Design and stability analysis of fuzzy model-based predictive control - A case study

被引:43
|
作者
Blazic, Saso [1 ]
Skrjanc, Igor [1 ]
机构
[1] Univ Ljubljana, Fac Elect Engn, Ljubljana 1000, Slovenia
关键词
fuzzy identification; predictive control; stability;
D O I
10.1007/s10846-007-9147-8
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In the paper a fuzzy model based predictive control algorithm is presented. The proposed algorithm is developed in the state space and is given in analytical form, which is an advantage in comparison with optimisation based control schemes. Fuzzy model-based predictive control is potentially interesting in the case of batch reactors, heat-exchangers, furnaces and all the processes with strong nonlinear dynamics and high transport delays. In our case it is implemented to a continuous stirred-tank simulated reactor and compared to optimal PI control. Some stability and design issues of fuzzy model-based predictive control are also given.
引用
收藏
页码:279 / 292
页数:14
相关论文
共 50 条
  • [1] Design and Stability Analysis of Fuzzy Model-based Predictive Control – A Case Study
    Sašo Blažič
    Igor Škrjanc
    Journal of Intelligent and Robotic Systems, 2007, 49 : 279 - 292
  • [2] Predictive functional control based on fuzzy model: Design and stability study
    Skrjanc, I
    Blazic, S
    JOURNAL OF INTELLIGENT & ROBOTIC SYSTEMS, 2005, 43 (2-4) : 283 - 299
  • [3] Predictive Functional Control Based on Fuzzy Model: Design and Stability Study
    Igor ??krjanc
    Sa??o Bla??i??
    Journal of Intelligent and Robotic Systems, 2005, 43 : 283 - 299
  • [4] Fuzzy model-based predictive control
    Hadjili, ML
    Wertz, V
    Scorletti, G
    PROCEEDINGS OF THE 37TH IEEE CONFERENCE ON DECISION AND CONTROL, VOLS 1-4, 1998, : 2927 - 2929
  • [5] Fuzzy model-based predictive control
    Universite Catholique de Louvain, Louvain-la-Neuve, Belgium
    Proc IEEE Conf Decis Control, (2927-2929):
  • [6] Fuzzy model-based predictive temperature control
    Kozák, S
    Vassileva, S
    Kozáková, A
    ESS'98 - SIMULATION TECHNOLOGY: SCIENCE AND ART, 1998, : 313 - 317
  • [7] Predictive control based on fuzzy model: A case study
    Lepetic, M
    Skrjanc, I
    Chiacchiarini, HG
    Matko, D
    10TH IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS, VOLS 1-3: MEETING THE GRAND CHALLENGE: MACHINES THAT SERVE PEOPLE, 2001, : 868 - 871
  • [8] A comparative study of fuzzy and conventional criteria in model-based predictive control
    Kaymak, U
    Sousa, JM
    Verbruggen, HB
    PROCEEDINGS OF THE SIXTH IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS, VOLS I - III, 1997, : 907 - 914
  • [9] A survey on analysis and design of model-based fuzzy control systems
    Feng, Gang
    IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2006, 14 (05) : 676 - 697
  • [10] Fuzzy model-based predictive control by instantaneous linearization
    Abonyi, J
    Nagy, L
    Szeifert, F
    FUZZY SETS AND SYSTEMS, 2001, 120 (01) : 109 - 122