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Adaptable and Explainable Predictive Maintenance: Semi-Supervised Deep Learning for Anomaly Detection and Diagnosis in Press Machine Data 

Serradilla, Oscar; Zugasti, Ekhi; Zurutuza, Urko (MDPI, 2021)
Predictive maintenance (PdM) has the potential to reduce industrial costs by anticipating failures and extending the work life of components. Nowadays, factories are monitoring their assets and most collected data belong ...
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Data-Driven Fault Diagnosis for Electric Drives: A Review 

González Jiménez, David; del-Olmo, Jon; Poza, Javier; Garramiola, Fernando; Madina Hernández, Patxi (MDPI, 2021)
The need to manufacture more competitive equipment, together with the emergence of the digital technologies from the so-called Industry 4.0, have changed many paradigms of the industrial sector. Presently, the trend has ...
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Machine Learning-Based Fault Detection and Diagnosis of Faulty Power Connections of Induction Machines 

Gonzalez-Jimenez, David; del-Olmo, Jon; Poza, Javier; Garramiola, Fernando; Sarasola Altuna, Izaskun (MDPI, 2021)
Induction machines have been key components in the industrial sector for decades, owing to different characteristics such as their simplicity, robustness, high energy efficiency and reliability. However, due to the stress ...

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Authordel-Olmo, Jon (2)Garramiola, Fernando (2)Poza, Javier (2)Gonzalez-Jimenez, David (1)González Jiménez, David (1)Madina Hernández, Patxi (1)Sarasola Altuna, Izaskun (1)Serradilla, Oscar (1)Zugasti, Ekhi (1)Zurutuza, Urko (1)Subject
fault detection (3)
data-driven (2)Fault diagnosis (2)autoencoder (1)condition monitoring (1)deep learning (1)diagnosis (1)electric drive (1)electric machine (1)electric traction (1)... View MoreDate Issued
2021 (3)
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