Comparison of different model structure selection using R2, MDL and AIC criterion

This paper present the comparison of different model structure selection of ARX modelling using R2, MDL and AIC criterion. Input signal for the process is pseudo-random binary sequence (PRBS) and STEP response with a magnitude which vary from 0 to 5 volts. The comparisons have been made by considering the ACF and CCF validation technique. The results have shown that R2 provides superior model performance when model complexity is not considered as the penalty.

[1]  Mohd Hezri Fazalul Rahiman,et al.  Self tuning PID controller for steam distillation essential oil extraction system , 2010, 2010 6th International Colloquium on Signal Processing & its Applications.

[2]  Mazidah Tajjudin,et al.  Model Predictive Control for steam distillation essential oil extraction process , 2009, 2009 IEEE Student Conference on Research and Development (SCOReD).

[3]  Mohd Nasir Taib,et al.  Essential oil composition of Kaffir lime: Comparative analysis between controlled steam distillation and hydrodistillation extraction process , 2009, 2009 IEEE Student Conference on Research and Development (SCOReD).

[4]  Farid Chemat,et al.  Microwave accelerated steam distillation of essential oil from lavender: A rapid, clean and environmentally friendly approach , 2006 .

[5]  Eduardo Cassel,et al.  Steam distillation modeling for essential oil extraction process , 2009 .

[6]  Z. Zeković,et al.  Laurel extracts obtained by steam distillation, supercritical fluid and solvent extraction. , 2009 .

[7]  Nurlaila Ismail,et al.  Model Predictive Control using ARX model for steam distillation essential oil extraction system , 2010, 2010 International Conference on Intelligent and Advanced Systems.

[8]  Nurlaila Ismail,et al.  Modeling of dynamic response of essential oil extraction process , 2009, 2009 5th International Colloquium on Signal Processing & Its Applications.

[9]  Phineas Masango,et al.  Cleaner production of essential oils by steam distillation , 2005 .

[10]  M. N. Taib,et al.  Steam temperature control for steam distillation pot using model predictive control , 2012, 2012 IEEE 8th International Colloquium on Signal Processing and its Applications.

[11]  S. Scalia,et al.  Analytical and preparative supercritical fluid extraction of chamomile flowers and its comparison with conventional methods. , 1999, Journal of pharmaceutical and biomedical analysis.

[12]  Darci Odloak,et al.  Robust model predictive control of a pilot plant distillation column , 2013 .

[13]  A. Bélanger,et al.  Effect of various essential oils on Callosobruchus maculatus (F.) (Coleoptera: Bruchidae). , 2000, Journal of stored products research.