Generalization of reference filtering control strategy for 2D/3D visual feedback control of industrial robot manipulators

被引:1
作者
Solanes, J. Ernesto [1 ]
Munoz-Benavent, Pau [1 ]
Armesto, Leopoldo [1 ]
Gracia, Luis [1 ]
Tornero, Josep [1 ]
机构
[1] Univ Politecn Valencia, Inst Diseno & Fabricac, Camino Vera S-N, E-46022 Valencia, Spain
关键词
Visual servoing; multi rate control; industrial robot manipulator; MEDICAL ROBOTICS; ROBUST-CONTROL; SERVO CONTROL; PART II; MOTION;
D O I
10.1080/0951192X.2021.1973108
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This paper develops the application of the Dual Rate Dual Sampling Reference Filtering Control Strategy to 2D and 3D visual feedback control. This strategy allows to overcome the problem of sensor latency and to address the problem of control task failure due to visual features leaving the camera field of view. In particular, a Dual Rate Kalman Filter is used to generate inter-sample estimations of the visual features to deal with the problem of vision sensor latency, whereas a Dual Rate Extended Kalman Filter Smoother is used to generate more convenient visual features trajectories in the image plane. Both 2D and 3D visual feedback control approaches are widely analyzed throughout the paper, as well as the overall system performance using different visual feedback controllers, providing a set of results that highlight t he improvements in terms of solution reachability, robustness, and time domain response. The proposed control strategy has been validated on an industrial system with hard real-time limitations, consisting of a 6 DOF industrial manipulator, a 5 MP camera, and a PLC as controller.
引用
收藏
页码:229 / 246
页数:18
相关论文
共 66 条
  • [51] Saltus R, 2020, IEEE DECIS CONTR P, P5956, DOI [10.1109/CDC42340.2020.9303955, 10.1109/cdc42340.2020.9303955]
  • [52] Siciliano B., 2008, Springer handbook of robotics, VVolume 200
  • [53] Soetens P, 2005, IEEE INT CONF ROBOT, P259
  • [54] Computationally Distributed Real-Time Dual Rate Kalman Filter
    Steffes, Stephen
    [J]. JOURNAL OF GUIDANCE CONTROL AND DYNAMICS, 2014, 37 (04) : 1064 - 1068
  • [55] Visual Servoing Based on Shifted Moments
    Tahri, Omar
    Tamtsia, Aurelien Yeremou
    Mezouar, Youcef
    Demonceaux, Cedric
    [J]. IEEE TRANSACTIONS ON ROBOTICS, 2015, 31 (03) : 798 - 804
  • [56] Stochastic optimal control and estimation methods adapted to the noise characteristics of the sensorimotor system
    Todorov, E
    [J]. NEURAL COMPUTATION, 2005, 17 (05) : 1084 - 1108
  • [57] General duality between optimal control and estimation
    Todorov, Emanuel
    [J]. 47TH IEEE CONFERENCE ON DECISION AND CONTROL, 2008 (CDC 2008), 2008, : 4286 - 4292
  • [58] Tornero J, 2003, P AMER CONTR CONF, P1146
  • [59] Tornero J., 2011, MULTIRATE VISUAL SER, V6856
  • [60] Condition Monitoring for Image-Based Visual Servoing Using Kalman Filter
    Van, Mien
    Wu, Denglu
    Ge, Shuzi Sam
    Ren, Hongliang
    [J]. ADVANCES IN VISUAL COMPUTING, PT II (ISVC 2015), 2015, 9475 : 842 - 850