Artificial Neural Network Model (ANN) to predict electrical students' academic performance / Siti Aishah Che Kar ... [et al.]

Che Kar, Siti Aishah and Ismail, Syila Izawana and Abdullah, Rina and Zakaria, Fathiah and Md Enzai, Nur Idawati (2020) Artificial Neural Network Model (ANN) to predict electrical students' academic performance / Siti Aishah Che Kar ... [et al.]. [Research Reports] (Unpublished)

Abstract

This research presents a study of correlation between subjects of Diploma in Electrical Engineering (Electronics/Power) at Universiti Teknologi MARA(UiTM) Cawangan Terengganu using ANN. The analysis was done to see the effect of mathematical subjects (Pre-calculus and Calculus 1) and core subjects (Electric Circuit 1) towards Electronics 1, a core subject with a history of high failure rate percentage (more than 25%). This research has been conducted on current final semester students (Semester 5). Seven (7) models of ANN are developed to observe the correlation between the subjects. In order to develop an ANN model, ANN design and parameters need to be chosen to find the best model. In this study, historical data from students' databases were used for training and testing purposes. The Regression Coefficient, (R) values from the developed models was observed and analyzed to see the effect of the subject on the performance of students. It can be proven that mathematical subjects (Pre-calculus and Calculus 1) and core subjects (Electric Circuit 1) have significant correlation with the Electronics 1 subject.

Metadata

Item Type: Research Reports
Creators:
Creators
Email / ID Num.
Che Kar, Siti Aishah
UNSPECIFIED
Ismail, Syila Izawana
UNSPECIFIED
Abdullah, Rina
UNSPECIFIED
Zakaria, Fathiah
UNSPECIFIED
Md Enzai, Nur Idawati
UNSPECIFIED
Subjects: Q Science > Q Science (General) > Back propagation (Artificial intelligence)
Q Science > Q Science (General) > Back propagation (Artificial intelligence) > Malaysia
Q Science > QA Mathematics > Instruments and machines > Electronic Computers. Computer Science
Q Science > QA Mathematics > Instruments and machines > Electronic Computers. Computer Science > Computer software
Q Science > QA Mathematics > Instruments and machines > Electronic Computers. Computer Science > Neural networks (Computer science)
Q Science > QA Mathematics > Instruments and machines > Electronic Computers. Computer Science > Neural networks (Computer science) > Malaysia
Divisions: Universiti Teknologi MARA, Terengganu > Dungun Campus > Faculty of Electrical Engineering
Keywords: Artificial Neural Network Model (ANN) ; Diploma in Electrical Engineering ; Pre-calculus and Calculus 1 ; Electric Circuit 1
Date: September 2020
URI: https://ir.uitm.edu.my/id/eprint/53781
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