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All Journal International Journal of Electrical and Computer Engineering
Phan Nguyen Ky Phuc
International University-Vietnam National University
Computer Science & IT Electrical & Electronics Engineering

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Ensembling techniques in solar panel quality classification Trong Hieu Luu; Phan Nguyen Ky Phuc; Tran Lam; Zhi-qiu Yu; Van Tinh Lam
International Journal of Electrical and Computer Engineering (IJECE) Vol 13, No 5: October 2023
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/ijece.v13i5.pp5674-5680

Abstract

Solar panel quality inspection is a time consuming and costly task. This study tries to develop as reliable method for evaluating the panels quality by using ensemble technique based on three machine learning models namely logistic regression, support vector machine and artificial neural network. The data in this study came from infrared camera which were captured in dark room. The panels are supplied with direct current (DC) power while the infrared camera is located perpendicular with panel surface. Dataset is divided into four classes where each class represent for a level of damage percentage. The approach is suitable for systems which has limited resources as well as number of training images which is very popular in reality. Result shows that the proposed method performs with the accuracy is higher than 90%.
Co-Authors Tran Lam Trong Hieu Luu Van Tinh Lam Zhi-qiu Yu