A ground temperature map of the North Atlantic permafrost region based on remote sensing and reanalysis data

Abstract. Permafrost is a key element of the terrestrial cryosphere which makes mapping and monitoring of its state variables an imperative task. We present a modeling scheme based on remotely sensed land surface temperatures and reanalysis products from which mean annual ground temperatures (MAGT) can be derived at a spatial resolution of 1 km at continental scales. The approach explicitly accounts for the uncertainty due to unknown input parameters and their spatial variability at subgrid scale by delivering a range of MAGTs for each grid cell. This is achieved by a simple equilibrium model with only few input parameters which for each grid cell allows scanning the range of possible results by running many realizations with different parameters. The approach is applied to the unglacierized land areas in the North Atlantic region, an area of more than 5 million km2 ranging from the Ural Mountains in the east to the Canadian Archipelago in the west. A comparison to in situ temperature measurements in 143 boreholes suggests a model accuracy better than 2.5 °C, with 139 considered boreholes within this margin. The statistical approach with a large number of realizations facilitates estimating the probability of permafrost occurrence within a grid cell so that each grid cell can be classified as continuous, discontinuous and sporadic permafrost. At its southern margin in Scandinavia and Russia, the transition zone between permafrost and permafrost-free areas extends over several hundred km width with gradually decreasing permafrost probabilities. The study exemplifies the unexploited potential of remotely sensed data sets in permafrost mapping if they are employed in multi-sensor multi-source data fusion approaches.

[1]  A. Cazenave,et al.  The ESA Climate Change Initiative: Satellite Data Records for Essential Climate Variables , 2013 .

[2]  B. Etzelmüller,et al.  CryoGRID 1.0: Permafrost Distribution in Norway estimated by a Spatial Numerical Model , 2013 .

[3]  B. Elberling,et al.  High nitrous oxide production from thawing permafrost , 2010 .

[4]  L. H. Blikra,et al.  The thermal state of permafrost in the nordic area during the international polar year 2007–2009 , 2010 .

[5]  D. Gesch,et al.  Global multi-resolution terrain elevation data 2010 (GMTED2010) , 2011 .

[6]  Richard A. Frey,et al.  Cloud Detection with MODIS. Part I: Improvements in the MODIS Cloud Mask for Collection 5 , 2008 .

[7]  Julia Boike,et al.  Systematic bias of average winter-time land surface temperatures inferred from MODIS at a site on Svalbard, Norway , 2012 .

[8]  Stephan Gruber,et al.  TopoSCALE v.1.0: downscaling gridded climate data in complex terrain , 2014 .

[9]  V. Romanovsky,et al.  Distribution and changes of active layer thickness (ALT) and soil temperature (TTOP) in the source area of the Yellow River using the GIPL model , 2014, Science China Earth Sciences.

[10]  Vladimir E. Romanovsky,et al.  Numerical modeling of permafrost dynamics in Alaska using a high spatial resolution dataset , 2009 .

[11]  Vladimir E. Romanovsky,et al.  Interannual variations of the thermal regime of the active layer and near‐surface permafrost in northern Alaska , 1995 .

[12]  V. Romanovsky,et al.  A model for regional‐scale estimation of temporal and spatial variability of active layer thickness and mean annual ground temperatures , 2003 .

[13]  S. Gruber,et al.  Permafrost in steep bedrock slopes and its temperature‐related destabilization following climate change , 2007 .

[14]  H. L. Miller,et al.  Climate Change 2007: The Physical Science Basis , 2007 .

[15]  M. Langer,et al.  Spatial and temporal variations of summer surface temperatures of high-arctic tundra on Svalbard — Implications for MODIS LST based permafrost monitoring , 2011 .

[16]  Michael W. Smith,et al.  Permafrost monitoring and detection of climate change , 1996 .

[17]  S. Hagemann,et al.  Vulnerability of Permafrost Carbon to Climate Change: Implications for the Global Carbon Cycle , 2008 .

[18]  Vladimir E. Romanovsky,et al.  Evidence for warming and thawing of discontinuous permafrost in Alaska , 1999 .

[19]  S. Gruber,et al.  Inferring snowpack ripening and melt-out from distributed measurements of near-surface ground temperatures , 2012 .

[20]  Vladimir E. Romanovsky,et al.  Thermal state of permafrost in Russia , 2010 .

