Internal model control of valve-controlled asymmetric cylinder system based on sectional neural network inverse system

被引:2
|
作者
Zeng, Le [1 ,2 ]
Yang, Jun [3 ]
Tan, Jianping [2 ]
机构
[1] Changsha Aeronaut Vocat & Tech Coll, Aviat Machinery Mfg Dept, Changsha, Peoples R China
[2] Cent South Univ, State Key Lab High Performance Complex Mfg, Changsha, Peoples R China
[3] Hunan Normal Univ, Coll Engn & Design, Changsha, Peoples R China
来源
JOURNAL OF ENGINEERING-JOE | 2020年 / 2020卷 / 05期
关键词
nonlinear control systems; hydraulic systems; three-term control; control system synthesis; feedback; servomechanisms; electrohydraulic control equipment; linear systems; neurocontrollers; backpropagation; valves; genetic algorithms; laminar flow; turbulence; flow control; negative overlap; sectional inverse system; inverse system model; pseudolinear system; internal model controller; control performance; composite system; internal model control; valve-controlled asymmetric cylinder system; sectional neural network inverse system; complex nonlinear system; linear system; state model; improved back-propagation neural network; servo valves; turbulent flow; proportion-integration-differentiation; FLOW MODEL;
D O I
10.1049/joe.2019.1096
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
In order to improve the control performance of the valve-controlled asymmetric cylinder system with negative overlap, it is proposed that the complex nonlinear system is transformed into a linear system based on the neural network inverse system. The structure of the inverse system is been constructed by the state model of the system, and optimised by adding state parameter feedback. So the pseudo-linear system is reduced to second order. An improved back-propagation neural network based on a genetic algorithm is used to solve the inverse model. Aiming at the problem of negative overlap of servo valves and laminar and turbulent flow, the sectional inverse system switched by reference speed is established to improve the accuracy of the inverse system model. For pseudo-linear systems, an internal model controller is designed to improve the control performance of the composite system. The proportion-integration-differentiation and the internal model control (IMC) of the sectional inverse system are compared with that of AMESIM and Simulink joint platform. The results show that the system controlled by the IMC of the sectional inverse system has better response performance, eliminates the asymmetric characteristics in extending and retracting motion response and is less affected by load fluctuation.
引用
收藏
页码:168 / 174
页数:7
相关论文
共 50 条
  • [1] Multi-Inverse Model Switching Control for Valve-Controlled Asymmetric Cylinder Systems Based on Neural Network
    Zeng L.
    Tan J.
    Xu W.
    Yang J.
    Hsi-An Chiao Tung Ta Hsueh/Journal of Xi'an Jiaotong University, 2019, 53 (12): : 153 - 160
  • [2] Valve-controlled asymmetric cylinder position model reference adaptive control
    Pan, Sheng
    Luo, Xiang
    2022 IEEE 6TH ADVANCED INFORMATION TECHNOLOGY, ELECTRONIC AND AUTOMATION CONTROL CONFERENCE (IAEAC), 2022, : 338 - 343
  • [3] Fuzzy PID Control for Valve-controlled Cylinder Hydraulic System
    Liu, Yanjun
    Xie, Yudong
    Wang, Hui
    ADVANCES IN HYDROLOGY AND HYDRAULIC ENGINEERING, PTS 1 AND 2, 2012, 212-213 : 1244 - 1248
  • [4] Bifurcation analysis and control of the valve-controlled hydraulic cylinder system
    Han, Qin
    Zhang, Liang
    NONLINEAR ENGINEERING - MODELING AND APPLICATION, 2023, 12 (01):
  • [5] Research on nonlinear control strategy of valve-controlled cylinder system based on improved LuGre friction model
    Gao B.
    Shen W.
    Dai Y.
    Guan H.
    Zhendong yu Chongji/Journal of Vibration and Shock, 2023, 42 (11): : 139 - 155
  • [6] Modelling and analysis of an asymmetric valve-controlled single-acting cylinder of a pneumatic force control system
    Yin, YB
    Araki, K
    SICE '98 - PROCEEDINGS OF THE 37TH SICE ANNUAL CONFERENCE: INTERNATIONAL SESSION PAPERS, 1998, : 1099 - 1104
  • [7] Uniform switched control strategy of valve-controlled asymmetric hydraulic system
    Yang, Jun
    Chen, Zhongxiang
    Zeng, Le
    Huang, Shuzhou
    JOURNAL OF ENGINEERING-JOE, 2019, (13): : 314 - 318
  • [8] Parameters Sensitivity Characteristics of Highly Integrated Valve-Controlled Cylinder Force Control System
    Ba, Kai-Xian
    Yu, Bin
    Kong, Xiang-Dong
    Li, Chun-He
    Zhu, Qi-Xin
    Zhao, Hua-Long
    Kong, Ling-Jian
    CHINESE JOURNAL OF MECHANICAL ENGINEERING, 2018, 31 (01)
  • [9] Parameters Sensitivity Characteristics of Highly Integrated Valve-Controlled Cylinder Force Control System
    Kai-Xian Ba
    Bin Yu
    Xiang-Dong Kong
    Chun-He Li
    Qi-Xin Zhu
    Hua-Long Zhao
    Ling-Jian Kong
    Chinese Journal of Mechanical Engineering, 2018, 31 (02) : 159 - 175
  • [10] Parameters Sensitivity Characteristics of Highly Integrated Valve-Controlled Cylinder Force Control System
    Kai-Xian Ba
    Bin Yu
    Xiang-Dong Kong
    Chun-He Li
    Qi-Xin Zhu
    Hua-Long Zhao
    Ling-Jian Kong
    Chinese Journal of Mechanical Engineering, 2018, 31