Data and code from: Predictions of Aboveground Herbaceous Production from Satellite-Derived APAR Are More Sensitive to Ecosite than Grazing Management Strategy in Shortgrass Steppe
This study set out to accurately estimate the amount of herbaceous biomass grown in rangelands, which is difficult to observe directly. Herbaceous biomass is the total weight of all living plant material, such as grasses, forbs, and small shrubs, some of which are edible forage for livestock. We used a combination of satellite data and ground-based measurements to estimate herbaceous biomass.
The data provided here allows others to reproduce our statistical analysis. We also provide cleaned datasets for herbaceous biomass, grazing periods, satellite, and photosynthetic active radiation collected at the Central Plains Experimental Range, which is a Long-Term Agroecosystem Research network site. The time frame for this data spans 2014 – 2022.
The .zip archive
Peirce_etal_2024_APAR_grazing.zip
contains data and code files.
This dataset contains all code and data necessary to reproduce the statistical analyses in the manuscript:
Peirce, E.S.; Kearney, S.P.; Santamaria, N.; Augustine, D.J.; Porensky, L.M. Predictions of Aboveground Herbaceous Production from Satellite-Derived APAR Are More Sensitive to Ecosite than Grazing Management Strategy in Shortgrass Steppe. Remote Sens. 2024, 16, 2780.
https://doi.org/10.3390/rs16152780
This research used resources provided by the SCINet project and/or the AI Center of Excellence of the USDA Agricultural Research Service, ARS project numbers 0201-88888-003-000D and 0201-88888-002-000D.
Funding
Foundation for Food and Agriculture Research: DSnew-0000000028
USDA-ARS: 0201-88888-003-000D
USDA-ARS: 0201-88888-002-000D
History
Data contact name
Porensky, Lauren M.Data contact email
lauren.porensky@usda.govPublisher
Ag Data CommonsIntended use
The data and code presented here reproduce data processing, statistical analysis including linear mixed-effects models and post hoc comparisons of estimated marginal means for hypothesis testing, and visualization of results including graphs and tables. All analysis from the manuscript is included.Use limitations
The data and code presented here are only for reproducing the analyses in the cited manuscript and would require modification to be applied to new input data.Temporal Extent Start Date
2014-05-23Temporal Extent End Date
2022-08-30Frequency
- annually
Theme
- Geospatial
Geographic Coverage
{"type":"FeatureCollection","features":[{"geometry":{"type":"Polygon","coordinates":[[[-104.731833,40.816372],[-104.727836,40.816372],[-104.727836,40.813457],[-104.731833,40.813457],[-104.731833,40.816372]]]},"type":"Feature","properties":{}}]}Geographic location - description
Central Plains Experimental Range: The Station Is 15,500 acres (6280 ha), with an elevation of 5250-5550 ft and annual Precipitation of 12.8 inches (historical).ISO Topic Category
- geoscientificInformation
- farming
- environment
Ag Data Commons Group
- Central Plains Experimental Range
- Long-Term Agroecosystem Research
National Agricultural Library Thesaurus terms
prediction; grazing management; grazing; steppes; normalized difference vegetation index; biomass; remote sensing; ecosystemsOMB Bureau Code
- 005:18 - Agricultural Research Service
OMB Program Code
- 005:040 - National Research
ARS National Program Number
- 216
ARIS Log Number
413805Pending citation
- No
Public Access Level
- Public