no code implementations • 5 Dec 2023 • Sandeep Chinta, Xiang Gao, Qing Zhu
One of the main sources of this uncertainty arises from the numerous uncertain model parameters within various physical, biological, and chemical processes that influence methane production, oxidation, and transport.
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.
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.