Google Scholar: h-index = 28, citations = 4111 (April 2024)
Preprints
- , Aardvark Weather: end-to-end data-driven weather forecasting, ArXiv
- , Downscaling precipitation over High Mountain Asia using Multi-Fidelity Gaussian Processes: Improved estimates from ERA5, EGUsphere
- , Calculating exposure to extreme sea level risk will require high resolution ice sheet models, .
- , Multi-fidelity experimental design for ice-sheet simulation, NeurIPS 2022 Workshop on Gaussian Processes, Spatiotemporal Modeling, and Decision-making Systems
- , Ice Core Dating using Probabilistic Programming, NeurIPS 2022 Workshop on Gaussian Processes, Spatiotemporal Modeling, and Decision-making Systems
- , Kernel Learning for Explainable Climate Science, 16th Bayesian Modelling Applications Workshop at UAI, 2022
- , A continuous vertically resolved ozone dataset from the fusion of chemistry climate models with observations using a Bayesian neural network, EarthArXiv
Peer-reviewed
- (2024) "Sea ice detection using concurrent multispectral and synthetic aperture radar imagery", Remote Sensing of Environment
- (2024) "Interrogating Sea Ice Predictability With Gradients", IEEE Geoscience and Remote Sensing Letters
- (2024) "Prioritize environmental sustainability in use of AI and data science methods", Nature Geoscience
- (2023) "Unsupervised machine learning detection of iceberg populations within sea ice from dual-polarisation SAR imagery", Remote Sensing of Environment
- (2023) "Environmental sensor placement with convolutional Gaussian neural processes", Environmental Data Science
- (2023) "Using probabilistic machine learning to better model temporal patterns in parameterizations: a case study with the Lorenz 96 model", Geoscientific Model Development
- (2023) "Autoregressive Conditional Neural Processes", 11th International Conference on Learning Representations (ICLR 2023)
- (2022) "Localized impacts and economic implications from high temperature disruption days under climate change", Climate Resilience and Sustainability
- (2022) "Convolutional conditional neural processes for local climate downscaling", Geoscientific Model Development
- (2021) "Regional disparities and seasonal differences in climate risk to rice labour", Environmental Research Letters
- (2021) "The Time Machine framework: monitoring and prediction of biodiversity loss", Trends in Ecology & Evolution
The New Stack - (2021) "Seasonal Arctic sea ice forecasting with probabilistic deep learning", Nature Communications
Nvidia Blog Wired Science News Eos BBC Podcast Mail Online - (2021) "Inhomogeneity of the Surface Air Temperature Record from Halley, Antarctica", Journal of Climate
- (2021) "Towards implementing artificial intelligence post-processing in weather and climate: proposed actions from the Oxford 2019 workshop", Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences
- (2020) "Ensembling geophysical models with Bayesian Neural Networks", Advances in Neural Information Processing Systems (NeurIPS) 2020
- (2020) "Scalable Exact Inference in Multi-Output Gaussian Processes", Proceedings of the 37th International Conference on Machine Learning, Vienna, Austria, PMLR 119, 2020
- (2020) "Polar stratospheric clouds initiated by mountain waves in a global chemistry--climate model: a missing piece in fully modelling polar stratospheric ozone depletion", Atmospheric Chemistry and Physics
- (2020) "Projecting ozone hole recovery using an ensemble of chemistry-climate models weighted by model performance and independence", Atmospheric Chemistry and Physics
- (2020) "Improvements in Circumpolar Southern Hemisphere Extratropical Atmospheric Circulation in CMIP6 Compared to CMIP5", Earth and Space Science
- (2020) "The impact of changes in tropical sea surface temperatures over 1979-2012 on Northern hemisphere high latitude climate", Journal of Climate
- (2019) "Modelling Groundwater - Surface Water Interactions Under Climate Change Scenarios: insights from Axios Delta, Greece", ICONHIC 2019: 2nd International Conference on Natural Hazards & Infrastructure, Chania, Greece
- (2019) "Bias correction of high-resolution regional climate model precipitation output gives the best estimates of precipitation in Himalayan catchments", Journal of Geophysical Research: Atmospheres
- (2019) "The Dominant Role of Extreme Precipitation Events in Antarctic Snowfall Variability", Geophysical Research Letters
Phys.org - (2018) "Summer Drivers of Atmospheric Variability Affecting Ice Shelf Thinning in the Amundsen Sea Embayment, West Antarctica", Geophysical Research Letters
- (2018) "Changes in European wind energy generation potential within a 1.5C warmer world", Environmental Research Letters
Carbon Brief Independent Phys.org Mail Online Treehugger - (2017) "Causes of the Antarctic region record high temperature at Signy Island, 30th January 1982", Atmospheric Science Letters
