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Author

Lotfi Chaouech

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Open access Aug 2026

Physics-Informed and Brain-Inspired Set-Routed Neural Networks for Lithium-Ion Battery Life-Cycle Assessment in Medical Devices

This work presents a dual-purpose study. The first objective is to generate a realistic synthetic dataset for battery health monitoring. The second objective is to validate both the realism of the dataset and the performance of a novel neural architecture, termed the Set-Routed Neural Network (SetNet), for regression-b...

N. Laamiri, Tarek Berghout, Lotfi Chaouech et al. · 0 citations
Conference Jul 2026

Synthetic-to-Authentic Data Mixing for Face Recognition: Impact of Backbone Depth and Loss Functions

Data privacy regulations have restricted access to authentic face datasets, making synthetic alternatives increasingly necessary for face recognition training. Yet their joint effect with backbone depth and loss function on verification accuracy remains poorly understood. This paper presents a three-dimensional study u...

Mohamed Mehdi Ayeche, Marouane Ben Haj Ayech, Lotfi Chaouech et al. · 0 citations

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