[21]  Stephan Gruber,et al.  Large-area land surface simulations in heterogeneous terrain driven by global data sets: Application to mountain permafrost , 2013 .

[22]  Chris Derksen,et al.  Implementing hemispherical snow water equivalent product assimilating weather station observations and spaceborne microwave data , 2011, 2011 IEEE International Geoscience and Remote Sensing Symposium.

[23]  W. Paul Menzel,et al.  Nighttime polar cloud detection with MODIS , 2004 .

[24]  M. Smith,et al.  Climate and the limits of permafrost: a zonal analysis , 2002 .

[25]  Thomas V. Schuler,et al.  Severe cloud contamination of MODIS Land Surface Temperatures over an Arctic ice cap, Svalbard , 2014 .

[26]  Kenji Yoshikawa,et al.  Thermal state of permafrost in North America: a contribution to the international polar year , 2010 .

[27]  T. Berntsen,et al.  A Comparison between Simulated and Observed Surface Energy Balance at the Svalbard Archipelago , 2015 .

[28]  Stephan Gruber,et al.  Derivation and analysis of a high-resolution estimate of global permafrost zonation , 2011 .

[29]  Tingjun Zhang,et al.  Amount and timing of permafrost carbon release in response to climate warming , 2011 .

[30]  Andreas Kääb,et al.  The Distribution, Thermal Characteristics and Dynamics of Permafrost in Tröllaskagi, Northern Iceland, as Inferred from the Distribution of Rock Glaciers and Ice‐Cored Moraines , 2013 .

[31]  B. Etzelmüller,et al.  The regional distribution of mountain permafrost in Iceland , 2007 .

[32]  B. Etzelmüller,et al.  Transient thermal modeling of permafrost conditions in Southern Norway , 2012 .

[33]  Rowan Fealy,et al.  Comparison of ERA‐40, ERA‐Interim and NCEP/NCAR reanalysis data with observed surface air temperatures over Ireland , 2011 .

[34]  Claude R. Duguay,et al.  Remote sensing of permafrost and frozen ground , 2014 .

[35]  E. S. Melnikov,et al.  Circum-Arctic map of permafrost and ground-ice conditions , 1997 .

[36]  B. Elberling,et al.  Long-term CO2 production following permafrost thawing , 2013 .

[37]  Ryan K. Brook,et al.  Modelling and mapping permafrost at high spatial resolution in Wapusk National Park, Hudson Bay Lowlands , 2012 .

[38]  J. Thepaut,et al.  The ERA‐Interim reanalysis: configuration and performance of the data assimilation system , 2011 .

[39]  B. Etzelmüller,et al.  Thermal characteristics and impact of climate change on mountain permafrost in Iceland , 2007 .

[40]  J. L. Sollid,et al.  Aspects and concepts on the geomorphological significance of Holocene permafrost in southern Norway , 2003 .

[41]  J. Christensen,et al.  Permafrost degradation risk zone assessment using simulation models , 2011 .

[42]  Julia Boike,et al.  Satellite-based modeling of permafrost temperatures in a tundra lowland landscape , 2013 .

[43]  C. Frei,et al.  Downscaling from GCM precipitation: a benchmark for dynamical and statistical downscaling methods , 2006 .

[44]  J. Boike,et al.  A statistical approach to represent small-scale variability of permafrost temperatures due to snow cover , 2014 .

[45]  Zhao-Liang Li,et al.  Validation of the land-surface temperature products retrieved from Terra Moderate Resolution Imaging Spectroradiometer data , 2002 .

[46]  Vladimir E. Romanovsky,et al.  Permafrost thermal state in the polar Northern Hemisphere during the international polar year 2007–2009: a synthesis , 2010 .

[47]  Bernd Etzelmüller,et al.  Ground Thermal Regime and Permafrost Distribution under a Changing Climate in Northern Norway , 2013 .

[48]  V. Brovkin,et al.  Estimating the near-surface permafrost-carbon feedback on global warming , 2012 .

[49]  B. Elberling,et al.  Future permafrost conditions along environmental gradients in Zackenberg, Greenland , 2014 .

[50]  Timo Vihma,et al.  Validation of atmospheric reanalyses over the central Arctic Ocean , 2012 .

[51]  F. Chapin,et al.  Methane bubbling from Siberian thaw lakes as a positive feedback to climate warming , 2006, Nature.