Search Results for author: Suryachandra Rao

Found 2 papers, 0 papers with code

DeepClouds.ai: Deep learning enabled computationally cheap direct numerical simulations

no code implementations18 Aug 2022 Moumita Bhowmik, Manmeet Singh, Suryachandra Rao, Souvik Paul

Simulation of turbulent flows, especially at the edges of clouds in the atmosphere, is an inherently challenging task.

Deep learning for improved global precipitation in numerical weather prediction systems

no code implementations20 Jun 2021 Manmeet Singh, Bipin Kumar, Suryachandra Rao, Sukhpal Singh Gill, Rajib Chattopadhyay, Ravi S Nanjundiah, Dev Niyogi

This study is a proof-of-concept showing that residual learning-based UNET can unravel physical relationships to target precipitation, and those physical constraints can be used in the dynamical operational models towards improved precipitation forecasts.

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