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Journal of Mining Sciences

2022 year, number 2

Deep Learning and Internet of Things (IoT) Based Monitoring System for Miners

T. S. Getinkaya1, S. Senan2, Zeynep Orman2
1Istanbul Gelisim University, Istanbul, Turkey
2Istanbul University-Cerrahpasa, Istanbul, Turkey
Keywords: Internet of Things (IoT), miner monitoring, artificial neural networks, deep learnin, LSTM model


In this study, a miner monitoring system is designed using the Deep Learning (DL) approach and the IoT technology together. It is aimed to determine the area where the miners are located while a possible accident occurs by the proposed system. Experiments were carried out to analyze the effectiveness of the proposed system and the performance evaluations were made. The best result was obtained with an accuracy rate of 97.14%. This rate indicates that the designed miner monitoring system can be used effectively in practice.