Generalized Predictive Control Algorithm Applied to Thermal Power Units Based on PID Neural Network

被引:2
|
作者
Du, Chunyan [1 ]
Ling, Hujun [1 ]
机构
[1] Inner Mongolia Univ Technol, Coll Informat Engn, Hohhot, Peoples R China
关键词
pid neural network; generalized predictive control; thermal power unit;
D O I
10.1109/ICACC.2010.5486737
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Large-scale Generating Unit in heat power is a system which is complex nonlinear, multivariable, time-variant with long-time delay and difficult to establish accurate model, and etc. So it is hard to make system gain optimum running effect with conventional control strategy. A PID network which has dynamic character is used to identify the coordinated control system for establishing a predictive model of generalized predictive control strategy. The Generalized predictive control strategy has some beneficial characteristics such as wide application and strong robustness. It achieves predictive control with online rolling optimization and real time feedback revision. The results of the emulation show the availability of it.
引用
收藏
页码:38 / 42
页数:5
相关论文
共 50 条
  • [41] Servo System PID Control of Neural Network Algorithm Based on LuGre Model
    Xia, Xiaohui
    Yu, Rui
    IAEDS15: INTERNATIONAL CONFERENCE IN APPLIED ENGINEERING AND MANAGEMENT, 2015, 46 : 151 - 156
  • [42] Constrained generalized predictive control algorithm with PID feedback correction scheme
    Yu, SM
    Yu, L
    Wang, HQ
    PROCEEDINGS OF THE 2003 AMERICAN CONTROL CONFERENCE, VOLS 1-6, 2003, : 379 - 383
  • [43] A novel generalized predictive control algorithm with online tuning maximal output increment based on BP neural network
    Wu, Xialai
    Yang, Aiping
    Dai, Wenzhan
    ICICTA: 2009 SECOND INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTATION TECHNOLOGY AND AUTOMATION, VOL I, PROCEEDINGS, 2009, : 27 - 30
  • [44] Applied research in fuzzy neural network predictive control
    Li, Yong-Wei
    Li, Wei
    Yu, Guo-Qing
    Wang, Zhen-Yu
    Guo, Peng
    PROCEEDINGS OF THE SIXTH IEEE INTERNATIONAL CONFERENCE ON COGNITIVE INFORMATICS, 2007, : 408 - +
  • [45] Fast algorithm for adaptive generalized predictive control based on BP neural networks
    Li, QA
    Wang, SQ
    PROCEEDINGS OF THE 2004 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-7, 2004, : 738 - 743
  • [46] Fast predictive control algorithm based on an FPAA analog neural network
    Xu Z.
    Huang Y.
    Chen M.
    Zhao J.
    Shao Z.
    Qinghua Daxue Xuebao/Journal of Tsinghua University, 2019, 59 (05): : 394 - 402
  • [47] Nonlinear predictive control based on wavelet neural network applied to polypropylene process
    Xia, XH
    Luan, ZY
    Huang, DX
    Jin, YH
    ADVANCES IN NEURAL NETWORKS - ISNN 2005, PT 3, PROCEEDINGS, 2005, 3498 : 131 - 136
  • [48] PID control for micro-hydro power plants based on neural network
    Department of Electrical Engineering, Udayana University, Bali, Indonesia
    不详
    Proc. 2nd IASTED Asian Conf. Modell., Identif.,Control, AsiaMIC 2012, 1600, (169-175):
  • [49] Generalized predictive control based on error correction using the dynamic neural network
    Liu, XH
    Wang, XH
    Wang, YG
    PROCEEDINGS OF THE 3RD WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-5, 2000, : 1863 - 1865
  • [50] Improving PID Control Based on Neural Network
    Li, Jun
    Gomez-Espinosa, Alfonso
    2018 INTERNATIONAL CONFERENCE ON MECHATRONICS, ELECTRONICS AND AUTOMOTIVE ENGINEERING (ICMEAE 2018), 2018, : 186 - 191