Articles | Volume 17, issue 8
https://doi.org/10.5194/tc-17-3157-2023
© Author(s) 2023. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
https://doi.org/10.5194/tc-17-3157-2023
© Author(s) 2023. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
Environmental spaces for palsas and peat plateaus are disappearing at a circumpolar scale
Geography Research Unit, University of Oulu, Oulu, 90014, Finland
previously published under the name Oona H. Könönen
Olli Karjalainen
Geography Research Unit, University of Oulu, Oulu, 90014, Finland
Juha Aalto
Department of Geosciences and Geography, University of Helsinki,
Helsinki, 00014, Finland
Finnish Meteorological Institute, Helsinki, 00101, Finland
Miska Luoto
Geography Research Unit, University of Oulu, Oulu, 90014, Finland
Jan Hjort
Geography Research Unit, University of Oulu, Oulu, 90014, Finland
Related authors
No articles found.
Outi Kinnunen, Leif Backman, Juha Aalto, Tuula Aalto, and Tiina Markkanen
Biogeosciences, 21, 4739–4763, https://doi.org/10.5194/bg-21-4739-2024, https://doi.org/10.5194/bg-21-4739-2024, 2024
Short summary
Short summary
Climate change is expected to increase the risk of forest fires. Ecosystem process model simulations are used to project changes in fire occurrence in Fennoscandia under six climate projections. The findings suggest a longer fire season, more fires, and an increase in burnt area towards the end of the century.
Vilna Tyystjärvi, Pekka Niittynen, Julia Kemppinen, Miska Luoto, Tuuli Rissanen, and Juha Aalto
The Cryosphere, 18, 403–423, https://doi.org/10.5194/tc-18-403-2024, https://doi.org/10.5194/tc-18-403-2024, 2024
Short summary
Short summary
At high latitudes, winter ground surface temperatures are strongly controlled by seasonal snow cover and its spatial variation. Here, we measured surface temperatures and snow cover duration in 441 study sites in tundra and boreal regions. Our results show large variations in how much surface temperatures in winter vary depending on the landscape and its impact on snow cover. These results emphasise the importance of understanding microclimates and their drivers under changing winter conditions.
Anna-Maria Virkkala, Pekka Niittynen, Julia Kemppinen, Maija E. Marushchak, Carolina Voigt, Geert Hensgens, Johanna Kerttula, Konsta Happonen, Vilna Tyystjärvi, Christina Biasi, Jenni Hultman, Janne Rinne, and Miska Luoto
Biogeosciences, 21, 335–355, https://doi.org/10.5194/bg-21-335-2024, https://doi.org/10.5194/bg-21-335-2024, 2024
Short summary
Short summary
Arctic greenhouse gas (GHG) fluxes of CO2, CH4, and N2O are important for climate feedbacks. We combined extensive in situ measurements and remote sensing data to develop machine-learning models to predict GHG fluxes at a 2 m resolution across a tundra landscape. The analysis revealed that the system was a net GHG sink and showed widespread CH4 uptake in upland vegetation types, almost surpassing the high wetland CH4 emissions at the landscape scale.
Matti Kämäräinen, Juha-Pekka Tuovinen, Markku Kulmala, Ivan Mammarella, Juha Aalto, Henriikka Vekuri, Annalea Lohila, and Anna Lintunen
Biogeosciences, 20, 897–909, https://doi.org/10.5194/bg-20-897-2023, https://doi.org/10.5194/bg-20-897-2023, 2023
Short summary
Short summary
In this study, we introduce a new method for modeling the exchange of carbon between the atmosphere and a study site located in a boreal forest in southern Finland. Our method yields more accurate results than previous approaches in this context. Accurately estimating carbon exchange is crucial for gaining a better understanding of the role of forests in regulating atmospheric carbon and addressing climate change.
Olli Karjalainen, Juha Aalto, Mikhail Z. Kanevskiy, Miska Luoto, and Jan Hjort
Earth Syst. Sci. Data Discuss., https://doi.org/10.5194/essd-2022-144, https://doi.org/10.5194/essd-2022-144, 2022
Manuscript not accepted for further review
Short summary
Short summary
The amount of underground ice in the Arctic permafrost has a central role when assessing climate change-induced changes to natural conditions and human activity in the Arctic. Here, we present compilations of field-verified ground ice observations and high-resolution estimates of Northern Hemisphere ground ice content. The data highlight the variability of ground ice contents across the Arctic and provide called-for information to be used in modelling and environmental assessment studies.
Youhua Ran, Xin Li, Guodong Cheng, Jingxin Che, Juha Aalto, Olli Karjalainen, Jan Hjort, Miska Luoto, Huijun Jin, Jaroslav Obu, Masahiro Hori, Qihao Yu, and Xiaoli Chang
Earth Syst. Sci. Data, 14, 865–884, https://doi.org/10.5194/essd-14-865-2022, https://doi.org/10.5194/essd-14-865-2022, 2022
Short summary
Short summary
Datasets including ground temperature, active layer thickness, the probability of permafrost occurrence, and the zonation of hydrothermal condition with a 1 km resolution were released by integrating unprecedentedly large amounts of field data and multisource remote sensing data using multi-statistical\machine-learning models. It updates the understanding of the current thermal state and distribution for permafrost in the Northern Hemisphere.
Jessica L. McCarty, Juha Aalto, Ville-Veikko Paunu, Steve R. Arnold, Sabine Eckhardt, Zbigniew Klimont, Justin J. Fain, Nikolaos Evangeliou, Ari Venäläinen, Nadezhda M. Tchebakova, Elena I. Parfenova, Kaarle Kupiainen, Amber J. Soja, Lin Huang, and Simon Wilson
Biogeosciences, 18, 5053–5083, https://doi.org/10.5194/bg-18-5053-2021, https://doi.org/10.5194/bg-18-5053-2021, 2021
Short summary
Short summary
Fires, including extreme fire seasons, and fire emissions are more common in the Arctic. A review and synthesis of current scientific literature find climate change and human activity in the north are fuelling an emerging Arctic fire regime, causing more black carbon and methane emissions within the Arctic. Uncertainties persist in characterizing future fire landscapes, and thus emissions, as well as policy-relevant challenges in understanding, monitoring, and managing Arctic fire regimes.
Olli Karjalainen, Miska Luoto, Juha Aalto, and Jan Hjort
The Cryosphere, 13, 693–707, https://doi.org/10.5194/tc-13-693-2019, https://doi.org/10.5194/tc-13-693-2019, 2019
Short summary
Short summary
Using a statistical modelling framework, we examined the environmental factors controlling ground thermal regimes inside and outside the Northern Hemisphere permafrost domain. We found that climatic factors were paramount in both regions, but with varying relative importance and effect size. The relationships were often non-linear, especially in permafrost conditions. Our results suggest that these non-linearities should be accounted for in future ground thermal models at the hemisphere scale.
Related subject area
Discipline: Frozen ground | Subject: Frozen Ground
Effect of surficial geology mapping scale on modelled ground ice in Canadian Shield terrain
InSAR-measured permafrost degradation of palsa peatlands in northern Sweden
The evolution of Arctic permafrost over the last 3 centuries from ensemble simulations with the CryoGridLite permafrost model
Permafrost saline water and Early to mid-Holocene permafrost aggradation in Svalbard
Post-Little Ice Age rock wall permafrost evolution in Norway
Modelling rock glacier ice content based on InSAR-derived velocity, Khumbu and Lhotse valleys, Nepal
The temperature-dependent shear strength of ice-filled joints in rock mass considering the effect of joint roughness, opening and shear rates
Significant underestimation of peatland permafrost along the Labrador Sea coastline in northern Canada
Estimation of stream water components and residence time in a permafrost catchment in the central Tibetan Plateau using long-term water stable isotopic data
Brief communication: Improving ERA5-Land soil temperature in permafrost regions using an optimized multi-layer snow scheme
Towards accurate quantification of ice content in permafrost of the Central Andes – Part 2: An upscaling strategy of geophysical measurements to the catchment scale at two study sites
Long-term analysis of cryoseismic events and associated ground thermal stress in Adventdalen, Svalbard
Seismic physics-based characterization of permafrost sites using surface waves
Three in one: GPS-IR measurements of ground surface elevation changes, soil moisture, and snow depth at a permafrost site in the northeastern Qinghai–Tibet Plateau
Surface temperatures and their influence on the permafrost thermal regime in high-Arctic rock walls on Svalbard
Consequences of permafrost degradation for Arctic infrastructure – bridging the model gap between regional and engineering scales
Passive seismic recording of cryoseisms in Adventdalen, Svalbard
Projecting circum-Arctic excess-ground-ice melt with a sub-grid representation in the Community Land Model
Ground ice, organic carbon and soluble cations in tundra permafrost soils and sediments near a Laurentide ice divide in the Slave Geological Province, Northwest Territories, Canada
The ERA5-Land soil temperature bias in permafrost regions
Brief Communication: The reliability of gas extraction techniques for analysing CH4 and N2O compositions in gas trapped in permafrost ice wedges
Geochemical signatures of pingo ice and its origin in Grøndalen, west Spitsbergen
Mountain permafrost degradation documented through a network of permanent electrical resistivity tomography sites
Permafrost variability over the Northern Hemisphere based on the MERRA-2 reanalysis
Distinguishing ice-rich and ice-poor permafrost to map ground temperatures and ground ice occurrence in the Swiss Alps
New ground ice maps for Canada using a paleogeographic modelling approach
Origin, burial and preservation of late Pleistocene-age glacier ice in Arctic permafrost (Bylot Island, NU, Canada)
Characteristics and fate of isolated permafrost patches in coastal Labrador, Canada
Rock glaciers in Daxue Shan, south-eastern Tibetan Plateau: an inventory, their distribution, and their environmental controls
Microtopographic control on the ground thermal regime in ice wedge polygons
H. Brendan O'Neill, Stephen A. Wolfe, Caroline Duchesne, and Ryan J. H. Parker
The Cryosphere, 18, 2979–2990, https://doi.org/10.5194/tc-18-2979-2024, https://doi.org/10.5194/tc-18-2979-2024, 2024
Short summary
Short summary
Maps that show ground ice in permafrost at circumpolar or hemispherical scales offer only general depictions of broad patterns in ice content. In this paper, we show that using more detailed surficial geology in a ground ice computer model significantly improves the depiction of ground ice and makes the mapping useful for assessments of the effects of permafrost thaw and for reconnaissance planning of infrastructure routing.
