Supervised classification of landforms in Arctic mountains

Huw Thomas Mithan (Lead / Corresponding author), Tristram Charles Hales, Peter John Cleall

    Research output: Contribution to journalArticlepeer-review

    7 Citations (Scopus)
    118 Downloads (Pure)

    Abstract

    Erosional and sediment fluxes from Arctic mountains are lower than for temperate mountain ranges due to the influence of permafrost on geomorphic processes. As permafrost extent declines in Arctic mountains, the spatial distribution of geomorphic processes and rates will change. Improved access to high-quality remotely sensed topographic data in the Arctic provides an opportunity to develop our understanding of the spatial distribution of Arctic geomorphological processes and landforms. Utilizing newly available Arctic digital topography data, we have developed a method for geomorphic mapping using a pixel-based linear discriminant analysis method that could be applied across Arctic mountains. We trained our classifier using landforms within the Adventdalen catchment in Svalbard and applied it to two adjacent catchments and one in Alaska. Slope gradient, elevation–relief ratio and landscape roughness distinguish landforms to a first order with >80% accuracy. Our simple classification system has a similar overall accuracy when compared across our field sites. The simplicity and robustness of our classification suggest that it is possible to use it to understand the distribution of Arctic mountain landforms using extant digital topography data and without specialized classifications. Our preliminary assessments of the distribution of geomorphic processes within these catchments demonstrate the importance of post-glacial hillslope processes in governing sediment movement in Arctic mountains.

    Original languageEnglish
    Pages (from-to)131-145
    Number of pages15
    JournalPermafrost and Periglacial Processes
    Volume30
    Issue number3
    Early online date11 Jul 2019
    DOIs
    Publication statusPublished - 14 Aug 2019

    Keywords

    • Alaska, geomorphometry
    • Svalbard
    • linear discriminant analysis
    • periglacial landforms
    • supervised classification

    ASJC Scopus subject areas

    • Earth-Surface Processes

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