PAUNet: Precipitation Attention-based U-Net for rain prediction from satellite radiance data

no code implementations • 30 Nov 2023 • P. Jyoteeshkumar Reddy, Harish Baki, Sandeep Chinta, Richard Matear, John Taylor

This paper introduces Precipitation Attention-based U-Net (PAUNet), a deep learning architecture for predicting precipitation from satellite radiance data, addressing the challenges of the Weather4cast 2023 competition.

Management Precipitation Forecasting

Machine Learning based Parameter Sensitivity of Regional Climate Models -- A Case Study of the WRF Model for Heat Extremes over Southeast Australia

no code implementations • 27 Jul 2023 • P. Jyoteeshkumar Reddy, Sandeep Chinta, Richard Matear, John Taylor, Harish Baki, Marcus Thatcher, Jatin Kala, Jason Sharples

However, parameter sensitivity analysis (SA) of regional models for heat extremes is largely unexplored.