Title :
Modeling of steam distillation pot with ARX model
Author :
Muhammad, Zuraida ; Yusoff, Zakiah Mohd ; Rahiman, Mohd Hezri Fazalul ; Taib, Mohd Nasir
Author_Institution :
Fac. of Electr. Eng., UiTM Shah Alam, Shah Alam, Malaysia
Abstract :
This paper present a autoregressive with exogenous input (ARX) was applied in modelling of steam distillation pot system. The system of steam distillation pot are design with special specification interm of material and shape additional with induction heating system that provide a new technologies in extraction of essential oil to fullfill demand for this industry. The performance of ARX was investigates and the training data that provide robust model and fresh data set was evaluate. ARX model was estimated by means of prediction error method and training function of Levenberg-Marquardt algorithm. Data was collected with probability band 0.2 of PRBS input signals. By ARX model structure, the input output data are model. The performance of the model based on coefficient of determination (R2), mean square error(MSE) and loss function of one-step-ahead and residuals. In overall, results shows that ARX have capability in capturing dynamic of the system.
Keywords :
autoregressive processes; distillation; distillation equipment; essential oils; filtration; induction heating; mean square error methods; ARX model; Levenberg-Marquardt algorithm; PRBS input signals; autoregressive with exogenous input Model; determination coefficient; essential oils; extraction; induction heating system; mean square error method; prediction error method; probability; steam distillation pot system; Data models; Electromagnetic heating; Materials; Predictive models; Signal processing; Temperature distribution; Temperature measurement; ARX structure; MSE; R2; loss function; one-step-ahead-prediction;
Conference_Titel :
Signal Processing and its Applications (CSPA), 2012 IEEE 8th International Colloquium on
Conference_Location :
Melaka
Print_ISBN :
978-1-4673-0960-8
DOI :
10.1109/CSPA.2012.6194717