Articles | Volume 15, issue 12
https://doi.org/10.5194/tc-15-5387-2021
© Author(s) 2021. 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-15-5387-2021
© Author(s) 2021. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
River ice phenology and thickness from satellite altimetry: potential for ice bridge road operation and climate studies
Elena Zakharova
CORRESPONDING AUTHOR
Water Problems Institute, Russian Academy of Science, Moscow, Russia
EOLA, Toulouse, France
Svetlana Agafonova
Department of Land Hydrology, Moscow State University, Moscow, Russia
Claude Duguay
Department of Geography and Environmental Management, University of Waterloo, Waterloo, Canada
H2O Geomatics, Waterloo, Canada
Natalia Frolova
Department of Land Hydrology, Moscow State University, Moscow, Russia
Alexei Kouraev
LEGOS, Université de Toulouse, CNES, CNRS, IRD, UPS, Toulouse, France
Related authors
Alexei V. Kouraev, Elena A. Zakharova, Andrey G. Kostianoy, Mikhail N. Shimaraev, Lev V. Desinov, Evgeny A. Petrov, Nicholas M. J. Hall, Frédérique Rémy, and Andrey Ya. Suknev
The Cryosphere, 15, 4501–4516, https://doi.org/10.5194/tc-15-4501-2021, https://doi.org/10.5194/tc-15-4501-2021, 2021
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Giant ice rings are a beautiful and puzzling natural phenomenon. Our data show that ice rings are generated by lens-like warm eddies below the ice. We use multi-satellite data to analyse lake ice cover in the presence of eddies in April 2020 in southern Baikal. Unusual changes in ice colour may be explained by the competing influences of atmosphere above and the warm eddy below the ice. Tracking ice floes also helps to estimate eddy currents and their influence on the upper water layer.
Eugeny A. Zakharchuk, Natalia Tikhonova, Elena Zakharova, and Alexei V. Kouraev
Ocean Sci., 17, 543–559, https://doi.org/10.5194/os-17-543-2021, https://doi.org/10.5194/os-17-543-2021, 2021
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Investigation of free sea level oscillations is important for understanding of specifics of oceanographic processes and for their identification. Based on numerical experiments with the 3-D INMOM hydrodynamic model, we demonstrated that after cessation of atmospheric forcing, the water masses of the Baltic Sea return to equilibrium state as in the form of barotropic progressive–standing waves with 13–44 h periods, as in the form of baroclinic low-frequency waves with periods of 89 and 358 d.
Justin Murfitt, Claude Duguay, Ghislain Picard, and Juha Lemmetyinen
The Cryosphere, 18, 869–888, https://doi.org/10.5194/tc-18-869-2024, https://doi.org/10.5194/tc-18-869-2024, 2024
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This research focuses on the interaction between microwave signals and lake ice under wet conditions. Field data collected for Lake Oulujärvi in Finland were used to model backscatter under different conditions. The results of the modelling likely indicate that a combination of increased water content and roughness of different interfaces caused backscatter to increase. These results could help to identify areas where lake ice is unsafe for winter transportation.
Vishnu Nandan, Rosemary Willatt, Robbie Mallett, Julienne Stroeve, Torsten Geldsetzer, Randall Scharien, Rasmus Tonboe, John Yackel, Jack Landy, David Clemens-Sewall, Arttu Jutila, David N. Wagner, Daniela Krampe, Marcus Huntemann, Mallik Mahmud, David Jensen, Thomas Newman, Stefan Hendricks, Gunnar Spreen, Amy Macfarlane, Martin Schneebeli, James Mead, Robert Ricker, Michael Gallagher, Claude Duguay, Ian Raphael, Chris Polashenski, Michel Tsamados, Ilkka Matero, and Mario Hoppmann
The Cryosphere, 17, 2211–2229, https://doi.org/10.5194/tc-17-2211-2023, https://doi.org/10.5194/tc-17-2211-2023, 2023
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We show that wind redistributes snow on Arctic sea ice, and Ka- and Ku-band radar measurements detect both newly deposited snow and buried snow layers that can affect the accuracy of snow depth estimates on sea ice. Radar, laser, meteorological, and snow data were collected during the MOSAiC expedition. With frequent occurrence of storms in the Arctic, our results show that
wind-redistributed snow needs to be accounted for to improve snow depth estimates on sea ice from satellite radars.
