Applications of deep learning to ocean data inference and subgrid parameterization T Bolton, L Zanna Journal of Advances in Modeling Earth Systems 11 (1), 376-399, 2019 | 332 | 2019 |
Data‐driven equation discovery of ocean mesoscale closures L Zanna, T Bolton Geophysical Research Letters 47 (17), e2020GL088376, 2020 | 196 | 2020 |
Scale-aware deterministic and stochastic parametrizations of eddy-mean flow interaction L Zanna, PGLP Mana, J Anstey, T David, T Bolton Ocean Modelling 111, 66-80, 2017 | 89 | 2017 |
Deep learning of unresolved turbulent ocean processes in climate models L Zanna, T Bolton Deep Learning for the Earth Sciences: A Comprehensive Approach to Remote …, 2021 | 28 | 2021 |
Predicting the future is hard and other lessons from a population time series data science competition GRW Humphries, C Che-Castaldo, PJ Bull, G Lipstein, A Ravia, B Carrión, ... Ecological Informatics 48, 1-11, 2018 | 17 | 2018 |
Regional and Temporal Variability of Lateral Mixing in the North Atlantic T Bolton, R Abernathey, L Zanna Journal of Physical Oceanography, 2019 | 7 | 2019 |
Climate Modeling in the Age of Machine Learning L Zanna, A Guillaumin, A Adcroft, T Bolton AGU Fall Meeting 2021, 2021 | | 2021 |
Interpretable Equation-Discovery for Ocean Mesoscale Parameterizations L Zanna, T Bolton AGU Fall Meeting Abstracts 2021, NG51A-07, 2021 | | 2021 |
Machine learning for inference and parametrization of ocean turbulence L Zanna, T Bolton Ocean Sciences Meeting 2020, 2020 | | 2020 |
Discovering Novel Eddy Parameterisations with Machine Learning L Zanna, T Bolton AGU Fall Meeting Abstracts 2019, GC33C-05, 2019 | | 2019 |
Towards a Data-Driven Mesoscale Eddy Parameterisation T Bolton, L Zanna 22nd Conference on Atmospheric and Oceanic Fluid Dynamics, 2019 | | 2019 |
Withdrawn: Augmentation of Oceanographic Data with Deep Learning T Bolton, L Zanna 99th American Meteorological Society Annual Meeting, 2019 | | 2019 |
A data-driven investigation into the behaviour and parameterisation of mesoscale eddies T Bolton University of Oxford, 2019 | | 2019 |
Interannual Variability of Mixing in the Gulf Stream T Bolton, R Abernathey, L Zanna 2018 Ocean Sciences Meeting, 2018 | | 2018 |
A Recipe for Parametrizing Mesoscale Eddy Fluxes L Zanna, J Anstey, L Mana, TW David, T Bolton American Geophysical Union 2016, PO23A-07, 2016 | | 2016 |