A Neural Network Based Model Predictive Control for Wind Tunnel

被引:0
|
作者
Du, Ning [1 ]
Long, XiuHong [1 ]
Zhao, Li [1 ]
机构
[1] China Aerodynam Res & Dev Ctr, High Speed Aerodynam Inst, Mianyang 621000, Sichuan, Peoples R China
关键词
Model predictive control; Neural network; Multivariable; Wind tunnel;
D O I
暂无
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 study, a neural network (NN) based dynamic Mach number predictive control was proposed for a wind tunnel Match number control system. The proposed method absorbed in advantages both artificial neural network and model predictive control, for control of strong nonlinear, multiple variables, large lagging, and time-varying system. In this approach, the dynamic of wind tunnel is represented by a NN model. Then, this NN-based model was applied to the scheme of an MPC. The experimental results show that the effectiveness and set-point tracking performance of the proposed control system.
引用
收藏
页码:2340 / 2343
页数:4
相关论文
共 50 条
  • [31] Traffic Signal Control Optimization Based on Neural Network in the Framework of Model Predictive Control
    Tang, Dapeng
    Duan, Yuzhou
    ACTUATORS, 2024, 13 (07)
  • [32] Control of methylamine removal reactor using neural network based model predictive control
    Long, Liu Zhi
    Feng, Yang
    Jun, Zhou Ke
    Mei, Xu
    PROCEEDINGS OF THE 2014 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), 2014, : 360 - 367
  • [33] A predictive model based on RBF Neural Network
    Song, YB
    Wang, PJ
    PROCEEDINGS OF THE SIXTH IASTED INTERNATIONAL CONFERENCE ON INTELLIGENT SYSTEMS AND CONTROL, 2004, : 380 - 383
  • [34] Predictive Control of Turbofan Engine Model Based on Improved Elman Neural Network
    Gou, Linfeng
    Zhou, Zihan
    Shen, Yawen
    Shao, Wenxin
    Zeng, Xianyi
    PROCEEDINGS OF THE 38TH CHINESE CONTROL CONFERENCE (CCC), 2019, : 8842 - 8847
  • [35] An Adaptive Predictive Control based on a Quasi-ARX Neural Network Model
    Abu Jami'in, Mohammad
    Sutrisno, Imam
    Hu, Jinglu
    Bin Mariun, Norman
    Marhaban, Mohd Hamiruce
    2014 13TH INTERNATIONAL CONFERENCE ON CONTROL AUTOMATION ROBOTICS & VISION (ICARCV), 2014, : 253 - 258
  • [36] Model Predictive Control of Nonlinear Hybrid System Based on Neural Network Optimization
    Zhang, Liyan
    Quan, Shuhai
    ASCC: 2009 7TH ASIAN CONTROL CONFERENCE, VOLS 1-3, 2009, : 1097 - 1102
  • [37] Wastewater neutralisation control using a Neural Network based Model Predictive Controller
    Kuo, LE
    Melsheimer, SS
    PROCEEDINGS OF THE 1998 AMERICAN CONTROL CONFERENCE, VOLS 1-6, 1998, : 3896 - 3899
  • [38] Neural network based multiple model adaptive predictive control for teleoperation system
    Chen, Qihong
    Quan, Jin
    Xia, Jianjun
    ADVANCES IN NEURAL NETWORKS - ISNN 2007, PT 1, PROCEEDINGS, 2007, 4491 : 64 - +
  • [39] Neural Network Model-Based Predictive Control for Multivariable Nonlinear Systems
    Alamdari, Bahareh Vatankhah
    Fatehi, Alireza
    Khaki-Sedigh, Ali
    2010 IEEE INTERNATIONAL CONFERENCE ON CONTROL APPLICATIONS, 2010, : 920 - 925
  • [40] Nonlinear predictive control based on artificial neural network model for industrial crystallization
    Damour, Cedric
    Benne, Michel
    Grondin-Perez, Brigitte
    Chabriat, Jean-Pierre
    JOURNAL OF FOOD ENGINEERING, 2010, 99 (02) : 225 - 231