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Use of Deep Learning in Verifying the Functioning of LEDs

Authors :
Thatielen Oliveira Pereira
Antonio Claudio Kieling
Raimundo Correa de Oliveira
Source :
International Journal for Innovation Education and Research. 8:94-105
Publication Year :
2020
Publisher :
International Journal for Innovation Education and Research, 2020.

Abstract

This article aims to bring an alternative to carrying out manual tests of devices mounted on a production line. One of the tests done by the operator is to find out if the LEDs are present on the device being turned on and working correctly. Image processing techniques were applied in the elaboration of the dataset and the use of Convolutional Neural Networks for the classification of the colors presented by the LEDs and the recognition of their operation. An accuracy of 99.25% was obtained with a low percentage of false positives and true negatives. There were no difficulties in porting the model built to a small computer.

Details

ISSN :
24112933 and 24113123
Volume :
8
Database :
OpenAIRE
Journal :
International Journal for Innovation Education and Research
Accession number :
edsair.doi...........4da2dff9264d18f3a6f3e8619cf1382d
Full Text :
https://doi.org/10.31686/ijier.vol8.iss7.2458