A 20 m spatial resolution peatland extent map of Alaska
Peatlands are prevalent across northern regions, including bogs, fens, marshes, meadows, and select tundra wetlands that all vary in size (e.g., 0.01 s to 10 s km<sup>2</sup>) and shape (e.g., circular to elongated). However, our best remotely sensed products describing the regional-scale distribution of peatland extents are constrained to 1 km<sup>2</sup> pixels, often representing notable sub-pixel heterogeneity and local-scale uncertainties. Here we develop a new 20 m spatial resolution wall-to-wall ~1.5 million km<sup>2</sup> peatland map of Alaska, using peat cores, ground observations, and sub-meter resolution image interpretation. Ground-data were used to train machine learning classifiers to detect peatlands using a fusion of Sentinel-1 (Dual-polarized Synthetic Aperture Radar), Sentinel-2 (Multi-Spectral Imager), and derivatives from the Arctic Digital Elevation Model (ArcticDEM), that were spatially constrained by a peatland suitability model. Statewide peatland mapping (overall agreement:85%) identified peatlands to cover 4.6, 10.4, and 5.3% of polar, boreal, and maritime ecoregions, respectively, and 7.3% of the total terrestrial land area. This new dataset will improve the representation of peatland carbon, nutrient, and fire dynamics across Alaska.
Authors
- Duncan Anderson (ORCID: https://orcid.org/0000-0002-8044-8803)
- Wenqu Chen
- Roger Michaelides (ORCID: https://orcid.org/0000-0002-7577-6829)
- Aiden I. G. Schore (ORCID: https://orcid.org/0000-0003-2350-6488)
- Mark J. Lara (ORCID: https://orcid.org/0000-0002-4670-7031)
- Sarah Scott (ORCID: https://orcid.org/0000-0003-4072-5244)
- Caroline Ludden
- Emma Hall (ORCID: https://orcid.org/0009-0001-5577-5060)
- Umakant Mishra (ORCID: https://orcid.org/0000-0001-5123-2803)
Institutions
- University of Illinois Urbana-Champaign (US)
- Sandia National Laboratories California (US)
- Washington University in St. Louis (US)
- University of Illinois System (US)
- Carnegie Department of Plant Biology (US)
Publication Details
- Journal
- Scientific Data
- Published
- 2025-02-06
- DOI
- https://doi.org/10.1038/s41597-025-04502-1
- Citations
- 4
- Primary Topic
- Peatlands and Wetlands Ecology
- Type
- article
- Field-Weighted Citation Impact
- 6.87
Funders
- National Science Foundation
- U.S. Department of Energy
- National Nuclear Security Administration
- Sandia National Laboratories