Multi-model One Step Ahead Control for Nonlinear System

被引:0
作者
Adeniran, Ahmed Adebowale [1 ]
El Ferik, Sami [1 ]
机构
[1] King Fahd Univ Petr & Minerals, Syst Engn Dept, Dhahran, Saudi Arabia
来源
2018 15TH INTERNATIONAL MULTI-CONFERENCE ON SYSTEMS, SIGNALS AND DEVICES (SSD) | 2018年
关键词
multi-model; One step ahead predictive controller; Constrained Kalman filter; nonlinear systems; operating region; interpolation; PREDICTIVE CONTROL; PID CONTROLLER; DESIGN;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Two multi-model based onestep ahead predictive controller algorithms are proposed for nonlinear systems. The proposed design employ Constrained Kalman filter algorithm to interpolate the submodels/controllers and determine which model/controller pair to be used according to the operating region of the system. Thus, it maintain the performance of the controllers over a wide range of operating regions. The algorithms is independent of the submodels, hence can be applied regardless of the submodels development. Two benchmark system examples are studied to demonstrate the effectiveness of the proposed predictive controller design on tracking problems.
引用
收藏
页码:371 / 379
页数:9
相关论文
共 30 条
[1]  
[Anonymous], ARTIFICIAL INTELLIGE
[2]  
[Anonymous], 9 IFAC S NONL CONT 1
[3]  
[Anonymous], 18 IFAC C MIL IT AUG
[4]  
[Anonymous], IASTED MODELING IDEN
[5]  
[Anonymous], PRCEED I MECH ENG 1
[6]  
[Anonymous], 1990, IEEE T NEURAL NETWOR, DOI DOI 10.1109/72.80202
[7]  
[Anonymous], IEEE T SYSTEMS MAN C
[8]  
[Anonymous], 2005 AM CONTR C JUN
[9]  
[Anonymous], INT J CONTROL AUTOM
[10]   Multimodel scheduling control of nonlinear systems using gap metric [J].
Arslan, E ;
Çamurdan, MC ;
Palazoglu, A ;
Arkun, Y .
INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH, 2004, 43 (26) :8275-8283