IoT device for detecting abnormal vibrations in motors using TinyML

Abstract This paper presents an innovative approach to motor bearing fault detection using TinyML on an IoT device. We developed a system that integrates spectral analysis and deep learning on a resource-constrained edge device, enabling real-time monitoring and anomaly detection. Our method achieve...

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Bibliographic Details
Main Authors: Stalin Arciniegas, Dulce Rivero, Jefferson Piñan, Elizabeth Diaz, Francklin Rivas
Format: Article
Language:English
Published: Springer 2025-04-01
Series:Discover Internet of Things
Subjects:
Online Access:https://doi.org/10.1007/s43926-025-00142-4
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