Philippe Méliga

Centre National de la Recherche Scientifique — France

Engineering · Physical Sciences

20h-index1.4kcitations140works0.82yr avg
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Research Topics

Fluid Dynamics and Turbulent Flows(59), Fluid Dynamics and Vibration Analysis(53), Lattice Boltzmann Simulation Studies(26), Model Reduction and Neural Networks(17), Aerodynamics and Fluid Dynamics Research(17)

Publications140 total

Physics constrained graph neural network for real time prediction of intracranial aneurysm hemodynamics
npj Digital Medicine·2026Open Access
Graph Deep Learning for Intracranial Aneurysm Blood Flow Simulation and Risk Assessment
arXiv (Cornell University)·2025Open Access
A combined modeling and AI-driven optimization approach to enhance surfactant replacement therapy in adult lungs
Multidisciplinary Biomechanics Journal·2025Open Access
Intracranial aneurysm treatment with intrasaccular flow disruptor modeling
SPIRE - Sciences Po Institutional REpository·2025
Predicting thrombosis in cerebral aneurysms using computational methods and graph neural networks
SPIRE - Sciences Po Institutional REpository·2025
A Continuum Approach With Adaptive Mesh Refinement for Platelet Plug Formation
International Journal for Numerical Methods in Biomedical Engineering·2025· 2 cited
Graph neural networks for real-time prediction and treatment decision in intracranial aneurysms
SPIRE - Sciences Po Institutional REpository·2025
Towards patient-specific optimization of intra-aortic pump therapy using CFD and AI
SPIRE - Sciences Po Institutional REpository·2025
Optimizing surfactant replacement therapy for large respiratory systems : a coupled modeling and AI approach
SPIRE - Sciences Po Institutional REpository·2025
Optimizing intra-aortic pump performance for cardiac support using CFD and AI
SPIRE - Sciences Po Institutional REpository·2025
Graph neural networks for CFD space and time prediction : an application to solar panels
SPIRE - Sciences Po Institutional REpository·2025
Combining machine learning and computational fluid dynamics for solar panel tilt angle optimization in extreme winds
Physics of Fluids·2024· 4 citedOpen Access
Reinforcement learning for cooling rate control during quenching
International Journal of Numerical Methods for Heat &amp Fluid Flow·2024· 3 citedOpen Access
Deep reinforcement learning-based flow optimization for improved wind resilience of solar panel arrays
SPIRE - Sciences Po Institutional REpository·2024
Physics-informed machine learning for enhanced 4D flow
SPIRE - Sciences Po Institutional REpository·2024
Patient-specific flow diverter stent for unruptured intracranial aneurysms
SPIRE - Sciences Po Institutional REpository·2024
Continuum modelling of clot formation in brain aneurysms
SPIRE - Sciences Po Institutional REpository·2024
Multi-Objective Topology Optimization of Conjugate Heat Transfer Using Level Sets and Anisotropic Mesh Adaptation
Fluids·2024· 8 citedOpen Access
Beacon, a Lightweight Deep Reinforcement Learning Benchmark Library for Flow Control
Applied Sciences·2024Open Access
Flow optimization using deep reinforcement learning for safety preserving of solar panels facing wind risks
SPIRE - Sciences Po Institutional REpository·2024
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Frequent Co-authors

Elie Hachem(18), Jean‐Marc Chomaz(10), Aurélien Larcher(10), François Gallaire(10), Jonathan Viquerat(9), É. Serre(7), Denis Sipp(6), Édouard Boujo(5), Hassan Ghraieb(5), Marcello Meldi(4), Aurèle Goetz(4), Grégory Pujals(3), Eddy Constant(3), Julien Favier(3), Yiğit Özpeynirci(3), Damien Serret(3), Maxime Renault(2), Wassim Abdel Nour(2), Pablo Jeken Rico(2), Olivier Marquet(1)