Multiscale maps of Active Layer Depth for Teller site Mile Marker 27 and Kougarok Mile Marker 80, Seward Peninsula, AK

Hantson, Wouter; Yang, Daryl; Serbin, Shawn; Hayes, Daniel J.

doi:10.15485/2482624

Title: Multiscale maps of Active Layer Depth for Teller site Mile Marker 27 and Kougarok Mile Marker 80, Seward Peninsula, AK

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Abstract

Remote sensing maps of active layer depth derived from Unmanned Areal System (UAS) data. The UAS datasets were stepwise scaled until matching the AVIRIS-NG (Airborne Visible / Infrared Imaging Spectrometer - Next Generation) and Sentinel-2 spatial resolutions. Using the field observed Active Layer Depth (ALD) measurement in combination with spectral and topographic predictors derivatives from DJI UAS imagery, we used a spatially explicit RF regression model to predict and map ALD across our study landscapes. This package includes maps for Next-Generation Ecosystem Experiment Arctic (NGEE Arctic)’s Teller Mile Marker (MM) 27, and Kougarok MM80 (aka Mile 80) watersheds. The field, map data, and metadata are provided as geoTIF and text (*.csv) formats. These datasets are provided in support of Hantson et al., 2024 (accepted) “Scaling Arctic landscape and permafrost features improves active layer depth modeling”

Authors:

;

ESS-DIVE

Publication Date:: Tue Dec 31 23:00:00 EST 2024

Other Number(s):: NGA558

DOE Contract Number:: AC02-05CH11231

Research Org.:: Environmental System Science Data Infrastructure for a Virtual Ecosystem; Next-Generation Ecosystem Experiments (NGEE) Arctic

Sponsoring Org.:: NASA's Arctic Boreal Vulnerability Experiment (NNX15AU53A); U.S. DOE > Office of Science > Biological and Environmental Research (BER)

Subject:: 54 ENVIRONMENTAL SCIENCES; Active layer; EARTH SCIENCE > CRYOSPHERE > FROZEN GROUND > ACTIVE LAYER; Seward peninsula; UAS; Unmanned Aerial System

OSTI Identifier:: 2482624

DOI:: https://doi.org/10.15485/2482624

Citation Formats


                    Hantson, Wouter, Yang, Daryl, Serbin, Shawn, and Hayes, Daniel J. Multiscale maps of Active Layer Depth for Teller site Mile Marker 27 and Kougarok Mile Marker 80, Seward Peninsula, AK.  United States: N. p., 2024. 
        Web.  doi:10.15485/2482624.

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                    Hantson, Wouter, Yang, Daryl, Serbin, Shawn, & Hayes, Daniel J. Multiscale maps of Active Layer Depth for Teller site Mile Marker 27 and Kougarok Mile Marker 80, Seward Peninsula, AK.  United States.  doi:https://doi.org/10.15485/2482624

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                    Hantson, Wouter, Yang, Daryl, Serbin, Shawn, and Hayes, Daniel J. 2024.  
"Multiscale maps of Active Layer Depth for Teller site Mile Marker 27 and Kougarok Mile Marker 80, Seward Peninsula, AK".  United States.  doi:https://doi.org/10.15485/2482624.  https://www.osti.gov/servlets/purl/2482624. Pub date:Tue Dec 31 23:00:00 EST 2024

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@article{osti_2482624,

  title        = {Multiscale maps of Active Layer Depth for Teller site Mile Marker 27 and Kougarok Mile Marker 80, Seward Peninsula, AK},

  author       = {Hantson, Wouter and Yang, Daryl and Serbin, Shawn and Hayes, Daniel J.},

  abstractNote = {Remote sensing maps of active layer depth derived from Unmanned Areal System (UAS) data. The UAS datasets were stepwise scaled until matching the AVIRIS-NG (Airborne Visible / Infrared Imaging Spectrometer - Next Generation) and Sentinel-2 spatial resolutions. Using the field observed Active Layer Depth (ALD) measurement in combination with spectral and topographic predictors derivatives from DJI UAS imagery, we used a spatially explicit RF regression model to predict and map ALD across our study landscapes. This package includes maps for Next-Generation Ecosystem Experiment Arctic (NGEE Arctic)’s Teller Mile Marker (MM) 27, and Kougarok MM80 (aka Mile 80) watersheds. The field, map data, and metadata are provided as geoTIF and text (*.csv) formats. These datasets are provided in support of Hantson et al., 2024 (accepted) “Scaling Arctic landscape and permafrost features improves active layer depth modeling”},

  doi          = {10.15485/2482624},

  journal      = {},

  number       = ,

  volume       = ,

  place        = {United States},

  year         = {Tue Dec 31 23:00:00 EST 2024},

  month        = {Tue Dec 31 23:00:00 EST 2024}

}

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DOI: https://doi.org/10.15485/2482624

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