414 citations · 552 across the 7 of their papers we have counts for
7 papers
Technical overview and architecture of the FastNet Machine Learning weather prediction model, version 1.0
Eric G. Daub, Tom Dunstan, Thusal Bennett +30
We present FastNet version 1.0, a data-driven medium range numerical weather prediction (NWP) model based on a Graph Neural Network architecture, developed jointly between the Alan…
FastNet: Improving the physical consistency of machine-learning weather prediction models through loss function design
Tom Dunstan, Oliver Strickson, Thusal Bennett +31
Machine learning weather prediction (MLWP) models have demonstrated remarkable potential in delivering accurate forecasts at significantly reduced computational cost compared to tr…
Skilful global seasonal predictions from a machine learning weather model trained on reanalysis data
Chris Kent, Adam A. Scaife, Nick J. Dunstone +4
Machine learning weather models trained on observed atmospheric conditions can outperform conventional physics-based models at short- to medium-range (1-14 day) forecast timescales…
Seasonal forecasts of the summer 2016 Yangtze River basin rainfall
Philip E. Bett, Adam A. Scaife, Chaofan Li +8
The Yangtze River has been subject to heavy flooding throughout history, and in recent times severe floods such as those in 1998 have resulted in heavy loss of life and livelihoods…
Skill and reliability of seasonal forecasts for the Chinese energy sector
Philip E. Bett, Hazel E. Thornton, Julia F. Lockwood +6
We assess the skill and reliability of forecasts of winter and summer temperature, wind speed and irradiance over China, using the GloSea5 seasonal forecast system. Skill in such f…
A Bayesian framework for verification and recalibration of ensemble forecasts: How uncertain is NAO predictability?
Stefan Siegert, David B. Stephenson, Philip G. Sansom +3
Predictability estimates of ensemble prediction systems are uncertain due to limited numbers of past forecasts and observations. To account for such uncertainty, this paper propose…
The association between stratospheric weak polar vortex events and cold air outbreaks
E. W. Kolstad, T. Breiteig, A. A. Scaife
Previous studies have identified an association between near-surface temperature anomalies in the Northern Hemisphere and weak stratospheric polar westerlies. Large regions in nort…