3 Education "Northwestern University" PhD positions at IFP Energies nouvelles (IFPEN) in France

PhD in Data Science: Real-Time Data-Driven Modeling of Road Traffic Pollutant Emissions and Atmospheric Concentrations at an Urban Scale

simulations, which can represent significant computational time. To address this, we plan to introduce deep learning algorithms to develop accelerated models for determining pollutant concentrations in

PhD position at IFP Energies nouvelles (IFPEN) in Earth sciences, geomechanics Graded damage approach for modelling of fractured regions in subsurface

brings together Universities and Research Centres with the end goal of improving current knowledge of the physics of coupled phenomena in the subsurface. Key target of the project is to develop a unique

PhD in Applied Mathematics: Neural Linear Solvers and Preconditioners for General Sparse Matrices

adjacency matrix of a graph 𝒢, where the edges represent the coefficients a_{ij} for i ≠ j, and the nodes represent the coefficients a_{ii}. We then train a Graph Neural Network (GNN) to predict without