Discrete-Time Framework for Fault Diagnosis in Robotic Manipulators

被引:42
|
作者
Caccavale, Fabrizio [1 ]
Marino, Alessandro [2 ]
Muscio, Giuseppe [1 ]
Pierri, Francesco [1 ]
机构
[1] Univ Basilicata, Dipartimento Ingn & Fis Ambiente, I-85100 Potenza, Italy
[2] Univ Salerno, Dipartimento Ingn Elettron & Ingn Informat, I-84084 Potenza, Italy
关键词
Adaptive estimation; fault diagnosis; manipulators; observers; PROCESS MODEL KNOWLEDGE; RESIDUAL GENERATION; OBSERVER; SYSTEMS;
D O I
10.1109/TCST.2012.2212196
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, a discrete-time framework for diagnosis of faults of joint sensors, wrist-mounted force/torque sensors, and actuators of robotic manipulators is devised. It is assumed that redundant joint sensor measurements are available. Sensor measurements, together with the estimates computed by two isolation observers, are processed by a decision-making system, providing detection and isolation of the faults of the joint sensors as well as healthy measurements. Then, healthy measurements are used to feed a bank of diagnostic observers aimed at detecting, isolating, and identifying faults of joint actuators and force/torque sensors. The framework is experimentally tested on a cooperative industrial setup, composed of two industrial robots with six degrees of freedom performing a cooperative task.
引用
收藏
页码:1858 / 1873
页数:16
相关论文
共 50 条
  • [31] A noncausal discrete-time controller for flexible-link manipulators
    Marconi, L
    Marro, G
    Melchiorri, C
    [J]. ROBOT CONTROL 1997, VOLS 1 AND 2, 1998, : 577 - 582
  • [32] Adaptive discrete-time fault diagnosis for a class of nonlinear systems: Application to a mechanical manipulator
    Antonelli, G
    Caccavale, F
    Villani, L
    [J]. PROCEEDINGS OF THE 2003 IEEE INTERNATIONAL SYMPOSIUM ON INTELLIGENT CONTROL, 2003, : 667 - 672
  • [33] Attitude sensor fault diagnosis based on Kalman filter of discrete-time descriptor system
    Wang, Zhenhua
    Shen, Yi
    Zhang, Xiaolei
    [J]. JOURNAL OF SYSTEMS ENGINEERING AND ELECTRONICS, 2012, 23 (06) : 914 - 920
  • [34] Set-based Active Fault Diagnosis for Discrete-time Linear Descriptor Systems
    Yang, Songlin
    Xu, Feng
    Wang, Xueqian
    Yang, Jun
    Liang, Bin
    [J]. 2019 AMERICAN CONTROL CONFERENCE (ACC), 2019, : 5045 - 5051
  • [36] A UNIFYING FRAMEWORK FOR MARKOV MODELING IN DISCRETE SPACE AND DISCRETE-TIME
    LANGEHEINE, R
    VANDEPOL, F
    [J]. SOCIOLOGICAL METHODS & RESEARCH, 1990, 18 (04) : 416 - 441
  • [37] A robust training algorithm of discrete-time MIMO RNN and application in fault tolerant control of robotic system
    Wu, Yilei
    Sun, Fuchun
    Zheng, Jinchuan
    Song, Qing
    [J]. NEURAL COMPUTING & APPLICATIONS, 2010, 19 (07): : 1013 - 1027
  • [38] A robust training algorithm of discrete-time MIMO RNN and application in fault tolerant control of robotic system
    Yilei Wu
    Fuchun Sun
    Jinchuan Zheng
    Qing Song
    [J]. Neural Computing and Applications, 2010, 19 : 1013 - 1027
  • [39] Fault diagnosis and fault-tolerant tracking control for discrete-time systems with faults and delays in actuator and measurement
    Han, Shi-Yuan
    Chen, Yue-Hui
    Tang, Gong-You
    [J]. JOURNAL OF THE FRANKLIN INSTITUTE-ENGINEERING AND APPLIED MATHEMATICS, 2017, 354 (12): : 4719 - 4738
  • [40] ADAPTIVE-CONTROL FOR ROBOT MANIPULATORS USING DISCRETE-TIME IDENTIFICATION
    MIDDLETON, RH
    [J]. IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1990, 35 (05) : 633 - 637