Published January 29, 2025 | Version v1

Code for machine learning models and borehole, snow depth, laboratory soil analysis, meteorological station, surface soil moisture, and vegetation survey data at Husky Drop Zone in interior Alaska

Authors/Creators

  • 1. ROR icon Cold Regions Research and Engineering Laboratory

Description

This set of files provides machine learning algorithms and borehole, snow depth, laboratory soil analysis, meteorological station, surface soil moisture, and vegetation survey data at Husky Drop Zone in interior Alaska.

 

File names and descriptions:

"Husky_DropZone_Code.R"

Code for machine learning model to run ensemble analysis to estimate the three variables (snow depth, Frequency Domain Electromagnetics [FDEM] values, Ground Penetrating Radar (GPR) depth to reflector values) to upscale to entire site area and model Volumetric Water Content. 

"LULC_or_BurnSeverity_Code.R"

Code for Random Forest model to estimate the Land Use Land Cover and the prescribed burn. 

"HDZ1.pdf” “HDZ2.pdf” "HDZ3.pdf” “HDZ4.pdf” "HDZ5.pdf”

These PDF files provide borehole logs from 2022.

“HDZ6.pdf” "HDZ7.pdf” “HDZ8.pdf” "HDZ9.pdf” “HDZ10.pdf” “HDZ11.pdf” "HDZ12.pdf” “HDZ13.pdf” "HDZ14.pdf”

These pdf files provide borehole logs from 2024.

“epsilon'_2E.csv” “epsilon''_2E.csv” “epsilon'_ZAnalyzer.csv” “epsilon''_ZAnalyzer.csv” “resistivity'_2E.csv” “resistivity''_2E.csv” “resistivity'_4E.csv” “resistivity''_4E.csv” “resistivity'_ZAnalyzer.csv” “resistivity''_ZAnalyzer.csv” “resistivity'_ZAnalyzer2.csv”

These csv files provide impedance analyzer results from 2024.

“Magnaprobe_B_OperatorView.dat” “Magnaprobe_C_OperatorView.dat”

These dat files provide raw snow depth data collected with the magnaprobe.

“HuskyDZ_MetStations.gpx”

This gpx file provides the coordinates for the meteorological stations.

“Husky_DZ_423_HDZ_Soil_Data.dat” “Husky_DZ_424_HDZ_Soil_Data.dat” “Husky_DZ_522_HDZ_Soil_Data.dat”

These dat files provide the raw meteorological station data.

“224275 OSU Soils Report.xlsx”

This excel file provides the texture by hydrometer, gravimetric moisture content, and soil bulk density data for the soil samples.

“HuskyDZ_Hydrosense_all.xlsx”

This excel file provides the volumetric water content and permittivity data collected with the Hydrosense.

“Husky DZ Vegetation.xlsx”

This excel file provides the vegetation survey results.

“HuskyDZ_veg.gpx”

This gpx file provides the coordinates of the vegetation survey.

Files

epsilon''_2E.csv

Files (2.9 MB)

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Additional details

Dates

Available
2025-01-28