Functional regression, and spatial functional data. I have been collaborating with Prof. Ming-Jun Lai (U. of Georgia, USA) and Dr. Bree Ettinger (Politecnico di Milano, Italy) on the use of bivariate splines over triangulations to model spatial functional data. See below the fit for ground-level ozone over the USA:
For instance:
1. I have been working on uncertainty quantification for tsunami models. A first paper came out.
2. I have been working on uncertainty quantification for earthquake models. A first paper came out.
The Department of Statistical Science and the UCL Institute for Risk & Disaster Reduction are leading a NERC consortium on Uncertainty Quantification of Natural Hazards funded over 2012-2016. I am Work Package Leader for “Natural hazard model limitations through comprehensive quantification of uncertainties”.
3. I am working on stratopheric modelling (dynamics, ozone) using the Whole Atmosphere Community Climate Model (WACCM). I organised a research effort and a Workshop on Uncertainty Quantification for Climate and Environmental Models.
For my CV and publications, see my professional
webpage.