ML4WX

Extremes & hazards

Development and evaluation of pre and post integration techniques for enhancing drought predictions over India

Venkatesh Kolluru, Srinivas Kolluru

International Journal of Climatology ·

Paper

In one sentence. Tests 13 machine learning algorithms with pre- and post-integration of satellite precipitation products for drought indices over India; Bayesian-regularized neural networks perform best.

Labels

Topic
Extremes & hazards, Observations & remote sensing
Type
New model or method
Method
Classical ML (trees, GP, linear, kernels)
Time scale
Seasonal to annual
Domain
Regional
Data
Satellite, ERA5 / reanalysis, Station / in-situ
Status
Research
Identifiers
DOI:10.1002/joc.7100 OpenAlex:W3138624676
Added
2026-10-22

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