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, including deep neural networks and physics-informed neural networks, to analyse large datasets from gyrokinetic and fluid simulations of plasma turbulence Develop and train reduced-order models that capture
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%). You will work at the intersection of numerical analysis, uncertainty quantification, and scientific machine learning. The research will primarily focus on probabilistic methods for data-driven model
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(e.g., SEM path analysis models, growth modeling, latent class analysis, multilevel models), experience with multiple methods (e.g., observational; qualitative; intervention research), and strong writing
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the performance of floating structures. Analyze hydrodynamic behavior of floating breakwaters under varied sea conditions. 2. Hydrodynamic and Fluid Structure Interaction Modeling Perform Hydrodynamic simulations
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The Multiphase Reactors Research Group focuses on fundamental transport phenomena in multiphase systems, combining advanced experiments, theoretical modelling, and numerical simulations. Its research aims
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, and signed; Copy of academic degree certificates. a) If the possession of a degree is a requirement for the grant, candidates holding a degree obtained abroad must, by the end of the application
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experience at the time of application. Preference will be given to those with research experience in empirical research and a strong skill set in programming, modeling and simulations in the business context
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interatomic potential to incorporate materials response . Resulting models are implemented in LAMMPS and are used to perform ML-accelerated large-scale dynamics simulations to investigate the evolution
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application consists of: An application Transcript(s) – For this opportunity, an unofficial transcript or copy of the student academic records printed by the applicant or by academic advisors from internal
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collaborative international research environment. GIANTS is a five-year theoretical and numerical modelling project focused on the late stage of terrestrial planet formation involving giant impacts around the Sun