Towards an end-to-end artificial intelligence driven global weather forecasting system

K Chen, L Bai, F Ling, P Ye, T Chen, K Chen… - arXiv preprint arXiv …, 2023 - arxiv.org
The weather forecasting system is important for science and society, and significant
achievements have been made in applying artificial intelligence (AI) to medium-range …

FNP: Fourier Neural Processes for Arbitrary-Resolution Data Assimilation

K Chen, T Chen, P Ye, H Chen, K Chen, T Han… - arXiv preprint arXiv …, 2024 - arxiv.org
Data assimilation is a vital component in modern global medium-range weather forecasting
systems to obtain the best estimation of the atmospheric state by combining the short-term …

Machine Learning with Physics Knowledge for Prediction: A Survey

J Watson, C Song, O Weeger, T Gruner, AT Le… - arXiv preprint arXiv …, 2024 - arxiv.org
This survey examines the broad suite of methods and models for combining machine
learning with physics knowledge for prediction and forecast, with a focus on partial …