Building of Informatics, Technology and Science
Vol 3 No 3 (2021): Desember 2021

Dataset Citra Papan Sirkuit Tercetak dengan Komponen yang Terbakar

Iwan Awaludin (Politeknik Negeri Bandung, Bandung)
Trisna Gelar (Politeknik Negeri Bandung, Bandung)
Muhammad Rizqi Sholahuddin (Politeknik Negeri Bandung, Bandung)
Gina Melinia (Politeknik Negeri Bandung, Bandung)
Irvan Kadhafi (Politeknik Negeri Bandung, Bandung)
Rezky Wahyuda Sitepu (Politeknik Negeri Bandung, Bandung)



Article Info

Publish Date
31 Dec 2021

Abstract

The application of artificial intelligence, especially in the automatic optical inspection of printed circuit boards or PCBs, is increasingly being carried out by researchers. Unfortunately, the data used to train and test artificial intelligence models is synthetic data. Printed circuit boards in good condition are imaged and then changed by software to give the impression of defects. In addition, the type of damage is limited to pre-operation, namely when the PCB is not yet operational. After the PCB is operational, damage can occur, for example, burned components. Until now, there is no data set of PCB images with burned components. This study, therefore, explores data retrieval techniques that can produce the required data set. This data collection technique includes hardware setup and PCB data sources. Based on the exploration results, it is concluded that a trinocular digital microscope with high resolution can produce sharp PCB images. The obstacle that arises is the difficulty of getting PCBs with burned components. The solution was obtained by referring to the PCB repair video from the Youtube channel. Several data were collected and tested with EfficientDet with 90% mAP.

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Journal Info

Abbrev

bits

Publisher

Subject

Computer Science & IT

Description

Building of Informatics, Technology and Science (BITS) is an open access media in publishing scientific articles that contain the results of research in information technology and computers. Paper that enters this journal will be checked for plagiarism and peer-rewiew first to maintain its quality. ...