Dynamic Fuzzy Model Development for a Drum-type Boiler-turbine Plant Through GK Clustering

被引:0
作者
Habbi, Ahcene [1 ]
Zelmat, Mimoun [1 ]
机构
[1] Fac Oil & Chem, Appl Automat Lab, Boumerdies 35000, Algeria
来源
COMPUTING ANTICIPATORY SYSTEMS | 2008年 / 1051卷
关键词
Identification; Fuzzy model; Clustering; Interpretability; Boiler-turbine plant;
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
This paper discusses a TS fuzzy model identification method for all industrial drum-type boiler plant using the GK fuzzy clustering approach. The fuzzy model is constructed from a Set Of input-output data that covers, a wide operating range of the physical plant. The reference data is generated using a complex first-principle-based mathematical model that describes die key dynamical properties of the boiler-turbine dynamics. The proposed fuzzy model is derived by mean,; of fuzzy clustering method with particular attention oil structure flexibility and model interpretability issues. This may provide a basement of a new way to design model based control and diagnosis mechanisms for the complex nonlinear plant.
引用
收藏
页码:274 / 280
页数:7
相关论文
共 11 条
[1]   Drum-boiler dynamics [J].
Åström, KJ ;
Bell, RD .
AUTOMATICA, 2000, 36 (03) :363-378
[2]  
Babuska R, 1998, 1998 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS AT THE IEEE WORLD CONGRESS ON COMPUTATIONAL INTELLIGENCE - PROCEEDINGS, VOL 1-2, P657, DOI 10.1109/FUZZY.1998.687566
[3]  
Bell R.D., 1987, DYNAMIC MODELS BOILE
[4]  
BENABDENNOUR A, 1996, P AM CONTR C, P304
[5]   Gain-scheduled l1-optimal control for boiler-turbine dynamics with actuator saturation [J].
Chen, PC ;
Shamma, JS .
JOURNAL OF PROCESS CONTROL, 2004, 14 (03) :263-277
[6]  
Driankov D, 1996, INTRO FUZZY CONTROL
[7]  
Gustafson D. E., 1979, Proceedings of the 1978 IEEE Conference on Decision and Control Including the 17th Symposium on Adaptive Processes, P761
[8]   A dynamic fuzzy model for a drum-boiler-turbine system [J].
Habbi, H ;
Zelmat, M ;
Bouamama, BO .
AUTOMATICA, 2003, 39 (07) :1213-1219
[9]   NEURO-FUZZY MODELING AND CONTROL [J].
JANG, JSR ;
SUN, CT .
PROCEEDINGS OF THE IEEE, 1995, 83 (03) :378-406
[10]  
Kim S. W., 1990, P POW SYST POW PLANT, P219