An Intelligent of ANN towards agarwood oil compounds pre-processing based on stepwise regression method to improve the oil quality / Noratikah Zawani Mahabob … [et al.]

Mahabob, Noratikah Zawani and Mohd Amidon, Aqib Fawwaz and Mohd Yusoff, Zakiah and Ismail, Nurlaila and Taib, Mohd Nasir (2021) An Intelligent of ANN towards agarwood oil compounds pre-processing based on stepwise regression method to improve the oil quality / Noratikah Zawani Mahabob … [et al.]. In: International Jasin Multimedia & Computer Science Invention and Innovation Exhibition (i-JaMCSIIX 2021). UiTM Cawangan Melaka Kampus Jasin, pp. 76-79.

Abstract

This paper presents the performance of Artificial Neural Network (ANN) application towards the agarwood oil quality classification. The works involved the selected of agarwood oil compounds based on a feature selection technique. The compounds are selected based on using Stepwise Regression technique. The compounds identified by stepwise regression are p-agarofuran, Y-Eudesmol, Longifolol, and Eudesmol. These compounds are fed into ANN as input feature and the output is the quality of the oil either high and low. Three classifier algorithms; Scaled Conjugate Gradient (SCG), Levenberg Marquardt (LM) and Resilient Backpropagation (RBP) and ten hidden neurons in the hidden layer are implemented. The performance of ANN is measured using confusion matrix, mean square error (mse) value and number of epoch. The finding showed that the ANN using four compounds of agarwood oil as input features obtained good performance with a good accuracy, lower mse value and lower number of epoch in one hidden neuron.

Metadata

Item Type: Book Section
Creators:
Creators
Email / ID Num.
Mahabob, Noratikah Zawani
atikahzawani96@gmail.com
Mohd Amidon, Aqib Fawwaz
UNSPECIFIED
Mohd Yusoff, Zakiah
UNSPECIFIED
Ismail, Nurlaila
UNSPECIFIED
Taib, Mohd Nasir
UNSPECIFIED
Contributors:
Contribution
Name
Email / ID Num.
Patron
Md Badarudin, Ismadi
UNSPECIFIED
Advisor
Tahar @ Yusoff, Nor Fadilah
UNSPECIFIED
Advisor
Jono, Mohd Nor Hajar Hasrol
UNSPECIFIED
Advisor
Abdul Rahid @ Abdul Rashid, Nurul Najwa
UNSPECIFIED
Advisor
Sharip, Anis Afiqah
UNSPECIFIED
Subjects: Q Science > Q Science (General) > Back propagation (Artificial intelligence)
Q Science > QA Mathematics > Instruments and machines > Electronic Computers. Computer Science > Neural networks (Computer science)
Divisions: Universiti Teknologi MARA, Melaka > Jasin Campus > Faculty of Computer and Mathematical Sciences
Event Title: International Jasin Multimedia & Computer Science Invention and Innovation Exhibition (i-JaMCSIIX 2021)
Event Dates: 15 February 2021 - 31 March 2021
Page Range: pp. 76-79
Keywords: Artificial neural network; Stepwise regression; Confusion matrix; MSE; Epoch
Date: 2021
URI: https://ir.uitm.edu.my/id/eprint/50612
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50612

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