• DocumentCode
    2002105
  • 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
  • fYear
    2012
  • fDate
    23-25 March 2012
  • Firstpage
    194
  • Lastpage
    198
  • 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;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Signal Processing and its Applications (CSPA), 2012 IEEE 8th International Colloquium on
  • Conference_Location
    Melaka
  • Print_ISBN
    978-1-4673-0960-8
  • Type

    conf

  • DOI
    10.1109/CSPA.2012.6194717
  • Filename
    6194717