3 papers
cs.LG2026
A Synthetic Multivariate Refrigerator Time-Series Dataset for Predictive Maintenance
Islam Benamirouche, Feriel Fass, Djemel Ziou
We generated synthetic multivariate time series for 27 refrigerators with a simplified physicsinspired simulator at one-minute resolution. The simulator includes ambient-temperatur…
cs.LG2026
A Transferable Autologistic Model for Predicting Rare Failures in Heterogeneous Equipment
Islam Benamirouche, Djemel Ziou, Feriel Fass
Predicting failures before they occur remains a major challenge in predictive maintenance, particularly when failures are rare, when equipment of the same family differ in sensor c…
cs.LG2023
Prediction of rare events in the operation of household equipment using co-evolving time series
Hadia Mecheri, Islam Benamirouche, Feriel Fass +2
In this study, we propose an approach for predicting rare events by exploiting time series in coevolution. Our approach involves a weighted autologistic regression model, where we…