Adaptive Neural Network Control of Time Delay Teleoperation System Based on Model Approximation

被引:15
作者
Wang, Yaxiang [1 ]
Tian, Jiawei [2 ]
Liu, Yan [2 ]
Yang, Bo [2 ]
Liu, Shan [2 ]
Yin, Lirong [3 ]
Zheng, Wenfeng [2 ]
机构
[1] Xian Fanyi Univ, Sch Innovat & Entrepreneurship, Xian 710105, Peoples R China
[2] Univ Elect Sci & Technol China, Sch Automat, Chengdu 610054, Peoples R China
[3] Louisiana State Univ, Dept Geog & Anthropol, Baton Rouge, LA 70803 USA
关键词
neural network method; adaptive method; teleoperation system; time delay; force feedback; friction and disturbance;
D O I
10.3390/s21227443
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
A bilateral neural network adaptive controller is designed for a class of teleoperation systems with constant time delay, external disturbance and internal friction. The stability of the teleoperation force feedback system with constant communication channel delay and nonlinear, complex, and uncertain constant time delay is guaranteed, and its tracking performance is improved. In the controller design process, the neural network method is used to approximate the system model, and the unknown internal friction and external disturbance of the system are estimated by the adaptive method, so as to avoid the influence of nonlinear uncertainties on the system.
引用
收藏
页数:16
相关论文
共 50 条
  • [21] Adaptive Type-2 Fuzzy Neural-Network Control for Teleoperation Systems With Delay and Uncertainties
    Kebria, Parham Mohsenzadeh
    Khosravi, Abbas
    Nahavandi, Saeid
    Wu, Dongrui
    Bello, Fernando
    [J]. IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2020, 28 (10) : 2543 - 2554
  • [22] Neural Network Adaptive Control of Magnetic Shape Memory Alloy Actuator With Time Delay Based on Composite NARMAX Model
    Yu, Yewei
    Zhang, Chen
    Wang, En
    Zhou, Miaolei
    [J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS, 2023, 70 (08) : 3336 - 3346
  • [23] Model-based decentralized control of time-delay teleoperation systems
    Shahdi, Ali
    Sirouspour, Shahin
    [J]. International Journal of Robotics Research, 2009, 28 (03) : 376 - 394
  • [24] Adaptive Neural Synchronization Control for Bilateral Teleoperation Systems With Time Delay and Backlash-Like Hysteresis
    Wang, Huanqing
    Liu, Peter Xiaoping
    Liu, Shichao
    [J]. IEEE TRANSACTIONS ON CYBERNETICS, 2017, 47 (10) : 3018 - 3026
  • [25] Time Delay Study on Internet Based Teleoperation System
    You Bo
    Liu Suju
    Li Dongjie
    [J]. PROCEEDINGS OF THE 27TH CHINESE CONTROL CONFERENCE, VOL 5, 2008, : 379 - 383
  • [26] Neural Network Adaptive Control of Flexible Robotic with Unknown Time-delay
    Xue, Bei
    Zhang, Tianping
    Yang, Yuequan
    Zhu, Jiaming
    [J]. 2018 37TH CHINESE CONTROL CONFERENCE (CCC), 2018, : 2830 - 2835
  • [27] Observer-based control of bilateral teleoperation with time delay
    Zhu, Tianlin
    Zhang, Yijun
    [J]. 2018 5TH INTERNATIONAL CONFERENCE ON INFORMATION SCIENCE AND CONTROL ENGINEERING (ICISCE 2018), 2018, : 859 - 863
  • [28] Complete compensation for time delay in networked control system based on GPC and BP neural network
    Wang, Tian-Kun
    Zhoui, Li-Hui
    Han, Pu
    Zhang, Qian
    [J]. PROCEEDINGS OF 2007 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-7, 2007, : 637 - +
  • [29] An adaptive sparse general regression neural network-based force observer for teleoperation system
    Pan, Mingzhang
    Li, Jing
    Yang, Qiye
    Wang, Yupeng
    Tang, Yu
    Pan, Lei
    Jiang, Xianbao
    Lin, Yizhong
    Liang, Ke
    [J]. ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2023, 118
  • [30] Time delay analysis in teleoperation system
    Chang, S
    Kim, J
    Kim, I
    Borm, JH
    Lee, C
    Park, JO
    [J]. RO-MAN'99: 8TH IEEE INTERNATIONAL WORKSHOP ON ROBOT AND HUMAN INTERACTION, 1999, : 86 - 91