Spatiotemporal Retrievals of Soil Moisture and Geomorphologic Data for Landslide Sites in Eastern Kentucky

Researcher ORCID Identifier

Lindsey Sebastian Bryson: https://orcid.org/0000-0003-2350-2241

Daniel M. Francis: https://orcid.org/0009-0001-0598-143X

Files

Download

Download Full Text (1221.6 MB)

Download Fine Resolution Spatial Data and Factors of Safety.xlsx (39.4 MB)

Download Terrain_Slope_in_Degrees.lyr (20 KB)

Download Factor of Safety README.txt (1 KB)

Download Factor of Safety Texture.mxd (579 KB)

Download In-Situ Data.zip (945 KB)

Download Time Series LIS Soil Moisture Data Over July Landslide Points.zip (2.1 MB)

Download Maximum LIS Soil Moisture Data Over July Landslide Points.zip (73 KB)

Download Texture_Data_For_Machine_Learning.gdb.zip (11.7 MB)

Download Site Texture and Mesri Friction Angles at KYTC Boreholes.xlsx (104 KB)

Download Multi-Layer Perceptron for Predicting Friction Angles.ipynb (5 KB)

Download L3SMP_E Data README.txt (772 B)

Download LIS Data README.txt (977 B)

Download LIS Max VWC Data README.txt (1 KB)

Download Factor of Safety README.txt (1 KB)

Download In-Situ Data README.txt (1 KB)

Dataset Creation Date

05/15/2023

Release Date

2023

Publisher

University of Kentucky Libraries

Description

These data are the soil texture, land information system-based soil moisture estimates from assimilation of NASA SMAP satellite-based observations and NOAH 3.6 Land Surface Model estimates, artificial neural network machine learning code, and in-situ soil moisture measurements.

Digital Object Identifier (DOI)

https://doi.org/10.13023/wzxy-w420

Rights

This dataset is distributed under the terms of the Creative Commons Attribution 4.0 International License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided that the dataset creators and source are credited and that changes (if any) are clearly indicated.

Supporting Information

Please see the Readme files.

File Format

Factor of Safety README: Text document (.txt)

Factor of Safety Analyses: Microsoft Excel file (.xlsx)

Factor of Safety Texture: .zip format

ArcGIS Slope Angles: Layer File (.lyr)

In-Situ Data README: Text document (.txt)

In-Situ Data: .zip format

L3SMP_E Data README: Text Document (.txt)

Example Directory: .zip format

LIS Max VWC Data README: Text Document (.txt)

LIS Data README: Text Document (.txt)

Maximum LIS Moisture: .zip format

Time Series LIS Moisture: .zip format

Python code: Jupyter notebook (.ipynb)

Site Texture for Machine Learning: Microsoft Excel File (.xlsx)

Texture Data for Machine Learning: .zip format

File Size

Factor of Safety README: 4 KB

Factor of Safety Analyses: 39.4 MB

Factor of Safety Texture: 4 MB

ArcGIS Slope Angles: 20 KB

In-Situ Data README: 4 KB

In-Situ Data: 952 KB

L3SMP_E Data README: 4 KB

Example Directory: 1.17 GB

LIS Max VWC Data README: 4 KB

LIS Data README: 4 KB

Maximum LIS Moisture: 76 KB

Time Series LIS Moisture: 2.08 MB

Python code: 8 KB

Site Texture for Machine Learning: 108 KB

Texture Data for Machine Learning: 11.7 MB

Spatial Coverage

Eastern Kentucky, Kentucky

Temporal Coverage

2022

Language

English

Related Content

NASA Land Information System (LIS): https://github.com/NASA-LIS/LISF

NASA SMAP Level 3 Enhanced soil moisture data were accessed and acquired via the National Snow and Ice Data Center data access tool: https://nsidc.org/data/data-access-tool/SPL3SMP_E/versions/5

Soil Geomorphic Data were accessed via the USDA Natural Resources Conservation Service (NRCS) Web Soil Survey (WSS) https://websoilsurvey.nrcs.usda.gov/app/

Notes

  • Blue download button will download single large zip file.
  • White download buttons will download Individual component files.

Spatiotemporal Retrievals of Soil Moisture and Geomorphologic Data for Landslide Sites in Eastern Kentucky

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