PhD in genuinely high-order discretisation of Navier-Stokes equations using machine learning for turbomachinery aeroacoustics University of Southampton in United Kingdom

PhD opportunity at the University of Southampton in high-fidelity CFD for fan/OGVs broadband noise modelling , hosted in the Rolls-Royce University Technology Centre (UTC) in Propulsion Systems Noise at the Institute of Sound and Vibration Research (ISVR) . This project focuses on aeroacoustics , computational fluid dynamics , fluid mechanics , and mathematical modelling for Ultra High Bypass Ratio (UHBR) aeroengines . The research will use Large Eddy Simulation (LES) or Detached Eddy Simulation...

Technische Universität Ilmenau is advertising a PhD candidate position in simulations of compressible turbulence within the Fluid Mechanics Group in the Department of Mechanical Engineering. The project is funded by the German Research Foundation (DFG) under Priority Program DFG-SPP 2410 CoScaRa and is carried out jointly with a research group at the Max Planck Institute for Mathematics in the Sciences, Leipzig . The research focuses on the dynamics and small-scale statistical properties of comp...

PhD opportunity at the University of Southampton in multi-level topology optimization of architected metamaterial structures . This project sits at the intersection of mechanical engineering , materials science , mathematical modelling , machine learning , and computational mechanics . The research focuses on mechanical metamaterials —engineered structures whose unusual properties come from geometry rather than composition—and aims to develop a multi-scale framework that combines topology morphi...

PhD opportunity at the University of Southampton in Scientific Machine Learning for Fluid Dynamics and Hydraulics . This project focuses on Physics-Informed Neural Networks (PINNs) and their use as efficient alternatives to traditional computational fluid dynamics methods. The research aims to develop and optimise scientific machine learning approaches for problems in fluid mechanics and hydraulics , including fast flood modelling, alternative Navier-Stokes solvers, and fluid-structure interacti...

PhD project at the University of Southampton in Machine Learning in environmental fluid dynamics modelling . This postgraduate research project combines machine learning , physics-informed neural networks (PINNs) , fluid mechanics , environmental flow modelling , and high-performance computing . The research aims to develop faster, more accurate, and more robust simulations for environmental flows, including the 2D Shallow Water Equations , with applications such as flood simulation , submerged ...