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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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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, 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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Data‐Driven Low‐Frequency Oscillation Event Detection Strategy for Railway Electrification Networks 

Gonzalez-Jimenez, David; del-Olmo, Jon; Poza, Javier; Garramiola, Fernando; Madina, Patxi (MDPI, 2023)
Low-frequency oscillations (LFO) occur in railway electrification systems due to the incorporation of new trains with switching converters. As a result, the increased harmonic content can cause catenary stability problems ...

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Authordel-Olmo, Jon (3)Garramiola, Fernando (3)Poza, Javier (3)Gonzalez-Jimenez, David (2)Madina, Patxi (2)González Jiménez, David (1)Sarasola Altuna, Izaskun (1)Serradilla, Oscar (1)Zugasti, Ekhi (1)Zurutuza, Urko (1)Subject
fault detection (4)
data-driven (3)Fault diagnosis (3)machine learning (2)autoencoder (1)condition monitoring (1)CRISP-DM (1)Data mining (1)deep learning (1)diagnosis (1)... View MoreDate Issued2021 (3)2023 (1)Has File(s)Yes (4)

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