I am working with Prof Tarje Nissen-Meyer, Dr Paula Koelemeijer, and Dr Atılım Güneş Baydin on probabilistic deep learning for physics-based seismic hazard assessment. My DPhil is funded by NERC through the Oxford-NERC DTP in Environmental Research.

My research is focused on developing and applying probabilistic machine learning methods to improve uncertainty quantification – in particular relating to seismic velocity models – in physics-based seismic hazard assessment. I am currently working on a deep learning method for the probabilistic merging of seismic velocity models. I aim for the methods I am developing to be more generally applicable to spatial datasets in other areas of environmental science.

Please feel free to reach out if you have any questions or want to find out more!