A Spatially‐Distributed Machine Learning Approach for Fractional Snow Covered Area Estimation

A Spatially‐Distributed Machine Learning Approach for Fractional Snow Covered Area Estimation

Abstract Snowpack in mountainous areas often provides water storage for summer and fall, especially in the Western United States. In situ observations of snow properties in mountainous terrain are limited by cost and effort, impacting both temporal and spatial sampling, while remote sensing estimate...

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Bibliographic Details
Main Authors: Shalini Mahanthege, William Kleiber, Karl Rittger, Balaji Rajagopalan, Mary J. Brodzik, Edward Bair
Format: Article
Language:English
Published: Wiley 2024-11-01
Series:Water Resources Research
Subjects:
random forest
MODIS
Landsat
feature importance
downscaling
data fusion
Online Access:https://doi.org/10.1029/2023WR036162
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