Code repository: Measure Less, Map More: Using Machine Learning, Physiography, and Prior Depth Maps to Extrapolate In-Swath Snow Depth Measurements Across Mountain Basins

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Authors: Eric Small, Mark S. Raleigh, Jordan Herbert
Cited by: 1

Abstract

This is the code repository for the paper, Measure Less, Map More: Using Machine Learning, Physiography, and Prior Depth Maps to Extrapolate In-Swath Snow Depth Measurements Across Mountain Basins, submitted to GRL. Abstract: Basin-wide snow depth maps support operational water supply assessments, but their availability is limited by measurement costs (airborne) or sampling constraints (satellite, drone). We present Swath-RF, a methodology that trains random forests on snow depth measured within a narrow swath (

Publication details

Journal / source
Figshare
Publication date
1 January 2026
Document type
Dataset