Land productivity and land availability for growing bioenergy crop in the Contiguous US. Center for Advanced Bioenergy and Bioproducts Innovation (CABBI)
Dataset Description |
The dataset consists of two types of data: the estimate of land productivity (the maximum productivity, MP) and the estimate of land that has low productivity for any major crops planted in the Contiguous United States and then may be available for growing bioenergy crops (the marginal land, ML). All data items are in GeoTiff format, under the World Geodetic System (WGS) 84 project, and with a resolution of 0.0020810045 degree (~250 m). The MP values are calculated based on machine learning model estimated yields of major crops in the CONUS, and its expected value (MP_mean.tif), and associated uncertainty (MP_IDP.tif). The ML availability data have two versions: a deterministic version and a version with uncertainty. The deterministic MLs are determined as the land pixels with expected MP values falling in the range defined in the following criteria, and the MLs with uncertainty are determined as the probability that the MP value of a land pixel falls in the range defined in the following criteria: Criteria_____Description
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Subject |
Life Sciences |
Keywords |
Land productivity;marginal land;land use |
License |
CC BY |
Funder |
U.S. Department of Energy (DOE)-Grant:DE-SC0018420 |
Corresponding Creator |
Ximing Cai |
Downloaded |
4247 times |
| Version | DOI | Comment | Publication Date |
|---|---|---|---|
| 1 | 10.13012/B2IDB-4584681_V1 | 2019-12-10 |
Contact the Research Data Service for help interpreting this log.
| RelatedMaterial | create: {"material_type"=>"Article", "availability"=>nil, "link"=>"https://doi.org/10.1088/1748-9326/ab865f", "uri"=>"10.1088/1748-9326/ab865f", "uri_type"=>"DOI", "citation"=>"Yang, P., Zhao, Q., Cai, X. April 3, 2020. “Machine Learning-Based Estimation of Land Productivity in the Contiguous U.S. Using Biophysical Predictors.” Environmental Research Letters. DOI: 10.1088/1748-9326/ab865f", "dataset_id"=>1154, "selected_type"=>"Article", "datacite_list"=>"IsSupplementTo"} | 2020-04-23T21:37:55Z |
| Dataset | update: {"keywords"=>["Land productivity; marginal land; land use", "Land productivity;marginal land;land use"]} | 2019-12-12T20:05:55Z |