Samuel Valman, Matthias B. Siewert, Doreen Boyd, Martha Ledger, David Gee, Betsabé de la Barreda-Bautista, Andrew Sowter, and Sofie Sjögersten
The Cryosphere, 18, 1773–1790, https://doi.org/10.5194/tc-18-1773-2024, https://doi.org/10.5194/tc-18-1773-2024, 2024
Short summary
Short summary
Climate warming is thawing permafrost that makes up palsa (frost mound) peatlands, risking ecosystem collapse and carbon release as methane. We measure this regional degradation using radar satellite technology to examine ground elevation changes and show how terrain roughness measurements can be used to estimate local permafrost damage. We find that over half of Sweden's largest palsa peatlands are degrading, with the worse impacts to the north linked to increased winter precipitation.
Moritz Langer, Jan Nitzbon, Brian Groenke, Lisa-Marie Assmann, Thomas Schneider von Deimling, Simone Maria Stuenzi, and Sebastian Westermann
The Cryosphere, 18, 363–385, https://doi.org/10.5194/tc-18-363-2024, https://doi.org/10.5194/tc-18-363-2024, 2024
Short summary
Short summary
Using a model that can simulate the evolution of Arctic permafrost over centuries to millennia, we find that post-industrialization permafrost warming has three "hotspots" in NE Canada, N Alaska, and W Siberia. The extent of near-surface permafrost has decreased substantially since 1850, with the largest area losses occurring in the last 50 years. The simulations also show that volcanic eruptions have in some cases counteracted the loss of near-surface permafrost for a few decades.
Dotan Rotem, Vladimir Lyakhovsky, Hanne Hvidtfeldt Christiansen, Yehudit Harlavan, and Yishai Weinstein
The Cryosphere, 17, 3363–3381, https://doi.org/10.5194/tc-17-3363-2023, https://doi.org/10.5194/tc-17-3363-2023, 2023
Short summary
Short summary
Frozen saline pore water, left over from post-glacial marine ingression, was found in shallow permafrost in a Svalbard fjord valley. This suggests that freezing occurred immediately after marine regression due to isostatic rebound. We conducted top-down freezing simulations, which confirmed that with Early to mid-Holocene temperatures (e.g. −4 °C), freezing could progress down to 20–40 m within 200 years. This, in turn, could inhibit flow through the sediment, therefore preserving saline fluids.
Justyna Czekirda, Bernd Etzelmüller, Sebastian Westermann, Ketil Isaksen, and Florence Magnin
The Cryosphere, 17, 2725–2754, https://doi.org/10.5194/tc-17-2725-2023, https://doi.org/10.5194/tc-17-2725-2023, 2023
Short summary
Short summary
We assess spatio-temporal permafrost variations in selected rock walls in Norway over the last 120 years. Ground temperature is modelled using the two-dimensional ground heat flux model CryoGrid 2D along nine profiles. Permafrost probably occurs at most sites. All simulations show increasing ground temperature from the 1980s. Our simulations show that rock wall permafrost with a temperature of −1 °C at 20 m depth could thaw at this depth within 50 years.
Yan Hu, Stephan Harrison, Lin Liu, and Joanne Laura Wood
The Cryosphere, 17, 2305–2321, https://doi.org/10.5194/tc-17-2305-2023, https://doi.org/10.5194/tc-17-2305-2023, 2023
Short summary
Short summary
Rock glaciers are considered to be important freshwater reservoirs in the future climate. However, the amount of ice stored in rock glaciers is poorly quantified. Here we developed an empirical model to estimate ice content in rock the glaciers in the Khumbu and Lhotse valleys, Nepal. The modelling results confirmed the hydrological importance of rock glaciers in the study area. The developed approach shows promise in being applied to permafrost regions to assess water storage of rock glaciers.
Shibing Huang, Haowei Cai, Zekun Xin, and Gang Liu
The Cryosphere, 17, 1205–1223, https://doi.org/10.5194/tc-17-1205-2023, https://doi.org/10.5194/tc-17-1205-2023, 2023
Short summary
Short summary
In this study, the warming degradation mechanism of ice-filled joints is revealed, and the effect of temperature, normal stress, shear rate and joint opening on the shear strength of rough ice-filled joints is investigated. The shear rupture modes include shear cracking of joint ice and debonding of the ice–rock interface, which is related to the above factors. The bonding strength of the ice–rock interface is larger than the shear strength of joint ice when the temperature is below −1 ℃.
Yifeng Wang, Robert G. Way, Jordan Beer, Anika Forget, Rosamond Tutton, and Meredith C. Purcell
The Cryosphere, 17, 63–78, https://doi.org/10.5194/tc-17-63-2023, https://doi.org/10.5194/tc-17-63-2023, 2023
Short summary
Short summary
Peatland permafrost in northeastern Canada has been misrepresented by models, leading to significant underestimates of peatland permafrost and permafrost distribution along the Labrador Sea coastline. Our multi-stage, multi-mapper, consensus-based inventorying process, supported by field- and imagery-based validation efforts, identifies peatland permafrost complexes all along the coast. The highest density of complexes is found to the south of the current sporadic discontinuous permafrost limit.
Shaoyong Wang, Xiaobo He, Shichang Kang, Hui Fu, and Xiaofeng Hong
The Cryosphere, 16, 5023–5040, https://doi.org/10.5194/tc-16-5023-2022, https://doi.org/10.5194/tc-16-5023-2022, 2022
Short summary
Short summary
This study used the sine-wave exponential model and long-term water stable isotopic data to estimate water mean residence time (MRT) and its influencing factors in a high-altitude permafrost catchment (5300 m a.s.l.) in the central Tibetan Plateau (TP). MRT for stream and supra-permafrost water was estimated at 100 and 255 d, respectively. Climate and vegetation factors affected the MRT of stream and supra-permafrost water mainly by changing the thickness of the permafrost active layer.
Bin Cao, Gabriele Arduini, and Ervin Zsoter
The Cryosphere, 16, 2701–2708, https://doi.org/10.5194/tc-16-2701-2022, https://doi.org/10.5194/tc-16-2701-2022, 2022
Short summary
Short summary
We implemented a new multi-layer snow scheme in the land surface scheme of ERA5-Land with revised snow densification parameterizations. The revised HTESSEL improved the representation of soil temperature in permafrost regions compared to ERA5-Land; in particular, warm bias in winter was significantly reduced, and the resulting modeled near-surface permafrost extent was improved.
Tamara Mathys, Christin Hilbich, Lukas U. Arenson, Pablo A. Wainstein, and Christian Hauck
The Cryosphere, 16, 2595–2615, https://doi.org/10.5194/tc-16-2595-2022, https://doi.org/10.5194/tc-16-2595-2022, 2022
Short summary
Short summary
With ongoing climate change, there is a pressing need to understand how much water is stored as ground ice in permafrost. Still, field-based data on permafrost in the Andes are scarce, resulting in large uncertainties regarding ground ice volumes and their hydrological role. We introduce an upscaling methodology of geophysical-based ground ice quantifications at the catchment scale. Our results indicate that substantial ground ice volumes may also be present in areas without rock glaciers.
Rowan Romeyn, Alfred Hanssen, and Andreas Köhler
The Cryosphere, 16, 2025–2050, https://doi.org/10.5194/tc-16-2025-2022, https://doi.org/10.5194/tc-16-2025-2022, 2022
Short summary
Short summary
We have investigated a long-term record of ground vibrations, recorded by a seismic array installed in Adventdalen, Svalbard. This record contains a large number of
frost quakes, a type of ground shaking that can be produced by cracks that form as the ground cools rapidly. We use underground temperatures measured in a nearby borehole to model forces of thermal expansion and contraction that can cause these cracks. We also use the seismic measurements to estimate where these cracks occurred.
Hongwei Liu, Pooneh Maghoul, and Ahmed Shalaby
The Cryosphere, 16, 1157–1180, https://doi.org/10.5194/tc-16-1157-2022, https://doi.org/10.5194/tc-16-1157-2022, 2022
Short summary
Short summary
The knowledge of physical and mechanical properties of permafrost and its location is critical for the management of permafrost-related geohazards. Here, we developed a hybrid inverse and multiphase poromechanical approach to quantitatively estimate the physical and mechanical properties of a permafrost site. Our study demonstrates the potential of surface wave techniques coupled with our proposed data-processing algorithm to characterize a permafrost site more accurately.
