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A Deep Learning Model for Predictive Maintenance in Cyber-Physical Production Systems Using LSTM Autoencoders

Condition monitoring of industrial equipment, combined with machine learning algorithms, may significantly improve maintenance activities on modern cyber-physical production systems. However, data of proper quality and of adequate quantity, modeling both good operational conditions as well as abnorm...

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Detalles Bibliográficos
Autores principales: Bampoula, Xanthi, Siaterlis, Georgios, Nikolakis, Nikolaos, Alexopoulos, Kosmas
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7867153/
https://www.ncbi.nlm.nih.gov/pubmed/33535642
http://dx.doi.org/10.3390/s21030972