Browsing by Keywords "Predictive maintenance"
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Artificial intelligence methods for predictive maintenance
(Πανεπιστήμιο Δυτικής Αττικής, 2024-04-26)The rapid evolution of Artificial Intelligence over the past few years has revolutionised applications in several fields. Such field is the Predictive Maintenance (PdM) concept. In contrast to reactive or scheduled ... -
Locomotive fault prognosis via machine learning
(Πανεπιστήμιο Δυτικής ΑττικήςΠανεπιστήμιο Αιγαίου, 2021-02-19)Railway has played a vital role in transportation of both goods and people historically, continuing to hold an important share of the market with great potentials. Locomotives are the main part of a train and as with any ... -
Machine learning methods for predictive maintenance using real-time data and time-frequency analysis
(Πανεπιστήμιο Δυτικής Αττικής, 2023-07-18)In this diploma thesis, different techniques of Predictive Maintenance based on Machine Learning are compared. In particular, the Remaining Useful Life of a ball bearing of the shaft of a Wind Turbine was predicted with ... -
Model-based methodologies for wind turbine performance and condition monitoring: a review
(Πανεπιστήμιο Δυτικής Αττικής, 2023-09-11)The exploitation of wind energy potential for the production of electrical energy from renewable sources has been in a continuous uptrend since the beginning of the 21st century. The demand for larger, more efficient and ... -
Προβλεπτική συντήρηση μηχανημάτων με περιστρεφόμενα μέρη χρησιμοποιώντας τα συνελικτικά νευρωνικά δίκτυα
(Πανεπιστήμιο Δυτικής ΑττικήςΠανεπιστήμιο Αιγαίου, 2023-06-09)Σύμφωνα με το World Economic Forum, το 90% του παγκόσμιου εμπορίου μεταφέρεται δια θαλάσσης με εμπορικά πλοία. Τα πλοία κάθε είδους, αποτελούνται από δεκάδες πολύπλοκα μηχανήματα, κοινός παράγοντας των οποίων είναι τα ...