GriddingMachine
GriddingMachine provides a standardized repository of global-scale biophysical datasets for parameterizing, initializing, and benchmarking land and Earth system models.
Key Features:
- Standardized database: Aggregates diverse global-scale datasets including plant traits, vegetation indices, and geophysical information for model parameterization and validation.
- Multi-scale coverage: Contains datasets organized for use at both global and regional spatial scales relevant to land and Earth system modeling.
- Programmatic and HTTP access: Exposes data via HTTP and programmatic interfaces with support for client use in Julia, Matlab, Octave, Python, and R.
Scientific Applications:
- Model parameterization: Supplies standardized trait, vegetation, and geophysical data for setting parameter values in land and Earth system models.
- Model initialization and validation: Provides baseline datasets used to initialize simulations and validate model outputs across regional and global domains.
- Benchmarking and comparative studies: Enables consistent benchmarking of biophysical and ecological model components using harmonized multi-source datasets.
Methodology:
Curating and organizing heterogeneous datasets into a standardized repository and maintaining continuous updates to expand dataset offerings.
Topics
Details
- License:
- Apache-2.0
- Cost:
- Free of charge
- Tool Type:
- library, web application
- Operating Systems:
- Linux, Mac, Windows
- Programming Languages:
- MATLAB, Python, Julia
- Added:
- 9/16/2022
- Last Updated:
- 11/24/2024
Operations
Publications
Wang Y, Köhler P, Braghiere RK, Longo M, Doughty R, Bloom AA, Frankenberg C. GriddingMachine, a database and software for Earth system modeling at global and regional scales. Scientific Data. 2022;9(1). doi:10.1038/s41597-022-01346-x. PMID:35650204. PMCID:PMC9160223.
PMID: 35650204
PMCID: PMC9160223
Funding: - National Aeronautics and Space Administration: 80NSSC21K1712