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Physics at Newcastle University hosts several active research groups in the areas of cosmology, observational astrophysics and astrophysical fluid dynamics. Available PhD projects include: Examining
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. This PhD project aims to address this challenge by developing fast-to-evaluate surrogate models that can efficiently explore high-dimensional parameter spaces while retaining physical realism. Specifically
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simulate hydrodynamic and pollutant transport processes, their computational cost limits their suitability for real-time emergency decision-making. This project addresses this challenge by combining physics
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for all. This PhD project aims to develop, physics-informed surrogate models to support the design and optimisation of deep geothermal energy systems under subsurface uncertainty. Focusing initially
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their suitability for real-time emergency decision-making. This project addresses this challenge by combining physics-based modelling with data driven surrogate approaches. The first stage of the project will involve