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

Links