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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

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posted on 2024-08-28, 14:52 authored by ERIKA PEIRCEERIKA PEIRCE, Sean KearneySean Kearney, David J. Augustine, Lauren M. Porensky, Nikolas Santamaria

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.gov

Publisher

Ag Data Commons

Intended 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

2014-05-23

Temporal Extent End Date

2022-08-30

Frequency

  • 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; ecosystems

OMB Bureau Code

  • 005:18 - Agricultural Research Service

OMB Program Code

  • 005:040 - National Research

ARS National Program Number

  • 216

ARIS Log Number

413805

Pending citation

  • No

Public Access Level

  • Public

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