Design and development of predictive maintenance in manufacturing equipment using machine learning methods

• Main Author: Μπαμπούλα, Ξανθή
• Other Authors: Bampoula, Xanthi
• Language: English
• Published: 2023
• Subjects: Predictive maintenance; Transformers; Autoencoders; Machine learning; Προγνωστική συντήρηση; Μετασχηματιστές; Αυτοκωδικοποιητές; Μηχανική μάθηση

The digital transformation of production systems enables the production of large volumes of multivariate time series, which in turn facilitates the continuous monitoring of production assets. The modelling of multivariate time series can reveal the way parameters evolve as well as the influence amon...