Epsrc Dtp Studentship

5 months ago


Cambridge, United Kingdom University of Cambridge Full time

We are looking for a PhD student to work with Prof. Matthew Juniper and Dr. Alexandros Kontogiannis (EPSRC post-doctoral Fellow) on Physics-enhanced velocimetry of Flow Magnetic Resonance Imaging (Flow-MRI). Flow-MRI simultaneously measures all three velocity components of a flow in three spatial dimensions and one time dimension. This data contains high quality information about the flow but suffers from a low signal-to-noise ratio and the need for time-consuming post-processing. We will enhance the spatial and temporal resolution of Flow-MRI images by combining high quality Flow-MRI data with high quality prior information: that the flow obeys conservation of mass and momentum.

We achieve this by assimilating data directly into a Finite Element computational fluid dynamics (CFD) code using adjoint-accelerated Bayesian Inference. We have proven this concept in steady laminar flows and are searching for a PhD student to work with us to extend this method to periodic and turbulent flows. The expected outcome will be a step-change improvement in Flow-MRI image quality for 3D time-evolving flows. We estimate from our previous work that, by imposing high quality priors, equivalent information can be extracted from around 100 times less data than current methods.

In this project we will collaborate with the School of Clinical Medicine and the Chemical Engineering and Biotechnology Department at Cambridge. We may also collaborate with colleagues at Stanford and Purdue in the USA. This project would suit a student with strong skills in mathematics, numerical analysis, or programming, and an interest in fluid mechanics.



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