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Author

Sivareddy Sanikommu

2 papers indexed here

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Open access Sep 2026

Rapid Joint Downscaling of Multiple Atmospheric Fields to Kilometer Scale With Deep Learning

Predicting weather and climate hazards typically relies on computationally expensive kilometer‐scale numerical models. This study introduces a U‐Net‐based deep learning framework, the Joint Atmospheric fields Downscaling Network (JADNet), for rapid, joint downscaling of multiple atmospheric variables to kilometer res...

Hong-Xing Cui, H. Dasari, S. Sanikommu et al. · 0 citations
Sep 2026

High‐resolution ensemble data assimilation and forecasting of mesoscale and submesoscale circulation in the Arabian Gulf

High‐resolution ocean models are increasingly capable of resolving energetic mesoscale and submesoscale dynamics, but integrating data assimilation (DA) into such systems remains challenging. Static background error covariances can limit the effectiveness of assimilating observations, particularly in shallow and semi...

Naila F. Raboudi, S. Sanikommu, Panagiotis Vasou et al. · 0 citations

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