Author

Mustapha Habib

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#edge computing Open access Nov 2026

Soft state-of-charge estimation for adsorption energy storage: Black-box and physics-informed approaches

The proposed PINN introduces a specialized physical loss coupling thermochemical energy balances with adsorption kinetics, driven by instantaneous edge inputs for direct SOC tracking, and demonstrates higher predictive accuracy than the conventional NN across all key outputs, relative to a high-fidelity white-box dynam...

Mustapha Habib, V. Palomba, M. Gado et al. · Energy and Buildings · 0 citations

Open access Jul 2026

Privacy-preserving load forecasting in smart grids using federated learning: a comparative analysis of aggregation strategies

Experimental results on real-world energy consumption datasets demonstrate that the proposed FL framework achieves competitive forecasting accuracy while preserving client data privacy, and a rigorous comparative analysis reveals that FedProx and FedTrimmedAvg consistently outperform FedAvg under non-IID conditions.

A. Tibermacine, Ilyes Naidji, Imad Eddine Tibermacine et al. · Frontiers in Energy Research · 1 citation

Preprint Aug 2026

KOOPMAN-Luenberger Observer Design for Nonlinear Systems with Application to the Monitoring of a Latent Thermal Energy Storage

State estimation for nonlinear dynamical systems remains a fundamental challenge, particularly when measurements are sparse and internal states are inaccessible. This work presents a KOOPMAN-based Linear State Observer (KOOPMAN-LSO) design framework that enables linear observer synthesis for nonlinear systems through K...

Mustapha Habib, Dario Aguiar, Esther Kieseritzky et al. · 0 citations