Neural Direct Adaptive Active Disturbance Rejection Controller for Electro-hydraulic Servo System

被引:12
|
作者
Zhang, De-Yi [1 ,2 ]
Liu, Song-Yong [1 ]
Chen, Yi [1 ]
Gu, Cong-Cong [1 ]
机构
[1] China Univ Min & Technol, Sch Mech Engn, Xuzhou 221116, Jiangsu, Peoples R China
[2] Suzhou Univ Sci & Technol, Sch Mech Engn, Suzhou 215009, Jiangsu, Peoples R China
基金
中国国家自然科学基金;
关键词
Electro-hydraulic servo system; linear extended state observer; neural direct adaptive controller; reduced-order model; SLIDING MODE CONTROL; TRACKING CONTROL; POSITION CONTROL; NETWORK CONTROL; MOTION CONTROL; NN CONTROL; ROBUST; OBSERVER; COMPENSATION; MACHINERY;
D O I
10.1007/s12555-020-0954-z
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper develops a neural direct adaptive active disturbance rejection controller for the electro-hydraulic servo system (EHSS). EHSS in the construction mining machinery is a high-order nonlinear system with uncertainties and heavy external disturbance, which challenges the controller. The proposed control scheme, integrating neural direct adaptive controller and linear extended state observer (LESO), is designed based EHSS's reduced-order model. The stronger robustness and the improved tracking performance can be expected by using LESO to compensate for remaining uncertainties. In addition, the rationality of reduced-order model and the stability of the proposed controller are proved. Comparative simulation results show that the controller has an excellent position tracking performance.
引用
收藏
页码:2402 / 2412
页数:11
相关论文
共 50 条
  • [31] Design of active disturbance rejection controller for electro-optical tracking servo system
    Qiu, Xiao-Bo
    Dou, Li-Hua
    Shan, Dong-Sheng
    Zhou, Wei-Ke
    Guangxue Jingmi Gongcheng/Optics and Precision Engineering, 2010, 18 (01): : 220 - 226
  • [32] Model reference adaptive control of electro-hydraulic servo system based on RBF neural network and nonlinear disturbance observer
    Zhong, Haifang
    Liu, Kailei
    Qiang, Hongbin
    Yang, Jing
    Kang, Shaopeng
    PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART I-JOURNAL OF SYSTEMS AND CONTROL ENGINEERING, 2025, 239 (03) : 535 - 549
  • [33] Active Disturbance Rejection Adaptive Control of Hydraulic Servo Systems
    Yao, Jianyong
    Deng, Wenxiang
    IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2017, 64 (10) : 8023 - 8032
  • [34] Lower-order linear active disturbance rejection control for electro-hydraulic servo system based on structural invariance compensation
    Wang, Li-xin
    Li, Jin-ze
    Zhao, Ding-xuan
    Liu, Fu-cai
    Zhang, Zhuxin
    TRANSACTIONS OF THE INSTITUTE OF MEASUREMENT AND CONTROL, 2024,
  • [35] Fault-tolerant control for an electro-hydraulic servo system with sensor fault compensation and disturbance rejection
    Van Du Phan
    Kyoung Kwan Ahn
    Nonlinear Dynamics, 2023, 111 : 10131 - 10146
  • [36] Adaptive backstepping control for the electro-hydraulic servo position system based on fuzzy disturbance observers
    Liu L.
    Lin M.-H.
    Li X.-G.
    Fang Y.-M.
    Dianji yu Kongzhi Xuebao/Electric Machines and Control, 2019, 23 (12): : 143 - 150and158
  • [37] Adaptive robust dead-zone compensation control of electro-hydraulic servo systems with load disturbance rejection
    He Yudong
    Wang Junzheng
    Hao Renjian
    JOURNAL OF SYSTEMS SCIENCE & COMPLEXITY, 2015, 28 (02) : 341 - 359
  • [38] Adaptive Robust Dead-Zone Compensation Control of Electro-Hydraulic Servo Systems with Load Disturbance Rejection
    HE Yudong
    WANG Junzheng
    HAO Renjian
    Journal of Systems Science & Complexity, 2015, 28 (02) : 341 - 359
  • [39] Adaptive robust dead-zone compensation control of electro-hydraulic servo systems with load disturbance rejection
    Yudong He
    Junzheng Wang
    Renjian Hao
    Journal of Systems Science and Complexity, 2015, 28 : 341 - 359
  • [40] Fault-tolerant control for an electro-hydraulic servo system with sensor fault compensation and disturbance rejection
    Phan, Van Du
    Ahn, Kyoung Kwan
    NONLINEAR DYNAMICS, 2023, 111 (11) : 10131 - 10146