Generative Modeling of High-resolution Global Precipitation Forecasts. (arXiv:2210.12504v1 [cs.LG])

Forecasting global precipitation patterns and, in particular, extreme
precipitation events is of critical importance to preparing for and adapting to
climate change. Making accurate high-resolution precipitation forecasts using
traditional physical models remains a major challenge in operational weather
forecasting as they incur substantial computational costs and struggle to
achieve sufficient forecast skill. Recently, deep-learning-based models have
shown great promise in closing the gap with numerical weather prediction (NWP)
models in terms of precipitation forecast skill, opening up exciting new
avenues …

arxiv global modeling precipitation