ML4WX

Downscaling & super-resolution

A XGBoost-Based Downscaling-Calibration Scheme for Extreme Precipitation Events

Honglin Zhu, Huizeng Liu, Qiming Zhou, Aihong Cui

IEEE Transactions on Geoscience and Remote Sensing ·

Paper

In one sentence. XGBoost used for both downscaling and calibration of satellite precipitation during typhoons, better reproducing extreme rainfall spatial variability than single-step alternatives.

Labels

Topic
Downscaling & super-resolution, Extremes & hazards
Type
New model or method
Method
Classical ML (trees, GP, linear, kernels)
Domain
Regional
Data
Satellite
Status
Research
Identifiers
DOI:10.1109/tgrs.2023.3294266 OpenAlex:W4383960224
Added
2026-10-22

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