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View article: Predicting Remaining Useful Life During the Healthy Stage in Rolling Bearings
Predicting Remaining Useful Life During the Healthy Stage in Rolling Bearings Open
Quantitative predictions of the time before the spall initiation phase (origination of the first spall) in pristine ball bearings running under an applied load is of great industrial relevance, especially for systems that require high runn…
View article: Applicability of universal machine learning interatomic potentials to the simulation of steels
Applicability of universal machine learning interatomic potentials to the simulation of steels Open
Bearing steels are complex materials composed of an iron matrix and a well defined and precise amount of several alloying elements. In order to improve sustainability and circularity, there is a tendency to increase the utilisation of scra…
View article: A Computer Vision Deep Learning Tool for Automatic Recognition of Bearing Failure Modes
A Computer Vision Deep Learning Tool for Automatic Recognition of Bearing Failure Modes Open
We introduce an object detection model specifically designed to identify failure modes in images of bearing components, including the inner ring, outer ring, and rolling elements. The method effectively detects and pinpoints failure featur…
View article: On the interpretation of deep learning models in bearing vibration diagnostics
On the interpretation of deep learning models in bearing vibration diagnostics Open
In recent years, data-driven techniques such as deep learning (DL), have been widely represented in the literature in the field of bearing vibration condition monitoring. While these approaches achieve excellent performance in detecting be…
View article: Density functional theory calculations of iron - vanadium carbide interfaces and the effect of hydrogen
Density functional theory calculations of iron - vanadium carbide interfaces and the effect of hydrogen Open
According to recent experimental research, vanadium-carbide precipitates can improve hydrogen resistance and hardness in steels. In the present article, density functional theory calculations are performed to study the structure and energe…