Neural Network-Based Passivity Control of Teleoperation System Under Time-Varying Delays

被引:77
作者
Sun, Da [1 ]
Naghdy, Fazel [1 ]
Du, Haiping [1 ]
机构
[1] Univ Wollongong, Fac Engn & Informat Sci, Wollongong, NSW 2500, Australia
关键词
Bilateral teleoperation; neural network (NN); passivity; time domain passivity approach (TDPA); time-varying delays; wave variable; BILATERAL TELEOPERATION; POSITION TRACKING; ADAPTIVE-CONTROL; ROBOT; SYNCHRONIZATION; MANIPULATORS;
D O I
10.1109/TCYB.2016.2554630
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 novel neural network (NN)-based four-channel wave-based time domain passivity approach (TDPA) is proposed for a teleoperation system with time-varying delays. The designed wave-based TDPA aims to robustly guarantee the channels passivity and provide higher transparency than the previous power-based TDPA. The applied NN is used to estimate and eliminate the system's dynamic uncertainties. The system stability with linearity assumption on human and environment has been analyzed using Lyapunov method. The proposed algorithm is validated through experimental work based on a 3-DOF bilateral teleoperation platform in the presence of different time
引用
收藏
页码:1666 / 1680
页数:15
相关论文
共 38 条
[1]   Time Domain Passivity Control for Position-Position Teleoperation Architectures [J].
Artigas, Jordi ;
Ryu, Jee-Hwan ;
Preusche, Carsten .
PRESENCE-TELEOPERATORS AND VIRTUAL ENVIRONMENTS, 2010, 19 (05) :482-497
[2]   Transparent time-delayed bilateral teleoperation using wave variables [J].
Aziminejad, A. ;
Tavakoli, M. ;
Patel, R. V. ;
Moallem, M. .
IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, 2008, 16 (03) :548-555
[3]  
Barnes B, 2003, ENG MED BIOL SOC ANN, P142
[4]   Reducing Wave-Based Teleoperator Reflections for Unknown Environments [J].
Bate, Laurence ;
Cook, Christopher D. ;
Li, Zheng .
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2011, 58 (02) :392-397
[5]   Extended active observer for force estimation and disturbance rejection of robotic manipulators [J].
Chan, Linping ;
Naghdy, Faze ;
Stirling, David .
ROBOTICS AND AUTONOMOUS SYSTEMS, 2013, 61 (12) :1277-1287
[6]   Position Synchronization in Bilateral Teleoperation Under Time-Varying Communication Delays [J].
Chawda, Vinay ;
O'Malley, Marcia K. .
IEEE-ASME TRANSACTIONS ON MECHATRONICS, 2015, 20 (01) :245-253
[7]   Synchronization of bilateral teleoperators with time delay [J].
Chopra, Nikhil ;
Spong, Mark W. ;
Lozano, Rogelio .
AUTOMATICA, 2008, 44 (08) :2142-2148
[8]   Adaptive control of robot manipulators with neural network based compensation of frictional uncertainties [J].
Ciliz, MK .
ROBOTICA, 2005, 23 :159-167
[9]  
Cragg L, 2003, 2003 IEEE INTERNATIONAL CONFERENCE ON INDUSTRIAL TECHNOLOGY, VOLS 1 AND 2, PROCEEDINGS, P1214
[10]  
Forouzantabar A., 2012, INT J ROBUST NONLIN, V24, P1628