Time-varying water temperature modelling of steam distillation pilot plant using NARX-based binary particle swarm optimisation structure selection / Najidah Hambali … [et al.]

Hambali, Najidah and Taib, Mohd Nasir and Mohd Yassin, Ahmad Ihsan and Rahiman, Mohd Hezri Fazalul (2017) Time-varying water temperature modelling of steam distillation pilot plant using NARX-based binary particle swarm optimisation structure selection / Najidah Hambali … [et al.]. Journal of Electrical & Electronic Systems Research (JEESR), 10. ISSN 1985-5389

Abstract

Many studies in current years has concentrated on both linear and nonlinear modelling in the real nonlinear system applications. This study reports a nonlinear modelling for a time-varying process of water temperature by utilising a Binary Particle Swarm Optimisation (BPSO) algorithm based on Nonlinear Auto-Regressive with eXogenous input (NARX) structure. The model structure selection of polynomial NARX has been concentrated on BPSO algorithm for system identification of Steam Distillation Pilot Plant (SDPP). Several model’s selection criteria such as Akaike Information Criterion (AIC), Model Descriptor Length (MDL), and Final Prediction Error (FPE) were investigated. The results demonstrated that all criterion models were considered valid and accurate representations of the system. The accuracy was evaluated by the high R-squared, small MSE value and passed all the correlation and histogram tests.

Metadata

Item Type: Article
Creators:
CreatorsID Num. / Email
Hambali, NajidahUNSPECIFIED
Taib, Mohd NasirUNSPECIFIED
Mohd Yassin, Ahmad IhsanUNSPECIFIED
Rahiman, Mohd Hezri FazalulUNSPECIFIED
Subjects: T Technology > TK Electrical engineering. Electronics. Nuclear engineering > Electronics
T Technology > TK Electrical engineering. Electronics. Nuclear engineering > Electronics > Computer engineering. Computer hardware
Divisions: Universiti Teknologi MARA, Shah Alam > Faculty of Electrical Engineering
Journal or Publication Title: Journal of Electrical & Electronic Systems Research (JEESR)
Journal: UiTM Journal > Journal of Electrical & Electronic Systems Research
ISSN: 1985-5389
Volume: 10
Item ID: 29593
Uncontrolled Keywords: System Identification, NARX, Particle Swarm Optimisation, Distillation Column, Temperature.
URI: http://ir.uitm.edu.my/id/eprint/29593

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