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