Jiahua Zhang, Lin Liu, Lei Su, and Tao Che
The Cryosphere, 15, 3021–3033, https://doi.org/10.5194/tc-15-3021-2021, https://doi.org/10.5194/tc-15-3021-2021, 2021
Short summary
Short summary
We improve the commonly used GPS-IR algorithm for estimating surface soil moisture in permafrost areas, which does not consider the bias introduced by seasonal surface vertical movement. We propose a three-in-one framework to integrate the GPS-IR observations of surface elevation changes, soil moisture, and snow depth at one site and illustrate it by using a GPS site in the Qinghai–Tibet Plateau. This study is the first to use GPS-IR to measure environmental variables in the Tibetan Plateau.
Juditha Undine Schmidt, Bernd Etzelmüller, Thomas Vikhamar Schuler, Florence Magnin, Julia Boike, Moritz Langer, and Sebastian Westermann
The Cryosphere, 15, 2491–2509, https://doi.org/10.5194/tc-15-2491-2021, https://doi.org/10.5194/tc-15-2491-2021, 2021
Short summary
Short summary
This study presents rock surface temperatures (RSTs) of steep high-Arctic rock walls on Svalbard from 2016 to 2020. The field data show that coastal cliffs are characterized by warmer RSTs than inland locations during winter seasons. By running model simulations, we analyze factors leading to that effect, calculate the surface energy balance and simulate different future scenarios. Both field data and model results can contribute to a further understanding of RST in high-Arctic rock walls.
Thomas Schneider von Deimling, Hanna Lee, Thomas Ingeman-Nielsen, Sebastian Westermann, Vladimir Romanovsky, Scott Lamoureux, Donald A. Walker, Sarah Chadburn, Erin Trochim, Lei Cai, Jan Nitzbon, Stephan Jacobi, and Moritz Langer
The Cryosphere, 15, 2451–2471, https://doi.org/10.5194/tc-15-2451-2021, https://doi.org/10.5194/tc-15-2451-2021, 2021
Short summary
Short summary
Climate warming puts infrastructure built on permafrost at risk of failure. There is a growing need for appropriate model-based risk assessments. Here we present a modelling study and show an exemplary case of how a gravel road in a cold permafrost environment in Alaska might suffer from degrading permafrost under a scenario of intense climate warming. We use this case study to discuss the broader-scale applicability of our model for simulating future Arctic infrastructure failure.
Rowan Romeyn, Alfred Hanssen, Bent Ole Ruud, Helene Meling Stemland, and Tor Arne Johansen
The Cryosphere, 15, 283–302, https://doi.org/10.5194/tc-15-283-2021, https://doi.org/10.5194/tc-15-283-2021, 2021
Short summary
Short summary
A series of unusual ground motion signatures were identified in geophone recordings at a frost polygon site in Adventdalen on Svalbard. By analysing where the ground motion originated in time and space, we are able to classify them as cryoseisms, also known as frost quakes, a ground-cracking phenomenon that occurs as a result of freezing processes. The waves travelling through the ground produced by these frost quakes also allow us to measure the structure of the permafrost in the near surface.
Lei Cai, Hanna Lee, Kjetil Schanke Aas, and Sebastian Westermann
The Cryosphere, 14, 4611–4626, https://doi.org/10.5194/tc-14-4611-2020, https://doi.org/10.5194/tc-14-4611-2020, 2020
Short summary
Short summary
A sub-grid representation of excess ground ice in the Community Land Model (CLM) is developed as novel progress in modeling permafrost thaw and its impacts under the warming climate. The modeled permafrost degradation with sub-grid excess ice follows the pathway that continuous permafrost transforms into discontinuous permafrost before it disappears, including surface subsidence and talik formation, which are highly permafrost-relevant landscape changes excluded from most land models.
Rupesh Subedi, Steven V. Kokelj, and Stephan Gruber
The Cryosphere, 14, 4341–4364, https://doi.org/10.5194/tc-14-4341-2020, https://doi.org/10.5194/tc-14-4341-2020, 2020
Short summary
Short summary
Permafrost beneath tundra near Lac de Gras (Northwest Territories, Canada) contains more ice and less organic carbon than shown in global compilations. Excess-ice content of 20–60 %, likely remnant Laurentide basal ice, is found in upland till. This study is based on 24 boreholes up to 10 m deep. Findings highlight geology and glacial legacy as determinants of a mosaic of permafrost characteristics with potential for thaw subsidence up to several metres in some locations.
Bin Cao, Stephan Gruber, Donghai Zheng, and Xin Li
The Cryosphere, 14, 2581–2595, https://doi.org/10.5194/tc-14-2581-2020, https://doi.org/10.5194/tc-14-2581-2020, 2020
Short summary
Short summary
This study reports that ERA5-Land (ERA5L) soil temperature bias in permafrost regions correlates with the bias in air temperature and with maximum snow height. While global reanalyses are important drivers for permafrost study, ERA5L soil data are not well suited for directly informing permafrost research decision making due to their warm bias in winter. To address this, future soil temperature products in reanalyses will require permafrost-specific alterations to their land surface models.
Ji-Woong Yang, Jinho Ahn, Go Iwahana, Sangyoung Han, Kyungmin Kim, and Alexander Fedorov
The Cryosphere, 14, 1311–1324, https://doi.org/10.5194/tc-14-1311-2020, https://doi.org/10.5194/tc-14-1311-2020, 2020
Short summary
Short summary
Thawing permafrost may lead to decomposition of soil carbon and nitrogen and emission of greenhouse gases. Thus, methane and nitrous oxide compositions in ground ice may provide information on their production mechanisms in permafrost. We test conventional wet and dry extraction methods. We find that both methods extract gas from the easily extractable parts of the ice and yield similar results for mixing ratios. However, both techniques are unable to fully extract gas from the ice.
Nikita Demidov, Sebastian Wetterich, Sergey Verkulich, Aleksey Ekaykin, Hanno Meyer, Mikhail Anisimov, Lutz Schirrmeister, Vasily Demidov, and Andrew J. Hodson
The Cryosphere, 13, 3155–3169, https://doi.org/10.5194/tc-13-3155-2019, https://doi.org/10.5194/tc-13-3155-2019, 2019
Short summary
Short summary
As Norwegian geologist Liestøl (1996) recognised,
in connection with formation of pingos there are a great many unsolved questions. Drillings and temperature measurements through the pingo mound and also through the surrounding permafrost are needed before the problems can be better understood. To shed light on pingo formation here we present the results of first drilling of pingo on Spitsbergen together with results of detailed hydrochemical and stable-isotope studies of massive-ice samples.
Coline Mollaret, Christin Hilbich, Cécile Pellet, Adrian Flores-Orozco, Reynald Delaloye, and Christian Hauck
The Cryosphere, 13, 2557–2578, https://doi.org/10.5194/tc-13-2557-2019, https://doi.org/10.5194/tc-13-2557-2019, 2019
Short summary
Short summary
We present a long-term multisite electrical resistivity tomography monitoring network (more than 1000 datasets recorded from six mountain permafrost sites). Despite harsh and remote measurement conditions, the datasets are of good quality and show consistent spatio-temporal variations yielding significant added value to point-scale borehole information. Observed long-term trends are similar for all permafrost sites, showing ongoing permafrost thaw and ground ice loss due to climatic conditions.
Jing Tao, Randal D. Koster, Rolf H. Reichle, Barton A. Forman, Yuan Xue, Richard H. Chen, and Mahta Moghaddam
The Cryosphere, 13, 2087–2110, https://doi.org/10.5194/tc-13-2087-2019, https://doi.org/10.5194/tc-13-2087-2019, 2019
Short summary
Short summary
The active layer thickness (ALT) in middle-to-high northern latitudes from 1980 to 2017 was produced at 81 km2 resolution by a global land surface model (NASA's CLSM) with forcing fields from a reanalysis data set, MERRA-2. The simulated permafrost distribution and ALTs agree reasonably well with an observation-based map and in situ measurements, respectively. The accumulated above-freezing air temperature and maximum snow water equivalent explain most of the year-to-year variability of ALT.
Robert Kenner, Jeannette Noetzli, Martin Hoelzle, Hugo Raetzo, and Marcia Phillips
The Cryosphere, 13, 1925–1941, https://doi.org/10.5194/tc-13-1925-2019, https://doi.org/10.5194/tc-13-1925-2019, 2019
Short summary
Short summary
A new permafrost mapping method distinguishes between ice-poor and ice-rich permafrost. The approach was tested for the entire Swiss Alps and highlights the dominating influence of the factors elevation and solar radiation on the distribution of ice-poor permafrost. Our method enabled the indication of mean annual ground temperatures and the cartographic representation of permafrost-free belts, which are bounded above by ice-poor permafrost and below by permafrost-containing excess ice.
H. Brendan O'Neill, Stephen A. Wolfe, and Caroline Duchesne
The Cryosphere, 13, 753–773, https://doi.org/10.5194/tc-13-753-2019, https://doi.org/10.5194/tc-13-753-2019, 2019
Short summary
Short summary
In this paper, we present new models to depict ground ice in permafrost in Canada, incorporating knowledge from recent studies. The model outputs we present reproduce observed regional ground ice conditions and are generally comparable with previous mapping. However, our results are more detailed and more accurately reflect ground ice conditions in many regions. The new mapping is an important step toward understanding terrain response to permafrost degradation in Canada.
