Title :
System identification of ethane-ethylene distillation process using linear and Nonlinear ARX approaches
Author :
Rustam, Ilham ; Ismail, Idris ; Ishak, Abdul Aziz ; Yassin, I.M.
Author_Institution :
Fac. of Electr. Eng., Univ. Teknol. MARA, Shah Alam, Malaysia
Abstract :
This paper present a comparison study toward process modeling and identification using linear ARX and Nonlinear ARX (NARX) approaches in an attempt to capture the dynamics of a continuous distillation column derived from simulated data of ethane and ethylene separation process obtained in DaIsy database. Each of the resultant modeling were compared and tested to understand which method perform better for the given sets of data using established model verification method. Result shows NARX modeling approach was found to be superior to the linear ARX approach in defining the studied process.
Keywords :
autoregressive processes; distillation; distillation equipment; oil refining; separation; DaIsy database; NARX; continuous distillation column; ethane-ethylene distillation process; ethane-ethylene separation process; nonlinear ARX approach; nonlinear autoregressive model exogenous inputs; process identification; process modeling; Autoregressive processes; Correlation; Data models; Distillation equipment; Mathematical model; Predictive models; Process control; NARX/ARX model; distillation column; modeling; process control;
Conference_Titel :
Control and System Graduate Research Colloquium (ICSGRC), 2013 IEEE 4th
Conference_Location :
Shah Alam
Print_ISBN :
978-1-4799-0550-8
DOI :
10.1109/ICSGRC.2013.6653274