Merging Satellite and Gauge-Measured Precipitation Using LightGBM With an Emphasis on Extreme Quantiles

Merging Satellite and Gauge-Measured Precipitation Using LightGBM With an Emphasis on Extreme Quantiles

Knowing the actual precipitation in space and time is critical in hydrological modeling applications, yet the spatial coverage with rain gauge stations is limited due to economic constraints. Gridded satellite precipitation datasets offer an alternative option for estimating the actual precipitation...

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Bibliographic Details
Main Authors: Hristos Tyralis, Georgia Papacharalampous, Nikolaos Doulamis, Anastasios Doulamis
Format: Article
Language:English
Published: IEEE 2023-01-01
Series:IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Subjects:
Light gradient boosting machine (LightGBM)
quantile regression
remote sensing
spatial interpolation
Online Access:https://ieeexplore.ieee.org/document/10186884/

Internet

https://ieeexplore.ieee.org/document/10186884/

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