Stephanie Coulombe, Daniel Fortier, Denis Lacelle, Mikhail Kanevskiy, and Yuri Shur
The Cryosphere, 13, 97–111, https://doi.org/10.5194/tc-13-97-2019, https://doi.org/10.5194/tc-13-97-2019, 2019
Short summary
Short summary
This study provides a detailed description of relict glacier ice preserved in the permafrost of Bylot Island (Nunavut). We demonstrate that the 18O composition (-34.0 0.4 ‰) of the ice is consistent with the late Pleistocene age ice in the Barnes Ice Cap. As most of the glaciated Arctic landscapes are still strongly determined by their glacial legacy, the melting of these large ice bodies could have significant impacts on permafrost geosystem landscape dynamics and ecosystems.
Robert G. Way, Antoni G. Lewkowicz, and Yu Zhang
The Cryosphere, 12, 2667–2688, https://doi.org/10.5194/tc-12-2667-2018, https://doi.org/10.5194/tc-12-2667-2018, 2018
Short summary
Short summary
Isolated patches of permafrost in southeast Labrador are among the southernmost lowland permafrost features in Canada. Local characteristics at six sites were investigated from Cartwright, NL (~ 54° N) to Blanc-Sablon, QC (~ 51° N). Annual ground temperatures varied from −0.7 °C to −2.3 °C with permafrost thicknesses of 1.7–12 m. Ground temperatures modelled for two sites showed permafrost disappearing at the southern site by 2060 and persistence beyond 2100 at the northern site only for RCP2.6.
Zeze Ran and Gengnian Liu
The Cryosphere, 12, 2327–2340, https://doi.org/10.5194/tc-12-2327-2018, https://doi.org/10.5194/tc-12-2327-2018, 2018
Short summary
Short summary
This article provides the first rock glacier inventory of Daxue Shan, south- eastern Tibetan Plateau. This study provides important data for exploring the relation between maritime periglacial environments and the development of rock glaciers on the south-eastern Tibetan Plateau (TP). It may also highlight the characteristics typical of rock glaciers found in a maritime setting.
Charles J. Abolt, Michael H. Young, Adam L. Atchley, and Dylan R. Harp
The Cryosphere, 12, 1957–1968, https://doi.org/10.5194/tc-12-1957-2018, https://doi.org/10.5194/tc-12-1957-2018, 2018
Short summary
Short summary
We investigate the relationship between ice wedge polygon topography and near-surface ground temperature using a combination of field work and numerical modeling. We analyze a year-long record of ground temperature across a low-centered polygon, then demonstrate that lower rims and deeper troughs promote warmer conditions in the ice wedge in winter. This finding implies that ice wedge cracking and growth, which are driven by cold conditions, can be impeded by rim erosion or trough subsidence.
Cited articles
Aalto, J. and Luoto, M.: Integrating climate and local factors for
geomorphological distribution models, Earth Surf. Proc. Land., 39,
1729–1740, https://doi.org/10.1002/esp.3554, 2014.
Aalto, J., Venäläinen, A., Heikkinen, R. K., and Luoto, M.:
Potential for extreme loss in high-latitude Earth surface processes due to
climate change, Geophys. Res. Lett., 41, 3914–3924,
https://doi.org/10.1002/2014GL060095, 2014.
Aalto, J., Harrison, S., and Luoto, M.: Statistical modelling predicts
almost complete loss of major periglacial processes in Northern Europe by
2100, Nat. Commun., 8, 1–8, https://doi.org/10.1038/s41467-017-00669-3,
2017.
Aalto, J., Karjalainen, O., Hjort, J., and Luoto, M.: Statistical
forecasting of current and future circum-Arctic ground temperatures and
active layer thickness, Geophys. Res. Lett., 45, 4889–4898,
https://doi.org/10.1029/2018GL078007, 2018.
Åhman, R.: Palsar i Nordnorge: En studie av palsars morfologi,
utbredning och klimatiska förutsättningar i Finnmarks och Troms
fylke, Royal University of Lund, Department of Geography, 165 pp., 1977.
Allouche, O., Tsoar, A., and Kadmon, R.: Assessing the accuracy of species
distribution models: prevalence, kappa and true skill statistic (TSS), J.
Appl. Ecol., 43, 1223–1232,
https://doi.org/10.1111/j.1365-2664.2006.01214.x, 2006.
Araújo, M. B., Pearson, R. G., Thuiller, W., and Erhard, M.: Validation
of species–climate impact models under climate change, Glob. Change Biol.,
11, 1504–1513, https://doi.org/10.1111/J.1365-2486.2005.01000.X, 2005.
Backe, S.: Kartering av Sveriges palsmyrar, Länsstyrelsen, Luleå, 72
pp., urn:nbn:se:naturvardsverket:diva-2318, 2014.
Barcan, V.: Stability of palsa at the southern margin of its distribution on
the Kola Peninsula, Polar Sci., 4, 489–495,
https://doi.org/10.1016/j.polar.2010.07.002, 2010.
Beilman, D. W.: Plant community and diversity change due to localized
permafrost dynamics in bogs of western Canada, Can. J. Bot., 79, 983–993,
https://doi.org/10.1139/cjb-79-8-983, 2001.
Biskaborn, B. K., Smith, S. L., Noetzli, J., Matthes, H., Vieira, G.,
Streletskiy, D. A., Schoeneich, P., Romanovsky, V. E., Lewkowicz A. G.,
Abramov, A. Allard, M., Boike, J., Cable, W. L., Christiansen, H. H.,
Delaloye, R., Diekmann, B., Drozdov, D., Etzelmüller, B., Grosse, G.,
Guglielmin, M., Ingeman-Nielsen, T., Isaksen, K., Ishikawa, M., Johansson,
M., Johansson, H., Joo, A., Kaverin, D., Kholodov, A., Konstantinov, P.,
Kröger, T., Lambiel, C., Lanckman, J. -P., Luo, D., Malkova, G.,
Meiklejohn, I., Moskalenko, N., Oliva, M., Phillips, M., Ramos, M., Sannel,
B. A. K., Sergeev, D., Seybold, C., Skryabin, P., Vasiliev, A., Wu, Q.,
Yoshikawa, K., Zhelenznyak, M., and Lantuit, H.: Permafrost is warming at a
global scale, Nat. Commun., 10, 264,
https://doi.org/10.1038/s41467-018-08240-4, 2019.
Böhner, J. and Selige, T.: Spatial prediction of soil attributes using
terrain analysis and climate regionalization, SAGA – Analyses and Modelling
Applications, Göttinger Geographische Abhandlungen 115, edited by:
McCloy K., and Strobl, J., Goltze, 13–28, ISSN 0341-3780, 2006.
Borge, A. F., Westermann, S., Solheim, I., and Etzelmüller, B.: Strong degradation of palsas and peat plateaus in northern Norway during the last 60 years, The Cryosphere, 11, 1–16, https://doi.org/10.5194/tc-11-1-2017, 2017.
Breiman, L.: Random forests, Mach. Learn., 45, 5–32,
https://doi.org/10.1023/A:1010933404324, 2001.
Brotons, L., Thuiller, W., Araújo, M. B., Brotons, A. H. H., Jo, A.,
Hirzel, M. B., and Thuiller, W.: Presence-absence versus presence-only
modelling methods for predicting bird habitat suitability, Ecography, 27,
437–448, https://doi.org/10.1111/J.0906-7590.2004.03764.X, 2004.
Brown, J., Ferrians Jr., O. J., Heginbottom, J. A., and Melnikov, E. S. (Eds.):
Circum-Arctic map of permafrost and ground-ice conditions,,
U.S. Geological Survey in Cooperation with the Circum-Pacific Council for
Energy and Mineral Resources Washington, DC, Circum-Pacific Map Series CP-45, scale
1:10 000 000, 1 sheet, 1997.
CAFF: Arctic Flora and Fauna: Status and Conservation, Edita, Helsinki,
Finland, 266 pp., ISBN 9979-9476-5-9, 2001.
Cisty, M., Celar, L., and Minaric, P.: Ensemble modelling in soil
hydrology, Proceedings of the International Multidisciplinary Scientific
GeoConference SGEM, 17–26 June 2014, Albena, Bulgaria, 239–245, 2014.
Danielson, J. J. and Gesch, D. B.: Global Multi-resolution Terrain
Elevation Data 2010 (GMTED2010), U.S. Geological Survey Open-File Report
2011–1073, USGS [data set], https://doi.org/10.5066/F7J38R2N, 2011.
Elith, Jane, Ferrier, S., Huettmann, F., and Leathwick, J.: The evaluation
strip: A new and robust method for plotting predicted responses from species
distribution models, Ecol. Model., 186, 280–289.
https://doi.org/10.1016/J.ECOLMODEL.2004.12.007, 2005.
Elith, J., Graham, C. H., Anderson, R. P., Dudík, M., Ferrier, S., Guisan, A., Hijmans, R. J., Huettmann, F., Leathwick, J. R., Lehmann, A., Li, J., Lohmann, L. G., Loiselle, B. A., Manion, G., Moritz, C., Nakamura, M., Nakazawa, Y., Overton, J. McC. M., Townsend Peterson, A., Phillips, Richardson, S. J. K., Scachetti-Pereira, R., Schapire, R. E., Soberón, J., Williams, S., Wisz, M. S., and Zimmermann, N. E.: Novel methods improve
prediction of species' distributions from occurrence data, Ecography, 29,
129–151, https://doi.org/10.1111/J.2006.0906-7590.04596.X, 2006.
