Articles | Volume 17, issue 2
https://doi.org/10.5194/tc-17-889-2023
© 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-17-889-2023
© Author(s) 2023. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
Research article
| 
21 Feb 2023
Research article |
| 21 Feb 2023
| 21 Feb 2023
Towards long-term records of rain-on-snow events across the Arctic from satellite data
b.geos GmbH, Industriestrasse 1, 2100 Korneuburg, Austria
Helena Bergstedt
b.geos GmbH, Industriestrasse 1, 2100 Korneuburg, Austria
Georg Pointner
b.geos GmbH, Industriestrasse 1, 2100 Korneuburg, Austria
Xaver Muri
b.geos GmbH, Industriestrasse 1, 2100 Korneuburg, Austria
Kimmo Rautiainen
Earth Observation Research, Finnish Meteorological Institute, P.O. Box 503, 00101 Helsinki, Finland
Leena Leppänen
Earth Observation Research, Finnish Meteorological Institute, P.O. Box 503, 00101 Helsinki, Finland
Arctic Centre, University of Lapland, Pohjoisranta 4, 96101 Rovaniemi, Finland
Kyle Joly
Gates of the Arctic National Park and Preserve, Arctic Inventory and Monitoring Program, National Park Service, 99709 Fairbanks, Alaska, USA
Aleksandr Sokolov
Arctic Research Station, Institute of Plant and Animal Ecology, Ural Branch, Russian Academy of Sciences, Zelenaya Gorka Str. 21, Labytnangi, Yamal-Nenets Autonomous District, Russia
Pavel Orekhov
Arctic Research Station, Institute of Plant and Animal Ecology, Ural Branch, Russian Academy of Sciences, Zelenaya Gorka Str. 21, Labytnangi, Yamal-Nenets Autonomous District, Russia
Dorothee Ehrich
Department of Arctic and Marine Biology, UiT, The Arctic University of Norway, 9037 Tromsø, Norway
Eeva Mariatta Soininen
Department of Arctic and Marine Biology, UiT, The Arctic University of Norway, 9037 Tromsø, Norway
Viewed
Total article views: 4,815 (including HTML, PDF, and XML)
Cumulative views and downloads
(calculated since 14 Sep 2022)
| HTML | XML | Total | BibTeX | EndNote | |
|---|---|---|---|---|---|
| 3,795 | 901 | 119 | 4,815 | 137 | 176 |
- HTML: 3,795
- PDF: 901
- XML: 119
- Total: 4,815
- BibTeX: 137
- EndNote: 176
Total article views: 4,069 (including HTML, PDF, and XML)
Cumulative views and downloads
(calculated since 21 Feb 2023)
| HTML | XML | Total | BibTeX | EndNote | |
|---|---|---|---|---|---|
| 3,309 | 663 | 97 | 4,069 | 122 | 161 |
- HTML: 3,309
- PDF: 663
- XML: 97
- Total: 4,069
- BibTeX: 122
- EndNote: 161
Total article views: 746 (including HTML, PDF, and XML)
Cumulative views and downloads
(calculated since 14 Sep 2022)
| HTML | XML | Total | BibTeX | EndNote | |
|---|---|---|---|---|---|
| 486 | 238 | 22 | 746 | 15 | 15 |
- HTML: 486
- PDF: 238
- XML: 22
- Total: 746
- BibTeX: 15
- EndNote: 15
Viewed (geographical distribution)
Total article views: 4,815 (including HTML, PDF, and XML)
Thereof 4,598 with geography defined
and 217 with unknown origin.
Total article views: 4,069 (including HTML, PDF, and XML)
Thereof 3,875 with geography defined
and 194 with unknown origin.
Total article views: 746 (including HTML, PDF, and XML)
Thereof 723 with geography defined
and 23 with unknown origin.
| Country | # | Views | % |
|---|
| Country | # | Views | % |
|---|
| Country | # | Views | % |
|---|
| Total: | 0 |
| HTML: | 0 |
| PDF: | 0 |
| XML: | 0 |
- 1
1
| Total: | 0 |
| HTML: | 0 |
| PDF: | 0 |
| XML: | 0 |
- 1
1
| Total: | 0 |
| HTML: | 0 |
| PDF: | 0 |
| XML: | 0 |
- 1
1
Cited
14 citations as recorded by crossref.
