Identification of the state-space model and payload mass parameter of a flexible space manipulator using a recursive subspace tracking method

被引:1
|
作者
Zhiyu NI [1 ]
Jinguo LIU [1 ]
Zhigang WU [2 ]
Xinhui SHEN [1 ]
机构
[1] State Key Laboratory of Robotics, Shenyang Institute of Automation, Chinese Academy of Sciences
[2] State Key Laboratory of Structural Analysis for Industrial Equipment, School of Aeronautics and Astronautics,Dalian University of Technology
基金
中国博士后科学基金; 中国国家自然科学基金;
关键词
Flexible space manipulator; Linearization; Parameter identification; State-space model; Subspace methods;
D O I
暂无
中图分类号
V441 [仪表]; TP241 [机械手];
学科分类号
摘要
The on-orbit parameter identification of a space structure can be used for the modification of a system dynamics model and controller coefficients. This study focuses on the estimation of a system state-space model for a two-link space manipulator in the procedure of capturing an unknown object, and a recursive tracking approach based on the recursive predictor-based subspace identification(RPBSID) algorithm is proposed to identify the manipulator payload mass parameter. Structural rigid motion and elastic vibration are separated, and the dynamics model of the space manipulator is linearized at an arbitrary working point(i.e., a certain manipulator configuration).The state-space model is determined by using the RPBSID algorithm and matrix transformation. In addition, utilizing the identified system state-space model, the manipulator payload mass parameter is estimated by extracting the corresponding block matrix. In numerical simulations, the presented parameter identification method is implemented and compared with the classical algebraic algorithm and the recursive least squares method for different payload masses and manipulator configurations. Numerical results illustrate that the system state-space model and payload mass parameter of the two-link flexible space manipulator are effectively identified by the recursive subspace tracking method.
引用
收藏
页码:513 / 530
页数:18
相关论文
共 50 条
  • [21] TIME-VARYING STATE-SPACE MODEL IDENTIFICATION OF ON-ORBIT RIGID-FLEXIBLE COUPLING SPACECRAFT USING A PREDICTOR-BASED RECURSIVE SUBSPACE ALGORITHM
    Ni, Zhiyu
    Liu, Jinguo
    Wu, Shunan
    Wu, Zhigang
    FOURTH IAA CONFERENCE ON DYNAMICS AND CONTROL OF SPACE SYSTEMS 2018, PTS I-III, 2018, 165 : 981 - 994
  • [22] Joint design of model-subspace based state-space identification and control
    Okada, M
    Fukushima, H
    Sugie, T
    (SYSID'97): SYSTEM IDENTIFICATION, VOLS 1-3, 1998, : 1105 - 1110
  • [23] Modal identification of a centrifuge soil model using subspace state space method
    Soltani, H.
    Muraleetharan, K. K.
    Runolfsson, T.
    SOIL DYNAMICS AND EARTHQUAKE ENGINEERING, 2016, 88 : 280 - 296
  • [24] Formulation of a State-space Model for a Parallel Manipulator Using Linear Graphs
    Gao, Shujun
    de Silva, Clarence W.
    2014 PROCEEDINGS OF THE 9TH INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE & EDUCATION (ICCSE 2014), 2014, : 140 - 146
  • [25] Recursive Differential Evolution Algorithm for Inertia Parameter Identification of Space Manipulator
    Liu, Zhengxiong
    Huang, Panfeng
    Lu, Zhenyu
    INTERNATIONAL JOURNAL OF ADVANCED ROBOTIC SYSTEMS, 2016, 13
  • [26] A linear regression approach to state-space subspace system identification
    Jansson, M
    Wahlberg, B
    SIGNAL PROCESSING, 1996, 52 (02) : 103 - 129
  • [27] Time-varying state-space model identification of an on-orbit rigid-flexible coupling spacecraft using an improved predictor-based recursive subspace algorithm
    Ni, Zhiyu
    Liu, Jinguo
    Wu, Shunan
    Wu, Zhigang
    ACTA ASTRONAUTICA, 2019, 163 : 157 - 167
  • [28] A SUBSPACE ALGORITHM FOR BALANCED STATE-SPACE SYSTEM-IDENTIFICATION
    MOONEN, M
    RAMOS, J
    IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1993, 38 (11) : 1727 - 1729
  • [29] State-space model generation for flexible aircraft
    Smith, TA
    Hakanson, JW
    Nair, SS
    Yurkovich, RN
    JOURNAL OF AIRCRAFT, 2004, 41 (06): : 1473 - 1481
  • [30] State-space parameter identification in a second control laboratory
    Basilio, JC
    Moreira, MV
    IEEE TRANSACTIONS ON EDUCATION, 2004, 47 (02) : 204 - 210