Elith, J., Leathwick, J. R., and Hastie, T.: A working guide to boosted
regression trees, J. Anim. Ecol., 77, 802–813,
https://doi.org/10.1111/j.1365-2656.2008.01390.x, 2008.
Fewster, R. E., Morris, P. J., Swindles, G. T., Gregoire, L. J., Ivanovic,
R. F., Valdes, P. J., and Mullan, D.: Drivers of Holocene palsa distribution
in North America, Quaternary Sci. Rev., 240, 106337,
https://doi.org/10.1016/j.quascirev.2020.106337, 2020.
Fewster, R. E., Morris, P. J., Ivanovic, R. F., Swindles, G. T., Peregon, A.
M., and Smith, C. J.: Imminent loss of climate space for permafrost
peatlands in Europe and Western Siberia, Nat. Clim. Change, 10, 1–7,
https://doi.org/10.1038/s41558-022-01296-7, 2022.
French, H. M.: The
periglacial Environment, 4th edition, Wiley-Blackwell, Hoboken, 515 pp., LCCN
2017027903, 2017.
Fisher, A., Rudin, C., and Dominici, F.: All models are wrong, but many are
useful: Learning a variable's importance by studying an entire class of
prediction models simultaneously, J. Mach. Learn. Res., 20, 177,
https://doi.org/10.48550/arXiv.1801.01489, 2019.
French, H. M.: The Periglacial Environment, 4th edn., Wiley-Blackwell,
Hoboken, ISBN 978-1-119-13278-3, 2017.
Fronzek, S., Luoto, M., and Carter, T.: Potential effect of climate change
on the distribution of palsa mires in subarctic Fennoscandia, Clim. Res.,
32, 1–12, https://doi.org/10.3354/cr032001, 2006.
Fronzek, S., Carter, T. R., and Luoto, M.: Evaluating sources of uncertainty in modelling the impact of probabilistic climate change on sub-arctic palsa mires, Nat. Hazards Earth Syst. Sci., 11, 2981–2995, https://doi.org/10.5194/nhess-11-2981-2011, 2011.
Ge, Y. and Gong, G.: Land surface insulation response to snow depth
variability, J. Geophys. Res.-Atmos., 115, D8,
https://doi.org/10.1029/2009JD012798, 2010.
Goetz, S. J., MacK, M. C., Gurney, K. R., Randerson, J. T., and Houghton, R.
A.: Ecosystem responses to recent climate change and fire disturbance at
northern high latitudes: observations and model results contrasting northern
Eurasia and North America, Environ, Res. Lett., 2, 045031,
https://doi.org/10.1088/1748-9326/2/4/045031, 2007.
Grosse, G. and Jones, B. M.: Spatial distribution of pingos in northern Asia, The Cryosphere, 5, 13–33, https://doi.org/10.5194/tc-5-13-2011, 2011.
Halsey, L. A., Vitt, D. H., and Zoltai, S. C.: Disequilibrium response of
permafrost in boreal continental western Canada to climate-change, Clim.
Change, 30, 57–73, https://doi.org/10.1007/BF01093225, 1995.
Hastie, T. and Tibshirani, R.: Generalized Additive Models, Stat. Sci., 1,
297–318, 1986.
Heikkinen, R. K., Luoto, M., Araújo, M. B., Virkkala, R., Thuiller, W.,
and Sykes, M. T.: Methods and uncertainties in bioclimatic envelope
modelling under climate change, Proc. Phys. Geogr., 6, 751–777,
https://doi.org/10.1177/0309133306071957, 2006.
Hijmans, R. J., Cameron, S. E., Parra, J. L., Jones, P. G., and Jarvis, A.:
Very high-resolution interpolated climate surfaces for global land areas,
Int. J. Climatol., 25, 1965–1978, https://doi.org/10.1002/joc.1276, 2005.
Hijmans, R. J., Cameron, S. E., Parra, J. L., Jones, P. G., and Jarvis, A.: WorldClim 1.4 (historical conditions), WorldClim [data set], https://www.worldclim.org/data/v1.4/worldclim14.html, last access: 20 May 2022a.
Hijmans, R. J., Cameron, S. E., Parra, J. L., Jones, P. G., and Jarvis, A.: WorldClim 1.4. Downscaled CMIP5 data, 30 second spatial resolution, WorldClim [data set], https://www.worldclim.org/data/v1.4/cmip5_30s.html, last access: 20 May 2022b.
Hjort, J. and Luoto, M.: Statistical Methods for Geomorphic Distribution
Modeling, Treatise on Geomorphology Vol. 2, edited by: Shroder, J. F. and
Baas A. C. W., Academic Press, 59–73,
https://doi.org/10.1016/B978-0-12-374739-6.00028-2, 2013.
Hjort, J. and Marmion, M.: Effects of sample size on the accuracy of
geomorphological models, Geomorphology, 102, 341–350,
https://doi.org/10.1016/J.GEOMORPH.2008.04.006, 2008.
Hjort, J., Streletskiy, D., Doré, G., Wu, Q., Bjella, K., and Luoto, M.:
Impacts of permafrost degradation on infrastructure, Nat. Rev. Earth
Environ., 3, 24–38, https://doi.org/10.1038/s43017-021-00247-8,
2022.
Hosmer, D. W. and Lemeshow, S.: Applied Logistic Regression, 2nd edn., John
Wiley and Sons, New York, NY, 160–164, 2000.
Hugelius, G., Loisel, J., Chadburn, S., Jackson, R. B., Jones, M.,
MacDonald, G., Marushchak, M., Olefeldt, D., Packalen, M., Siewert, M. B.,
Treat, C., Turetsky, M., Voight, C., and Yu, Z.: Large stocks of peatland
carbon and nitrogen are vulnerable to permafrost thaw, P. Natl. Acad. Sci.
USA, 117, 20438–20446, https://doi.org/10.1073/pnas.1916387117, 2020.
Hugelius, G., Loisel, J., Chadburn, S., Jackson, R. B., Jones, M., MacDonald, G., Marushchak, M., Olefeldt, D., Packalen, M., Siewert, M. B., Treat, C., Turetsky, M., Voigt, C., and Yu, Z.: Maps of northern peatland extent, depth, carbon storage and nitrogen storage, Dataset version 2, Bolin Centre Database [data set], https://doi.org/10.17043/hugelius-2020-peatland-2, 2021.
IPCC: Climate Change 2021: The Physical Science Basis, the Working Group I
contribution to the Sixth Assessment Report of the Intergovernmental Panel
on Climate Change, edited by: Masson-Delmotte, V., Zhai, P., Pirani, A.,
Connors, S. L., Péan, C., Berger, S., Caud, N., Chen, Y., Goldfarb, L., Gomis, M. I., Huang,
M., Leitzell, K., Lonnoy, E., Matthews, J. B. R., Maycock, T. K.,
Waterfield, T., Yelekçi, O., Yu, R., and Zhou, B., Cambridge Press, Cambridge,
United Kingdom and New York, USA, https://doi.org/10.1017/9781009157896,
2021.
Janssen, J. A. M., Rodwell, J. S., García Criado, M., Gubbay, S.,
Haynes, T., Nieto, A., Sanders, N., Landucci, F., Loidi, J., Ssymank, A.,
Tahvanainen, T., Valderrabano, M., Acosta, A., Aronsson, M., Arts, G.,
Attorre, F., Bergmeier, E., Bijlsma, R.-J., Bioret, F., Bita-Nicolae, C.,
Biurrun, I., Calix, M., Capelo, J., Carni, A., Dengler, J., Dimopoulus, P.,
Essl, F., Gardfjell, H., Gigante, D., Giusso del Galdo, G., Hájek, M.,
Jansen, J., Kapfer, J., Mickolajczak, A., Molina, J. A., Molnár, Z.,
Paternoster, D., Piernik, A., Poulin, B., Renaux, B., Schaminée, J. H.
J., Sumberová, K., Toivonen, H., Tonteri, T., Tsiripidis, I., Tzonev, R.,
and Valachovic, M.: European Red List of Habitats. Part 2. Terrestrial and
freshwater habitats European Red List of Habitats Environment, Europen
Union, 38 pp., https://doi.org/10.2779/091372, 2016.
Järvinen, O. and Sammalisto, L.: Regional trends in the avifauna of
Finnish peatland bogs, Ann. Zool. Fenn., 13, 31–43, 1976.
Johansson, M., Callaghan, T. V., Bosiö, J., Åkerman, J. H.,
Jackowicz-Korczynski, M., and Christensen, T. R.: Rapid responses of
permafrost and vegetation to experimentally increased snow cover in
sub-arctic Sweden, Environ. Res. Lett., 8, 035025,
https://doi.org/10.1088/1748-9326/8/3/035025, 2013.
Johansson, T., Malmer, N., Crill, P. M., Friborg, T., Åkerman, J. H.,
Mastepanov, M., and Christiansen, T. R.: Decadal vegetation changes in a
northern peatland, greenhouse gas fluxes and net radiative forcing, Global
Change Biol., 12, 2352–2369,
https://doi.org/10.1111/j.1365-2486.2006.01267.x, 2006.
