3 papers
cs.LG2025
Zero-Shot Learning for Obsolescence Risk Forecasting
Elie Saad, Aya Mrabah, Mariem Besbes +4
Component obsolescence poses significant challenges in industries reliant on electronic components, causing increased costs and disruptions in the security and availability of syst…
cs.LG2025
Enhancing Obsolescence Forecasting with Deep Generative Data Augmentation: A Semi-Supervised Framework for Low-Data Industrial Applications
Elie Saad, Mariem Besbes, Marc Zolghadri +3
The challenge of electronic component obsolescence is particularly critical in systems with long life cycles. Various obsolescence management methods are employed to mitigate its i…
eess.SY2024
A New Hybrid Approach for Identifying Obsolescence Features: Applied to Railway Signaling Infrastructure
Elie Saad, Mariem Besbes, Marc Zolghadri +2
Electrical component obsolescence poses a major issue especially within systems with large life cycles. Thus, finding the optimal management solution for each obsolescence case is…