Search Results for author: Nachiketa Acharya

Found 2 papers, 0 papers with code

Urban precipitation downscaling using deep learning: a smart city application over Austin, Texas, USA

no code implementations15 Aug 2022 Manmeet Singh, Nachiketa Acharya, Sajad Jamshidi, Junfeng Jiao, Zong-Liang Yang, Marc Coudert, Zach Baumer, Dev Niyogi

We show the development of a high-resolution gridded precipitation product (300 m) from a coarse (10 km) satellite-based product (JAXA GsMAP).

Super-Resolution

Short-range forecasts of global precipitation using deep learning-augmented numerical weather prediction

no code implementations23 Jun 2022 Manmeet Singh, Vaisakh S B, Nachiketa Acharya, Aditya Grover, Suryachandra A Rao, Bipin Kumar, Zong-Liang Yang, Dev Niyogi

We augment the output of the well-known NWP model CFSv2 with deep learning to create a hybrid model that improves short-range global precipitation at 1-, 2-, and 3-day lead times.

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