Karjalainen, O., Luoto, M., Aalto, J., and Hjort, J.: New insights into the environmental factors controlling the ground thermal regime across the Northern Hemisphere: a comparison between permafrost and non-permafrost areas, The Cryosphere, 13, 693–707, https://doi.org/10.5194/tc-13-693-2019, 2019.
Karjalainen, O., Luoto, M., Aalto, J., Etzelmüller, B., Grosse, G.,
Jones, B. M., Lilleøren, K., S., and Hjort, J.: High potential for loss of
permafrost landforms in a changing climate, Environ. Res. Lett., 15, 104065,
https://doi.org/10.1088/1748-9326/abafd5, 2020.
Kershaw, G. P. and Gill, D.: Growth and decay of palsas and peat plateaus
in the Macmillan Pass – Tsichu River area, Northwest Territories, Canada,
Can. J. Earth Sci., 16, 1362–1374, https://doi.org/10.1139/e79-122, 1979.
Kirpotin, S., Polishchuk, Y., Bryksina, N., Sugaipova, A., Kouraev, A.,
Zakharova, E., Pokrovsky, O. S., Shirokova, L., Kolmakova, M., Manassypov,
R., and Dupre, B.: West Siberian palsa peatlands: distribution, typology,
cyclic development, present day climate-driven changes, seasonal hydrology,
and impact on CO2 cycle, Int. J. Environ. Stud., 68, 603–623,
https://doi.org/10.1080/00207233.2011.593901, 2011.
Könönen, O. H., Karjalainen, O., Aalto, J., Luoto, M., and Hjort, J.: Spatial predictions of suitable environments for palsas and peat plateaus in the Northern Hemisphere for recent and future periods, Zenodo [data set], https://doi.org/10.5281/zenodo.7745085, 2023.
Kujala, K., Seppälä, M., and Holappa, T.: Physical properties of
peat and palsa formation, Cold Reg. Sci. Technol., 52, 408–414,
https://doi.org/10.1016/j.coldregions.2007.08.002, 2008.
Lagarec, D.: Cryogenetic mounds as indicators of permafrost conditions,
northern Québec, in: Proceedings in Fourth Canadian Permafrost
Conference, 2-6 March 1981, Calgary, Alberta, 43–48, 1982.
Landis, J. R. and Koch G. G.: The measurement of observer agreement for
categorial data, Biometrics, 33, 159–174, https://doi.org/10.2307/2529310,
1977.
Liljedahl, A. K., Boike, J., Daanen, R. P., Fedorov, A. N., Frost, G. v.,
Grosse, G., Hinzman, L. D., Iijma, Y., Jorgenson, J. C., Matveyeva, N.,
Necsoiu, M., Raynolds, M. K., Romanovsky, V. E., Schulla, J., Tape, K. D.,
Walker, D. A., Wilson, C. J., Yabuki, H., and Zona, D.: Pan-Arctic ice-wedge
degradation in warming permafrost and its influence on tundra hydrology,
Nat. Geosci., 9, 312–318, https://doi.org/10.1038/ngeo2674, 2016.
Luoto, M. and Seppälä, M.: Thermokarst ponds as indicators of the
former distribution of palsas in Finnish Lapland, Permafrost Periglac., 14,
19–27, https://doi.org/10.1002/PPP.441, 2003.
Luoto, M., Heikkinen, R., and Carter, T. R.: Loss of palsa mires in Europe
and biological consequences, Environ. Conserv., 31, 30–37,
https://doi.org/10.1017/S0376892904001018, 2004a.
Luoto, M., Fronzek, S., and Zuidhoff, F. S.: Spatial modelling of palsa
mires in relation to climate in Northern Europe, Earth Surf. Proc. Land.,
29, 1373–1387, https://doi.org/10.1002/esp.1099, 2004b.
Luoto, M., Marmion, M., and Hjort, J.: Assessing spatial uncertainty in
predictive geomorphological mapping: A multi-modelling approach, Comput.
Geosci., 36, 355–361, https://doi.org/10.1016/J.CAGEO.2009.07.008, 2010.
Magnan, G., Sanderson, N. K., Piilo, S., Pratte, S., Väliranta, M., van
Bellen, S., Zhang, H., and Garneau, M.: Widespread recent ecosystem state
shifts in high-latitude peatlands of northeastern Canada and implications
for carbon sequestration, Glob. Change Biol., 28, 1919–1934,
https://doi.org/10.1111/GCB.16032, 2022.
Malmer, N., Johansson, T., Olsrud, M., and Christensen, T. R.: Vegetation,
climatic changes, and net carbon sequestration in a North-Scandinavian
subarctic mire over 30 years, Glob. Change Biol., 11, 1895–1909,
https://doi.org/10.1111/j.1365-2486.2005.01042.x, 2005.
Mamet, S. D., Chun, K. P., Kershaw, G. G. L., Loranty, M. M., and
Kershaw, P. G.: Recent Increases in Permafrost Thaw Rates and Areal Loss of
Palsas in the Western Northwest Territories, Canada, Permafrost Periglac.,
28, 619–633, https://doi.org/10.1002/ppp.1951, 2017.
Mandrekar, J. N.: Receiver Operating Characteristic Curve in diagnostic test
assessment, J. Thorac. Oncol. 5 1315–1316,
https://doi.org/10.1097/JTO.0b013e3181ec173d, 2010.
Markkula, I.: Permafrost dynamics structure species compositions of oribatid
mite (Acari: Oribatida) communities in sub-Arctic palsa mires, Polar Res.,
33, 22926, https://doi.org/10.3402/polar.v33.22926, 2014.
Marushchak, M., Pitkämäki, A., Koponen, H., Biasi, C.,
Seppälä, M., and Martikainen P. J.: Hot spots for nitrous oxide
emissions found in different types of permafrost peatlands, Global Change
Biol., 17, 2601–12614, https://doi.org/10.1111/j.1365-2486.2011.02442.x,
2011.
Matthews, J. A., Dahl, S.-O. O., Berrisford, M. S., and Nesje, A.: Cyclic
development and thermokarstic degradation of palsas in the mid-alpine zone
at Leirpullan, Dovrefjell, Southern Norway, Permafrost Periglac., 8,
107–122, https://doi.org/10.1002/(sici)1099-1530(199701)8:1<107::aid-ppp237>3.0.co;2-z, 1997.
Mekonnen, Z. A., Riley, W. J., Grant, R. F., and Romanovsky, V. E.: Changes
in precipitation and air temperature contribute comparably to permafrost
degradation in a warmer climate, Environ. Res. Lett., 16, 024008,
https://doi.org/10.1088/1748-9326/ABC444, 2021.
Metsähallitus: Valtion suojelualueiden biotooppikuviot (Finnish dataset
of biotopes), Metsähallitus, luontopalvelut,
e3aa7b2a-e6e2-45dc-a29a-b64bcf2aba9f, 2019.
Miner, K. R., Turetsky, M. R., Malina, E., Bartsch, A., Tamminen, J.,
McGuire, A. D., Fix, A., Sweeney, C., Elder, C. D., and Miller, C. E.:
Permafrost carbon emissions in a changing Arctic, Nat. Rev. Earth
Environ., 3, 55–67, https://doi.org/10.1038/S43017-021-00230-3, 2022.
Mishra, U., Hugelius, G., Shelef, E., Yang, Y., Strauss, J., Lupachev, A.,
Harden, J. W., Jastrow, J. D., Ping, C. L., Riley, W. J., Schuur, E. A. G.,
Matamala, R., Siewert, M., Nave, L. E., Koven, C. D., Fuchs, M., Palmtag,
J., Kuhry, P., Treat, C. C., Zubrzycki, S., Hoffman, F. M., Elberling, B.,
Camill, P., Veremeeva, A., and Orr, A.: Spatial heterogeneity and
environmental predictors of permafrost region soil organic carbon stocks,
Sci. Adv., 7, 5236–5260, https://doi.org/10.1126/sciadv.aaz5236,
2021.
Muller, S. W.: Permafrost or Permanently Frozen Ground and Related
Engineering Problems, Special report, Strategic Engineering Study, 62, 136
pp., 1943.
Nelder, J. A. and Wedderburn, R. W. M.: Generalized Linear Models, J. R.
Stat. Soc. Ser. A–G., 135, 370–384, https://doi.org/10.2307/2344614, 1972.
Normand, A. E., Smith, A. N., Clark, M. W., Long, J. R., and Reddy, K. R.: Chemical Composition of Soil Organic Matter in a Subarctic Peatland:
Influence of Shifting Vegetation Communities Soil Chemistry, Soil Sci. Soc.
Am. J., 81, 41–49, https://doi.org/10.2136/sssaj2016.05.0148, 2017.
Olefeldt, D., Goswami, S., Grosse, G., Hayes, D., Hugelius, G., Kuhry, P.,
Mcguire, A. D., Romanovsky, V. E., Sannel, A. B. K., Schuur, E. A. G., and
Turetsky, M. R.: Circumpolar distribution and carbon storage of thermokarst
landscapes, Nat. Commun., 7, 1–11, https://doi.org/10.1038/ncomms13043,
2016a.
Olefeldt, D., Goswami, S., Grosse, G., Hayes, D. J., Hugelius, G., Kuhry, P., Sannel, B., Schuur, E. A. G., and Turetsky, M. R.: Arctic Circumpolar Distribution and Soil Carbon of Thermokarst Landscapes, 2015, ORNL DAAC, Oak Ridge, Tennessee, USA [data set], https://doi.org/10.3334/ORNLDAAC/1332, 2016b.
