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Anna Vaughan
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Convolutional conditional neural processes for local climate downscaling
A Vaughan, W Tebbutt, JS Hosking, RE Turner
Geoscientific Model Development 15 (1), 251-268, 2022
34*2022
Practical conditional neural processes via tractable dependent predictions
S Markou, J Requeima, WP Bruinsma, A Vaughan, RE Turner
arXiv preprint arXiv:2203.08775, 2022
202022
Real world and tropical cyclone world. Part II: Sensitivity of tropical cyclone formation to uniform and meridionally varying sea surface temperatures under aquaplanet conditions
KJE Walsh, S Sharmila, M Thatcher, S Wales, S Utembe, A Vaughan
Journal of Climate 33 (4), 1473-1486, 2020
192020
RaVÆn: unsupervised change detection of extreme events using ML on-board satellites
V Růžička, A Vaughan, D De Martini, J Fulton, V Salvatelli, C Bridges, ...
Scientific reports 12 (1), 16939, 2022
17*2022
Autoregressive conditional neural processes
WP Bruinsma, S Markou, J Requiema, AYK Foong, TR Andersson, ...
arXiv preprint arXiv:2303.14468, 2023
142023
Unsupervised change detection of extreme events using ML On-board
V Ruzicka, A Vaughan, D De Martini, J Fulton, V Salvatelli, C Bridges, ...
92021
The stationary banding complex and secondary eyewall formation in tropical cyclones
A Vaughan, KJE Walsh, JD Kepert
Journal of Geophysical Research: Atmospheres 125 (6), e2019JD031515, 2020
82020
Active learning with convolutional gaussian neural processes for environmental sensor placement
TR Andersson, WP Bruinsma, S Markou, DC Jones, JS Hosking, ...
arXiv e-prints, arXiv: 2211.10381, 2022
5*2022
Multivariate climate downscaling with latent neural processes
A Vaughan, ND Lane, M Herzog
Tackling Climate Change with Machine Learning ICML Workshop, 2021
32021
Semantic segmentation of methane plumes with hyperspectral machine learning models
V Růžička, G Mateo-Garcia, L Gómez-Chova, A Vaughan, L Guanter, ...
Scientific Reports 13 (1), 19999, 2023
2*2023
Sim2real for environmental neural processes
J Scholz, TR Andersson, A Vaughan, J Requeima, RE Turner
arXiv preprint arXiv:2310.19932, 2023
12023
CH4Net: a deep learning model for monitoring methane super-emitters with Sentinel-2 imagery
A Vaughan, G Mateo-García, L Gómez-Chova, V Růžička, L Guanter, ...
EGUsphere 2023, 1-17, 2023
12023
Aardvark Weather: end-to-end data-driven weather forecasting
A Vaughan, S Markou, W Tebbutt, J Requeima, WP Bruinsma, ...
arXiv preprint arXiv:2404.00411, 2024
2024
UNEP's Methane Alert and Response System (MARS): current status, new developments and case studies
I Irakulis-Loitxate, C Randles, M Watine-Guiu, G Mateo-García, ...
EGU24, 2024
2024
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Articles 1–14