DocumentCode :
1971591
Title :
Model Predictive Control of Distillation Column Based Recursive Parameter Estimation Method Using HYSYS Simulation
Author :
Alaei, Hamed Komari ; Salahshoor, Karim ; Komari Alaei, Hamed
Author_Institution :
Dept. of Autom. & Instrum., Pet. Univ. of Technol. (PUT), Ahvaz, Iran
fYear :
2010
fDate :
22-23 June 2010
Firstpage :
308
Lastpage :
311
Abstract :
Some chemical plants such as distillation column have highly nonlinear behavior. These processes demand a powerful identification method such as linear and nonlinear models. In this paper, a distillation column is simulated in a rather realistic environment by HYSYS and the obtained data is in connection with MATLAB for identification and control purpose. In this case, the identified model is characterized by two structures, Linear model structure based on ARX (Autoregressive with external input) and nonlinear model structure based on neural network. For control goals, two linear and nonlinear model predictive controllers are applied. General predict control (GPC) and nonlinear predict control (NPC) are compared based adaptive identification of model. Since, practical systems change with time and the parameters of system are time varying, using real-time identification based recursive parameter estimation is necessary, although, desired control strategy is reached with a good parameter estimation. The algorithm has been tested on an distillation column. The resulting performances show the successful and promising capabilities of the proposed algorithm.
Keywords :
autoregressive processes; distillation equipment; nonlinear control systems; parameter estimation; predictive control; HYSYS simulation; MATLAB; autoregressive with external input; distillation column; general predict control; model predictive control; nonlinear predict control; recursive parameter estimation; Distillation equipment; Mathematical model; Parameter estimation; Prediction algorithms; Predictive control; Predictive models; System identification; Adaptive identification; Distillation column; HYSYS; Kalman filter; Neural network; Parameter estimation; predictive control;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Intelligent Computing and Cognitive Informatics (ICICCI), 2010 International Conference on
Conference_Location :
Kuala Lumpur
Print_ISBN :
978-1-4244-6640-5
Electronic_ISBN :
978-1-4244-6641-2
Type :
conf
DOI :
10.1109/ICICCI.2010.133
Filename :
5565973
Link To Document :
بازگشت