Olefeldt, D., Hovemyr, M., Kuhn, M. A., Bastviken, D., Bohn, T. J., Connolly, J., Crill, P., Euskirchen, E. S., Finkelstein, S. A., Genet, H., Grosse, G., Harris, L. I., Heffernan, L., Helbig, M., Hugelius, G., Hutchins, R., Juutinen, S., Lara, M. J., Malhotra, A., Manies, K., McGuire, A. D., Natali, S. M., O'Donnell, J. A., Parmentier, F.-J. W., Räsänen, A., Schädel, C., Sonnentag, O., Strack, M., Tank, S. E., Treat, C., Varner, R. K., Virtanen, T., Warren, R. K., and Watts, J. D.: The Boreal–Arctic Wetland and Lake Dataset (BAWLD), Earth Syst. Sci. Data, 13, 5127–5149, https://doi.org/10.5194/essd-13-5127-2021, 2021a.
Olefeldt, D., Hovemyr, M., Kuhn, M., Bastviken, D., Bohn, T., Connolly, J., Crill, P., Euskirchen, E., Finkelstein, S., Genet, H., Grosse, G., Harris, L., Heffernan, L., Helbig, M., Hugelius, G., Hutchins, R., Juutinen, S., Lara, M., Malhotra, A., Manies, K., McGuire, D., Natali, S., O'Donnell, J., Parmentier, F.-J., Räsänen, A., Schädel, C., Sonnentag, O., Strack, M., Tank, S., Treat, C., Varner, R., Virtanen, T., Warren, R., and Watts, J.: The fractional land cover estimates from the Boreal-Arctic Wetland and Lake Dataset (BAWLD), 2021, Arctic Data Center [data set], https://doi.org/10.18739/A2C824F9X, 2021b.
Olvmo, M., Holmer, B., Thorsson, S., Reese, H., and Lindberg, F.: Sub-arctic
palsa degradation and the role of climatic drivers in the largest coherent
palsa mire complex in Sweden (Vissátvuopmi), 1955–2016, Sci. Rep.-UK,
10, 8937, https://doi.org/10.1038/s41598-020-65719-1, 2020.
Ottósson, J. G., Sveinsdóttir, A., and Harðardóttir, M.:
Vistgerðirá Íslandi, Fjölrit
Náttúrufræðistofnunar 54, Garðabær:
NáttúrufræðistofnunÍslands (Habitat types in Iceland,
Icelandic Institute of Natural History), ISBN 978-9979-9335-8-8, 2016.
Parviainen, M., and Luoto, M.: Climate envelopes of mire complex types in
Fennoscandia, Geogr. Ann. A., 89, 137–151,
https://doi.org/10.1111/J.1468-0459.2007.00314.X, 2007.
Payette, S., Delwaide, A., Caccianiga, M., and Beauchemin, M.: Accelerated
thawing of subarctic peatland permafrost over the last 50 years, Geophys.
Res. Lett., 31, L18208, https://doi.org/10.1029/2004GL020358, 2004.
Peng, X., Zhang, T., Frauenfeld, O. W., Wang, K., Luo, D., Cao, B., Su, H.,
Jin, H., and Wu, Q.: Spatiotemporal Changes in Active Layer Thickness under
Contemporary and Projected Climate in the Northern Hemisphere, J. Climate,
31, 251–266, https://doi.org/10.1175/JCLI-D-16-0721.1, 2018.
Pissart, A.: Palsas, lithalsas and remnants of these periglacial mounds. A
progress report, Prog. Phys. Geog., 26, 605–621,
https://doi.org/10.1191/0309133302pp354ra, 2002.
Poggio, L., de Sousa, L. M., Batjes, N. H., Heuvelink, G. B. M., Kempen, B., Ribeiro, E., and Rossiter, D.: SoilGrids 2.0: producing soil information for the globe with quantified spatial uncertainty, SOIL, 7, 217–240, https://doi.org/10.5194/soil-7-217-2021, 2021.
R Core Team: R: A language and environment for statistical computing. R
Foundation for Statistical Computing, Vienna, Austria, https://www.R-project.org/ (last access: 13 January 2023), 2022.
Ran, Y., Li, X., Cheng, G., Che, J., Aalto, J., Karjalainen, O., Hjort, J., Luoto, M., Jin, H., Obu, J., Hori, M., Yu, Q., and Chang, X.: New high-resolution estimates of the permafrost thermal state and hydrothermal conditions over the Northern Hemisphere, Earth Syst. Sci. Data, 14, 865–884, https://doi.org/10.5194/essd-14-865-2022, 2022.
Rissanen, T., Niittynen, P., Soininen, J., and Luoto, M.: Snow information
is required in subcontinental scale predictions of mountain plant
distributions, Global Ecol. Biogeogr., 30, 1502–1513,
https://doi.org/10.1111/GEB.13315, 2021.
Rudy, A. C. A., Lamoureux, S. F., Treitz, P., and van Ewijk, K. Y.:
Transferability of regional permafrost disturbance susceptibility modelling
using generalized linear and generalized additive models, Geomorphology,
264, 95–108, https://doi.org/10.1016/J.GEOMORPH.2016.04.011, 2016.
Ruuhijärvi, R., Salminen, P., and Tuominen, S.: Distribution range,
morphological types, and state of palsa mires in Finland in the 2010s, Suo,
73, 1–32, ISSN 0039-5471, 2022.
Saemundsson, T., Arnalds, O., Kneisel, C., Jonsson, H. P., and Decaulne, A.:
The Orravatnsrustir palsa site in Central Iceland-Palsas in an aeolian
sedimentation environment, Geomorphology, 167–168, 13–20,
https://doi.org/10.1016/j.geomorph.2012.03.014, 2012.
Sannel, A. B. K.: Ground temperature and snow depth variability
within a subarctic peat plateau landscape, Permafrost Periglac., 31,
255–263, https://doi.org/10.1002/ppp.2045, 2020.
Sannel, A. B. K., Hugelius, G., Jansson, P., and Kuhry, P.: Permafrost
Warming in a Subarctic Peatland – Which Meteorological Controls are Most
Important?, Permafrost Periglac., 27, 177–188,
https://doi.org/10.1002/PPP.1862, 2016.
Schuur, E. A. G., McGuire, A. D., Schädel, C., Grosse, G., Harden, J.
W., Hayes, D. J., Hugelius, G., Koven, C. D., Kuhry, P., Lawrence, D. M.,
Natali, S. M., Olefeldt, D., Romanovsky, V. E., Schaefer, K., Turetsky, M.
R., Treat, C. C., and Vonk, J. E.: Climate change and the permafrost carbon
feedback, Nature, 520, 171–179, https://doi.org/10.1038/nature14338, 2015.
Schwarz, G.: Estimating the Dimension of a Model, Ann. Stat., 6,
461–464, https://doi.org/10.1214/aos/1176344136, 1978.
Seppälä, M.: An experimental study of the formation of palsas, in:
Proceedings of the Fourth Canadian Permafrost Conference, Calgary, Canada,
2–6 March 1981, 36–42, 1982.
Seppälä, M.: Palsas and Related Forms, in: Advances in periglacial
geomorphology, edited by: Clark, M. J., John Wiley & Sons, Ltd,
Chichester, 247–278, IBSN 0 471 90981 5, 1988.
Seppälä, M.: Depth of Snow and Frost on a Palsa Mire, Finnish
Lapland, Geogr. Ann. A., 72, 191–201, https://doi.org/10.2307/521114, 1990.
Seppälä, M.: Snow depth controls palsa growth, Permafrost Periglac.,
5, 283–288, https://doi.org/10.1002/PPP.3430050407, 1994.
Seppälä, M.: Surface abrasion of palsas by wind action in Finnish
Lapland, Geomorphology, 52, 141–148,
https://doi.org/10.1016/S0169-555X(02)00254-4, 2003.
Seppälä, M.: Palsa mires in Finland, The Finnish Environment, 23,
155–162, 2006.
Seppälä, M.: Synthesis of studies of palsa formation underlining the
importance of local environmental and physical characteristics, Quaternary
Res., 75, 366–370, https://doi.org/10.1016/j.yqres.2010.09.007, 2011.
Seppälä, M. and Hassinen, S.: Freeze-thaw indices in northernmost
Fennoscandia according to meteorological observations, 1980–1991, in: Ground Freezing 97: Frost action in soils, edited by:
Knutsson, S., A.
A. Balkema, Rotterdam, 153–160, ISBN 9789054108726, 1997.
Siewert, M. B.: High-resolution digital mapping of soil organic carbon in permafrost terrain using machine learning: a case study in a sub-Arctic peatland environment, Biogeosciences, 15, 1663–1682, https://doi.org/10.5194/bg-15-1663-2018, 2018.
Sim, T. G., Swindles, G. T., Morris, P. J., Baird, A. J., Cooper, C. L.,
Gallego-Sala, A. v., Charman, D. J., Roland, T. P., Borken, W., Mullan, D.
J., Aquino-López, M. A., and Gałka, M.: Divergent responses of
permafrost peatlands to recent climate change, Environ. Res. Lett., 16,
034001, https://doi.org/10.1088/1748-9326/ABE00B, 2021.
Sollid, J. L. and Sørbel, L.: Palsa bogs as a climate indicator –
Examples from Dovrefjell, southern Norway, Ambio, 27, 287–291,
1998.