- Detecting soil freeze-thaw dynamics with C-band SAR over permafrost in Northern Sweden and seasonally frozen grounds in the Tibetan Plateau, China A. Taghavi-Bayat et al.
- Similarities between sea ice area variations and satellite-derived terrestrial biosphere and cryosphere parameters across the Arctic A. Bartsch et al.
- Recent and projected changes in rain-on-snow event characteristics across Svalbard H. Vickers et al.
- Arctic Climate Threat Indicator Set for Municipal Decision-Making J. Tafrate & K. Nyland
- Rain-on-snow events in mountainous catchments under climate change O. Hotovy et al.
- Assessing rain-on-snow event dynamics over Alaska using 30 year satellite microwave observations J. Du et al.
- Permafrost and Freshwater Systems in the Arctic as Tipping Elements of the Climate System V. Brovkin et al.
- Object-based ensemble estimation of snow depth and snow water equivalent over multiple months in Sodankylä, Finland D. Brodylo et al.
- Pan-Arctic Permafrost Landform and Human-Built Infrastructure Feature Detection With Vision Transformers and Location Embeddings A. Perera et al.
- Copernicus for monitoring European forests: strengths, challenges and potential L. Cesaretti et al.
- Benchmarking passive-microwave-satellite-derived freeze–thaw datasets A. Bartsch et al.
- Monitoring the Multiple Stages of Climate Tipping Systems from Space: Do the GCOS Essential Climate Variables Meet the Needs? S. Loriani et al.
- The changing face of the Arctic: four decades of greening and implications for tundra ecosystems G. Frost et al.
- Retrieving frozen ground surface temperature under the snowpack in the Arctic permafrost area from SMOS observations J. Ortet et al.
14 citations as recorded by crossref.
- Detecting soil freeze-thaw dynamics with C-band SAR over permafrost in Northern Sweden and seasonally frozen grounds in the Tibetan Plateau, China A. Taghavi-Bayat et al.
- Similarities between sea ice area variations and satellite-derived terrestrial biosphere and cryosphere parameters across the Arctic A. Bartsch et al.
- Recent and projected changes in rain-on-snow event characteristics across Svalbard H. Vickers et al.
- Arctic Climate Threat Indicator Set for Municipal Decision-Making J. Tafrate & K. Nyland
- Rain-on-snow events in mountainous catchments under climate change O. Hotovy et al.
- Assessing rain-on-snow event dynamics over Alaska using 30 year satellite microwave observations J. Du et al.
- Permafrost and Freshwater Systems in the Arctic as Tipping Elements of the Climate System V. Brovkin et al.
- Object-based ensemble estimation of snow depth and snow water equivalent over multiple months in Sodankylä, Finland D. Brodylo et al.
- Pan-Arctic Permafrost Landform and Human-Built Infrastructure Feature Detection With Vision Transformers and Location Embeddings A. Perera et al.
- Copernicus for monitoring European forests: strengths, challenges and potential L. Cesaretti et al.
- Benchmarking passive-microwave-satellite-derived freeze–thaw datasets A. Bartsch et al.
- Monitoring the Multiple Stages of Climate Tipping Systems from Space: Do the GCOS Essential Climate Variables Meet the Needs? S. Loriani et al.
- The changing face of the Arctic: four decades of greening and implications for tundra ecosystems G. Frost et al.
- Retrieving frozen ground surface temperature under the snowpack in the Arctic permafrost area from SMOS observations J. Ortet et al.
Saved (final revised paper)
Latest update: 30 Apr 2026
Short summary
Rain-on-snow (ROS) events occur across many regions of the terrestrial Arctic in mid-winter. In extreme cases ice layers form which affect wildlife, vegetation and soils beyond the duration of the event. The fusion of multiple types of microwave satellite observations is suggested for the creation of a climate data record. Retrieval is most robust in the tundra biome, where records can be used to identify extremes and the results can be applied to impact studies at regional scale.
Rain-on-snow (ROS) events occur across many regions of the terrestrial Arctic in mid-winter. In...
