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Open access Sep 2026

An integrated conceptual design framework for hydrogen-powered aircraft: propulsion, thermal management and environmental performance

The future of aviation depends on energy transition and environmental mitigation. Hydrogen-powered aircraft offer the potential to eliminate carbon emissions during flight, but their integration poses major challenges in storage, thermal management, and pollutant emissions. This study explores the conceptual design...

Leonora S. Santos, F. Afonso · 0 citations
Conference Open access 2026

Deep Gaussian Processes for Probabilistic Prediction of UAV Propeller Aerodynamics

This work evaluates Deep Gaussian Processes (DGPs) as probabilistic surrogate models for predicting thrust and torque of small Unmanned Aerial Vehicle (UAV) propellers. Unlike deterministic neural-network models, DGPs provide predictive uncertainty estimates in addition to mean predictions. Compared with standard Gauss...

H. Røstum, F. Afonso, J. Morlier · 0 citations
Conference Open access 2026

Assessment of an efficient computational framework for aeroelastic scaling through aerodynamic shape tailoring

Modern high aspect ratio configurations deliver aerodynamic efficiency at the cost of significant geometric nonlinearities and highly coupled fluid-structure interactions. Sub-scale testing remains indispensable for validating the resulting aeroelastic phenomena, yet aerodynamic similarity is fundamentally challenged b...

Duarte Brito, F. Afonso, Fernando Lau et al. · 0 citations

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