Swindles, G. T., Morris, P. J., Mullan, D., Watson, E. J., Turner, T. E.,
Roland, T. P., Amesbury, M. J., Kokfelt, U., Schoning, K., Pratte, S.,
Gallego-Sala, A., Charman, D. J., Sanderson, N., Garneau, M., Carrivick, J.
L., Woulds, C., Holden, J., Parry, L., and Galloway, J. M.: The long-term
fate of permafrost peatlands under rapid climate warming, Sci. Rep.-UK, 5,
17951, https://doi.org/10.1038/srep17951, 2016.
Tam, A., Gough, W. A., Kowal, S., and Xie, C.: The Fate of Hudson Bay
Lowlands Palsas in a Changing Climate, Arct., Antarct. Alp. Res., 46,
114–120, https://doi.org/10.1657/1938-4246-46.1.114, 2014.
Taylor, K. E., Stouffer, R. J., and Meehl, G. A.: An Overview of CMIP5 and
the Experiment Design, B. Am. Meteorol. Soc., 93, 485–498,
https://doi.org/10.1175/BAMS-D-11-00094.1, 2012.
Terentieva, I. E., Glagolev, M. V., Lapshina, E. D., Sabrekov, A. F., and Maksyutov, S.: Mapping of West Siberian taiga wetland complexes using Landsat imagery: implications for methane emissions, Biogeosciences, 13, 4615–4626, https://doi.org/10.5194/bg-13-4615-2016, 2016.
Thuiller, W., Lafourcade, B., and Araujo, M.: Presentation Manual for
BIOMOD, University of Joseph Fourier, Grenoble, 35 pp., 2010.
Thuiller, W., Lafourcade, B., Engler, R., and Araújo, M. B.: BIOMOD – a
platform for ensemble forecasting of species distributions, Ecography, 32,
369–373, https://doi.org/10.1111/j.1600-0587.2008.05742.x, 2009.
Thuiller, W., Georges, D., Gueguen,M., Engler, R., and Breiner, F.: Biomod2:
Ensemble Platform for Species Distribution Modelling, CRAN,
https://cran.r-project.org/web/packages/biomod2/biomod2.pdf (last access: 13 January 2023), 2021.
Treat, C. C., Jones, M. C., Camill, A., Gallego-Sala, A., Garneau, M.,
Harden, J. W., Hugelius, G., Klein, E. S., Kokfelt, U., Kuhry, P., Loisel,
J., Mathijissen, P. J. H., O'Donnell, J. A., Oksanen, P. O., Ronkainen, T.
M., Sannel, A. B. K., Talbot, J., Tarnocai, C., and Väliranta, M.:
Effects of permafrost aggradation on peat properties as determined from a
pan-Arctic synthesis of plant macrofossils, J. Geophys. Res.-Biogeo., 121,
78–94, https://doi.org/10.1002/2015JG003061, 2016a.
Treat, C. C., Jones, M. C., Camill, A., Gallego-Sala, A., Garneau, M.,
Harden, J. W., Hugelius, G., Klein, E. S., Kokfelt, U., Kuhry, P., Loisel,
J., Mathijissen, P. J. H., O'Donnell, J. A., Oksanen, P. O., Ronkainen, T.
M., Sannel, A. B. K., Talbot, J., Tarnocai, C., and Väliranta, M.:
Synthesis dataset of physical ad ecosystem properties from pan-arctic
wetland sitesusing peat core analysis, PANGEA [data set],
https://doi.org/10.1594/PANGAEA.863697, 2016b.
Treat, C. C., Jones, M. C., Camill, P., Gallego-Sala, A. V., Garneau, M., Harden, J. W., Hugelius, G., Klein, E. S., Kokfelt, U., Kuhry, P., Loisel, J., Mathijssen, P. J. H., O'Donnell, J. A., Oksanen, P. O., Ronkainen, T. M., Sannel, A., Britta, K., Talbot, J., Tarnocai, C., and Väliranta, M.: (Table S1) Site locations of cores and descriptions, PANGAEA [data set], https://doi.org/10.1594/PANGAEA.863689, 2016c.
Turetsky, M. R., Abbott, B. W., Jones, M. C., Anthony, K. W.,
Olefeldt, D., Schuur, E. A. G., Grosse, G., Kuhry, P., Hugelius, G., Koven,
C., Lawrence, D. M., Gibson, C., Sannel, A. B. K., and McGuire, A. D.:
Carbon release through abrupt permafrost thaw, Nature Geosci., 13, 138–143,
https://doi.org/10.1038/s41561-019-0526-0, 2020.
Vasil'chuk, Y. K., Vasil'chuk, A. C., Budantseva, N. A., Yoshikawa, K.,
Chizhova, J. N., and Stanilovskaya, J. V.: Palsas in the southern part of
the Middle Siberia permafrost zone, Eng. Geol. 3, 13–34, 2013a.
Vasil'chuk, Y. K., Vasil'chuk, A. C., and Repkina, T. Y.: Palsas in the
polar part of the Middle Siberia permafrost zone, Eng. Geol. 2, 28–45,
2013b.
Vasil'chuk, Y. K., Budantseva, N. A., Vasil'chuk, A. C., and Chizhova, J.
N.: Palsas in the Eastern Siberia and Far East permafrost zone, Eng. Geol.,
1, 40–64, 2014.
Vorren, K.-D.: The first permafrost cycle in Faerdesmyra, Norsk. Geogr.
Tidsskr, 71, 114–121, https://doi.org/10.1080/00291951.2017.1316309, 2017.
Wang, X., Ran, Y., Pang, G., Chen, D., Su, B., Chen, R., Li, X., Chen, H.
W., Yang, M., Gou, X., Jorgenson, M. T., Aalto, J., Li, R., Peng, X., Wu,
T., Clow, G. D., Wan, G., Wu, X., and Luo, D.: Contrasting characteristics,
changes, and linkages of permafrost between the Arctic and the Third Pole,
Earth-Sci. Rev., 230, 104042,
https://doi.org/10.1016/J.EARSCIREV.2022.104042, 2022.
Wang, Y., Way, R. G., Beer, J., Forget, A., Tutton, R., and Purcell, M. C.: Significant underestimation of peatland permafrost along the Labrador Sea coastline in northern Canada, The Cryosphere, 17, 63–78, https://doi.org/10.5194/tc-17-63-2023, 2023.
Washburn, A. L.: What is a palsa?, in: Matematisch-Physikalische Klasse,
Dritte folge, Mesoformen des reliefs im heutigen Periglazialraum, Berich
über ein Symposium, 35, edited by: Poser, H. and Schunke, E.,
Vandenhoeck & Ruprecht, Göttingen, 34–47, 1983.
Xu, J., Morris, P. J., Liu, J., and Holden, J.: PEATMAP: Refining estimates of global peatland distribution based on a meta-analysis, University of Leeds [data set], https://doi.org/10.5518/252, 2017.
Xu, J., Morris, P. J., Liu, J., and Holden, J.: PEATMAP: Refining estimates
of global peatland distribution based on meta-analysis, CATENA,
160, 134–140, https://doi.org/10.1016/j.catena.2017.09.010, 2018.
You, Q., Cai, Z., Pepin, N., Chen, D., Ahrens, B., Jiang, Z., Wu, F., Kang,
S., Zhang, R., Wu, T., Wang, P., Li, M., Zuo, Z., Gao, Y., Zhai, P., and
Zhang, Y.: Warming amplification over the Arctic Pole and Third Pole:
Trends, mechanisms, and consequences, Earth-Sci. Rev., 217, 103625,
https://doi.org/10.1016/j.earscirev.2021.103625, 2021.
Zhao, D.-M., Jiao, Y.-M., Wang, J.-L., Liu, Z.-L., Qiu, Y.-M., and Zhang,
J.: Comparative performance assessment of landslide susceptibility models
with presence-only, presence-absence, and pseudo-absence data, J. Mi Sci.,
17, 2961–2981, https://doi.org/10.1007/s11629-020-6277-y, 2020.
Zoltai, S. C.: Palsas and Peat Plateaus in Central Manitoba and
Saskatchewan, Can. J. Forest Res., 2, 291–301,
https://doi.org/10.1139/x72-046, 1972.
Zoltai, S. C. and Tarnocai, C.: Properties of A Wooded Palsa in Northern
Manitoba, Arct. Alp. Res., 3, 115–129,
1971.
Zoltai, S. C. and Tarnocai, C.: Perennially Frozen Peatlands in the
Western Arctic and Subarctic of Canada, Can. J. Earth Sci., 12, 28–43,
https://doi.org/10.1139/e75-004, 1975.
Zoltai, S. C., Siltanen, R. M., and Johnson, J. D.: A wetland data base for
the western boreal, subarctic, and arctic regions of Canada, Northern
Forestry Centre, Canadian Forest Service, Edmonton, 30 pp., ISBN 0662285395,
2000.
Short summary
For the first time, suitable environments for palsas and peat plateaus were modeled for the whole Northern Hemisphere. The hotspots of occurrences were in northern Europe, western Siberia, and subarctic Canada. Climate change was predicted to cause almost complete loss of the studied landforms by the late century. Our predictions filled knowledge gaps in the distribution of the landforms, and they can be utilized in estimation of the pace and impacts of the climate change over northern regions.
For the first time, suitable environments for palsas and peat plateaus were modeled for the...