ML4WX

Downscaling & super-resolution

Analysis of Precipitation Variability using Memory Based Artificial Neural Networks

Shyama Debbarma, Parthasarathi Choudhury, Parthajit Roy, Ram Kumar

International Journal of Applied Metaheuristic Computing ·

Paper

In one sentence. Gamma memory neural networks, with and without GA optimization, downscale daily precipitation for the Barak basin, with GMNN-GA matching the standard SDSM model.

Labels

Topic
Downscaling & super-resolution
Type
New model or method
Method
RNN / LSTM / ConvLSTM, Classical ML (trees, GP, linear, kernels)
Time scale
Climate projections / centennial
Domain
Local / station
Data
ERA5 / reanalysis, CMIP / climate model output
Status
Research
Identifiers
DOI:10.4018/ijamc.2019010102 OpenAlex:W2894990022
Added
2026-10-22

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