Airborne Lidar and Machine Learning Reveal Decreased Snow Depth in Burned Forests
Koshkin, Arielle; Marshall, Adrienne;
Airborne Lidar and Machine Learning Reveal Decreased Snow Depth in Burned Forests
This workflow requires access to the following datasets: Airborne Snow Observatory, Inc. (ASO): https://data.airbornesnowobservatories.com/ Tree Canopy Cover (NLCD): https://www.mrlc.gov/data SNODAS: https://nsidc.org/data/g02158/versions/1 (accessed using SNODASR) Monitoring Trends in Burn Severity (MTBS): https://mtbs.gov/ Packages in R include: XGBoost mlr3verse SNODASR elevatR patchwork terra tidyverse furrr readr vroom