A nonlinear adaptive predictive control algorithm based on OFS model

被引:0
|
作者
Zhang, HT [1 ]
Chen, ZH
Li, M
Xiang, W
Qin, T
机构
[1] Huazhong Univ Sci & Technol, Dept Control Sci & Engn, Wuhan 430074, Peoples R China
[2] Univ Sci & Technol, Dept Automat, Hefei 230027, Peoples R China
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Firstly, a method is introduced which uses Volterra series deploying technique to construct a nonlinear model based on OFS model. Then an improved novel incremental mode multiple steps adaptive predictive control strategy is brought forward, which can import more information about the system's dynamical characteristics. Experiments of constant water pressure equipment's control prove that this proposed algorithm can effectively alleviate system's oscillation when used to control a plant with severe nonlinearity, and that this algorithm shows good robustness for outer disturbances. So it is suitable to be generalized to the design of complex industrial process controller.
引用
收藏
页码:502 / 511
页数:10
相关论文
共 50 条
  • [1] Nonlinear control using a model based predictive control algorithm
    Balan, Radu
    Maties, Vistrian
    Hancu, Olimpiu
    Stan, Sergiu
    Ciprian, Lapusan
    2007 INTERNATIONAL SYMPOSIUM ON COMPUTATIONAL INTELLIGENCE IN ROBOTICS AND AUTOMATION, 2007, : 203 - +
  • [2] Adaptive predictive control algorithm based on Laguerre functional model
    Zhang, HT
    Chen, ZH
    Wang, YJ
    Ming, L
    Qin, T
    INTERNATIONAL JOURNAL OF ADAPTIVE CONTROL AND SIGNAL PROCESSING, 2006, 20 (02) : 53 - 76
  • [3] Nonlinear Model Predictive Control Algorithm Based on Sensitivities Equations
    Wang Ping
    Tian Xuemin
    PROCEEDINGS OF THE 27TH CHINESE CONTROL CONFERENCE, VOL 2, 2008, : 280 - 284
  • [4] A nonlinear regression model-based predictive control algorithm
    Dubay, R.
    Abu-Ayyad, M.
    Hernandez, J. M.
    ISA TRANSACTIONS, 2009, 48 (02) : 180 - 189
  • [5] Suboptimal Nonlinear Model Predictive Control Based on Genetic Algorithm
    Chen, Wei
    Li, Xin
    Chen, Mei
    IITAW: 2009 THIRD INTERNATIONAL SYMPOSIUM ON INTELLIGENT INFORMATION TECHNOLOGY APPLICATIONS WORKSHOPS, 2009, : 119 - 124
  • [6] Functional Nonlinear Model Predictive Control Based on Adaptive Dynamic Programming
    Dong, Lu
    Yan, Jun
    Yuan, Xin
    He, Haibo
    Sun, Changyin
    IEEE TRANSACTIONS ON CYBERNETICS, 2019, 49 (12) : 4206 - 4218
  • [7] A Velocity Algorithm for Nonlinear Model Predictive Control
    Cisneros, Pablo S. G.
    Werner, Herbert
    IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, 2021, 29 (03) : 1310 - 1315
  • [8] Some applications for nonlinear processes of a model based predictive control algorithm
    Stan, S.
    Balan, R.
    Lapusan, C.
    2006 IEEE-TTTC INTERNATIONAL CONFERENCE ON AUTOMATION, QUALITY AND TESTING, ROBOTICS, VOL 1, PROCEEDINGS, 2006, : 84 - +
  • [9] Nonlinear model predictive control based on growth genetic algorithm and simulation
    Center for Intelligent System and Biomimetics, Shenzhen Institute of Advanced Integration Technology, CAS/CUHK, Shenzhen 518067, China
    不详
    Xitong Fangzhen Xuebao, 2007, 14 (3293-3297):
  • [10] A stabilizing model-based predictive control algorithm for nonlinear systems
    Magni, L
    De Nicolao, G
    Magnani, L
    Scattolini, R
    AUTOMATICA, 2001, 37 (09) : 1351 - 1362