- (2017) "Accumulation in coastal West Antarctic ice core records and the role of cyclone activity", Geophysical Research Letters
- (2017) "An Assessment of Recent and Future Temperature Change over the Sichuan Basin, China, Using CMIP5 Climate Models", Journal of Climate
- (2017) "Unprecedented springtime retreat of Antarctic sea ice in 2016", Geophysical Research Letters
Phys.org - (2017) "3rd ANtarctic Gravity Wave Instrument Network (ANGWIN) science workshop", Advances in Atmospheric Sciences
- (2017) "Variability and trends in the Southern Hemisphere high latitude, quasi-stationary planetary waves", International Journal of Climatology
- (2016) "Absence of 21st century warming on Antarctic Peninsula consistent with natural variability", Nature
Carbon Brief Washington Post - (2016) "An assessment of the Polar Weather Research and Forecasting (WRF) model representation of near-surface meteorological variables over West Antarctica", Journal of Geophysical Research: Atmospheres
- (2016) "Future circulation changes off West Antarctica: Sensitivity of the Amundsen Sea Low to projected anthropogenic forcing", Geophysical Research Letters
- (2016) "The Amundsen Sea Low: Variability, Change, and Impact on Antarctic Climate", Bulletin of the American Meteorological Society
- (2016) "Antarctic sea ice increase dominated by intrinsic variability of the Amundsen Sea Low", Climate Dynamics
- (2015) "Twentieth century increase in snowfall in coastal West Antarctica", Geophysical Research Letters
Indian Express - (2015) "Recent Changes in Antarctic Sea Ice", Philosophical Transactions of the Royal Society of London A: Mathematical, Physical and Engineering Sciences
- (2015) "Sensitivity of tropical deep convection in global models: effects of horizontal resolution, surface constraints and 3D atmospheric nudging", Atmospheric Science Letters
- (2015) "Inclusion of mountain-wave-induced cooling for the formation of PSCs over the Antarctic Peninsula in a chemistry-climate model", Atmospheric Chemistry and Physics
- (2015) "Orographic disturbances of surface winds over the shelf waters adjacent to South Georgia", Atmospheric Science Letters
- (2014) "Met Office Unified Model high resolution simulations of a strong wind event in Antarctica", Quarterly Journal of the Royal Meteorological Society
- (2014) "Sources of uncertainty in projections of twenty-first century westerly wind changes over the Amundsen Sea, West Antarctica, in CMIP5 climate models", Climate Dynamics
- (2013) "Temporal and spatial evolution of the Antarctic sea ice prior to the September 2012 record maximum extent", Geophysical Research Letters
- (2013) "The influence of the Amundsen-Bellingshausen Seas Low on the climate of West Antarctica and its representation in coupled climate model simulations", Journal of Climate
- (2013) "The Amundsen Sea Low", International Journal of Climatology
- (2013) "Trends in Antarctic Peninsula surface melting conditions from observations and regional climate modelling", Journal of Geophysical Research: Earth Surface
- (2013) "An Initial Assessment of Antarctic Sea Ice Extent in the CMIP5 Models", Journal of Climate
- (2013) "Strong dynamical modulation of the cooling of the polar stratosphere associated with the Antarctic ozone hole", Journal of Climate
- (2012) "Possible Dynamical Mechanisms for Southern Hemisphere Climate Change due to the Ozone Hole", Journal of the Atmospheric Sciences
- (2012) "Tropical convective transport and the Walker circulation", Atmospheric Chemistry and Physics
- (2011) "Representation of tropical deep convection in atmospheric models - Part 2: Tracer transport", Atmospheric Chemistry and Physics
- (2011) "Representation of tropical deep convection in atmospheric models - Part 1: Meteorology and comparison with satellite observations", Atmospheric Chemistry and Physics
- (2010) "Modelling deep convection and its impacts on the tropical tropopause layer", Atmospheric Chemistry and Physics
Reports
- (2023) "Tackling climate change with data science and AI", The Alan Turing Institute
- (2020) "Spatial Finance: Challenges and Opportunities in a Changing World", WWF and World Bank Group
- (2018) "Geoengineering", Global Environmental Research Committee (GERC), Royal Society
- (2017) "Air quality", Global Environmental Research Committee (GERC), Royal Society
- (2017) "Biodiversity", Global Environmental Research Committee (GERC), Royal Society
- (2016) "Natural Resources", Global Environmental Research Committee (GERC), Royal Society
- (2016) "Climate", Global Environmental Research Committee (GERC), Royal Society
- (2013) "Key Points from the IPCC WGI Fifth Assessment Report. Climate Change 2013: The Physical Science Basis", Cambridge Centre for Climate Science (CCfCS)
PhD Thesis
- (2010) The impact of deep convection on the structure of, and transport through, the tropical tropopause layer, University of Cambridge