1. Use of Deep Learning in Verifying the Functioning of LEDs
- Author
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Thatielen Oliveira Pereira, Antonio Claudio Kieling, and Raimundo Correa de Oliveira
- Subjects
Computer science ,business.industry ,law ,Deep learning ,Electronic engineering ,General Medicine ,Artificial intelligence ,business ,Light-emitting diode ,law.invention - 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.
- Published
- 2020
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