Global Age Mapping Integration (GAMI)

DOI

GAMI is an updated dataset providing global forest age distributions for 2010 and 2020 with 100-meter resolution, improving upon the MPI-BGC forest age product. Utilizing machine learning, specifically XGBoost, the estimates are based on over 40,000 forest inventory plots, biomass/height data, remote sensing, and climate data. The dataset incorporates Landsat-based disturbance history and uses multiple XGBoost models with varied hyperparameters to address aleatoric and epistemic uncertainties. Twenty realizations of biomass data with controlled perturbations simulate natural variability, offering robust statistical measures and confidence intervals. Additionally, GAMI provides age class fraction products at different spatial resolutions for custom analyses.

The full description of the data and the updates to version 1.0 (Besnard, 2021, https://doi.org/10.17871/ForestAgeBGI.2021) is provided in the associated data description file.

Identifier
DOI https://doi.org/10.5880/GFZ.1.4.2023.006
Related Identifier IsNewVersionOf https://doi.org/10.17871/ForestAgeBGI.2021
Related Identifier IsSupplementTo https://doi.org/10.5194/essd-13-4881-2021
Related Identifier Cites https://doi.org/10.1126/science.1244693
Related Identifier Cites https://doi.org/10.1016/j.rse.2020.112165
Metadata Access http://doidb.wdc-terra.org/oaip/oai?verb=GetRecord&metadataPrefix=oai_datacite&identifier=oai:doidb.wdc-terra.org:7969
Provenance
Creator Besnard, Simon (ORCID: 0000-0002-1137-103X); Santoro, Maurizio ORCID logo; Herold, Martin ORCID logo; Cartus, Oliver ORCID logo; Gütter, Jonas; Heinrich, Viola H.A. ORCID logo; Herault, Bruno ORCID logo; Kassi, Justin ORCID logo; Koirala, Sujan ORCID logo; N'Guessan, Anny ORCID logo; Neigh, Christopher ORCID logo; Nelson, Jacob A. ORCID logo; Poulter, Benjamin ORCID logo; Weber, Ulrich (ORCID: /0000-0001-7116-035X); Zhang, Tao; Carvalhais, Nuno ORCID logo
Publisher GFZ Data Services
Contributor Carvalhais, Nuno; Besnard, Simon
Publication Year 2024
Funding Reference Europen Space Agency https://eo4society.esa.int/projects/biomascat/ Other BIOMASCAT; European Union https://doi.org/10.3030/776810 Other 776810 VERIFY; European Union https://www.forestnavigator.eu/ Other 101056875 ForestNavigator; European Commission http://dx.doi.org/10.13039/501100000780 Crossref Funder ID
Rights CC BY 4.0; http://creativecommons.org/licenses/by/4.0/
OpenAccess true
Contact Carvalhais, Nuno (Department of Biogeochemical Integration, Max Planck Institute for Biogeochemistry, Jena, Germany); Besnard, Simon (Helmholtz GFZ German Research Centre of Geosciences, Section 1.4 Remote Sensing and Geoinformatics, Telegrafenberg, Potsdam, Germany)
Representation
Resource Type Dataset
Version 2.0
Discipline Fine Arts, Music, Theatre and Media Studies; History; Humanities; Photography
Spatial Coverage (-180.000W, -90.000S, 180.000E, 90.000N); Global and for the years 2010 and 2020