturbance acting on the servomechanism. Experimental results on a laboratory prototype allow comparing the results obtained using the AIM and the ARIM.
引用
收藏
页码:1572 / 1580
页数:9
相关论文
共 50 条
  • [41] The parameter identification method of steam turbine nonlinear servo system based on artificial neural network
    Jin-Long Liao
    Feng Yin
    Zhi-Hao Luo
    Bo Chen
    De-Ren Sheng
    Zi-Tao Yu
    Journal of the Brazilian Society of Mechanical Sciences and Engineering, 2018, 40
  • [42] Identification of the state-space model and payload mass parameter of a flexible space manipulator using a recursive subspace tracking method
    Zhiyu NI
    Jinguo LIU
    Zhigang WU
    Xinhui SHEN
    Chinese Journal of Aeronautics, 2019, 32 (02) : 513 - 530
  • [43] Identification of the state-space model and payload mass parameter of a flexible space manipulator using a recursive subspace tracking method
    Ni, Zhiyu
    Liu, Jinguo
    Wu, Zhigang
    Shen, Xinhui
    CHINESE JOURNAL OF AERONAUTICS, 2019, 32 (02) : 513 - 530
  • [44] Variable Forgetting Factor Recursive Least Squales Based Parameter Identification Method for the Equivalent Circuit Model of the Supercapacitor Cell Module
    Xie, Wenchao
    Zhao, Yanming
    Fang, Ziwei
    Liu, Shuli
    Diangong Jishu Xuebao/Transactions of China Electrotechnical Society, 2021, 36 (05): : 996 - 1005
  • [45] Algebraic detection and identification of parameter faults for robots
    Lomakin, Alexander
    Deutscher, Joachim
    AT-AUTOMATISIERUNGSTECHNIK, 2021, 69 (08) : 645 - 655
  • [46] On the algebraic parameter identification of vibrating mechanical systems
    Beltran-Carbajal, F.
    Silva-Navarro, G.
    INTERNATIONAL JOURNAL OF MECHANICAL SCIENCES, 2015, 92 : 178 - 186
  • [47] Recursive Algebraic Method of Computing Power System Harmonics
    Peiravi, Ali
    Ildarabadi, Rahim
    IEEJ TRANSACTIONS ON ELECTRICAL AND ELECTRONIC ENGINEERING, 2011, 6 (04) : 338 - 344
  • [48] Iterative parameter identification method of a vehicle odometry model
    Fazekas, Mate
    Nemeth, Balazs
    Gaspar, Peter
    IFAC PAPERSONLINE, 2019, 52 (15): : 199 - 204
  • [49] Application of Recursive Subspace Method in Vehicle Lateral Dynamics Model Identification
    Ba, Tengyue
    Guan, Xiqiang
    Zhang, Jian W.
    Wang, Sanzhou
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2016, 2016
  • [50] RECURSIVE-IDENTIFICATION METHOD FOR MISO WIENER-HAMMERSTEIN MODEL
    BOUTAYEB, M
    DAROUACH, M
    IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1995, 40 (02) : 287 - 291