Heidi Kreibich, Kai Schröter, Giuliano Di Baldassarre, Anne F. Van Loon, Maurizio Mazzoleni, Guta Wakbulcho Abeshu, Svetlana Agafonova, Amir AghaKouchak, Hafzullah Aksoy, Camila Alvarez-Garreton, Blanca Aznar, Laila Balkhi, Marlies H. Barendrecht, Sylvain Biancamaria, Liduin Bos-Burgering, Chris Bradley, Yus Budiyono, Wouter Buytaert, Lucinda Capewell, Hayley Carlson, Yonca Cavus, Anaïs Couasnon, Gemma Coxon, Ioannis Daliakopoulos, Marleen C. de Ruiter, Claire Delus, Mathilde Erfurt, Giuseppe Esposito, Didier François, Frédéric Frappart, Jim Freer, Natalia Frolova, Animesh K. Gain, Manolis Grillakis, Jordi Oriol Grima, Diego A. Guzmán, Laurie S. Huning, Monica Ionita, Maxim Kharlamov, Dao Nguyen Khoi, Natalie Kieboom, Maria Kireeva, Aristeidis Koutroulis, Waldo Lavado-Casimiro, Hong-Yi Li, Maria Carmen LLasat, David Macdonald, Johanna Mård, Hannah Mathew-Richards, Andrew McKenzie, Alfonso Mejia, Eduardo Mario Mendiondo, Marjolein Mens, Shifteh Mobini, Guilherme Samprogna Mohor, Viorica Nagavciuc, Thanh Ngo-Duc, Huynh Thi Thao Nguyen, Pham Thi Thao Nhi, Olga Petrucci, Nguyen Hong Quan, Pere Quintana-Seguí, Saman Razavi, Elena Ridolfi, Jannik Riegel, Md Shibly Sadik, Nivedita Sairam, Elisa Savelli, Alexey Sazonov, Sanjib Sharma, Johanna Sörensen, Felipe Augusto Arguello Souza, Kerstin Stahl, Max Steinhausen, Michael Stoelzle, Wiwiana Szalińska, Qiuhong Tang, Fuqiang Tian, Tamara Tokarczyk, Carolina Tovar, Thi Van Thu Tran, Marjolein H. J. van Huijgevoort, Michelle T. H. van Vliet, Sergiy Vorogushyn, Thorsten Wagener, Yueling Wang, Doris E. Wendt, Elliot Wickham, Long Yang, Mauricio Zambrano-Bigiarini, and Philip J. Ward
Earth Syst. Sci. Data, 15, 2009–2023, https://doi.org/10.5194/essd-15-2009-2023, https://doi.org/10.5194/essd-15-2009-2023, 2023
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As the adverse impacts of hydrological extremes increase in many regions of the world, a better understanding of the drivers of changes in risk and impacts is essential for effective flood and drought risk management. We present a dataset containing data of paired events, i.e. two floods or two droughts that occurred in the same area. The dataset enables comparative analyses and allows detailed context-specific assessments. Additionally, it supports the testing of socio-hydrological models.
Maria Shaposhnikova, Claude Duguay, and Pascale Roy-Léveillée
The Cryosphere, 17, 1697–1721, https://doi.org/10.5194/tc-17-1697-2023, https://doi.org/10.5194/tc-17-1697-2023, 2023
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We explore lake ice in the Old Crow Flats, Yukon, Canada, using a novel approach that employs radar imagery and deep learning. Results indicate an 11 % increase in the fraction of lake ice that grounds between 1992/1993 and 2020/2021. We believe this is caused by widespread lake drainage and fluctuations in water level and snow depth. This transition is likely to have implications for permafrost beneath the lakes, with a potential impact on methane ebullition and the regional carbon budget.
Yu Cai, Claude R. Duguay, and Chang-Qing Ke
Earth Syst. Sci. Data, 14, 3329–3347, https://doi.org/10.5194/essd-14-3329-2022, https://doi.org/10.5194/essd-14-3329-2022, 2022
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Seasonal ice cover is one of the important attributes of lakes in middle- and high-latitude regions. This study used passive microwave brightness temperature measurements to extract the ice phenology for 56 lakes across the Northern Hemisphere from 1979 to 2019. A threshold algorithm was applied according to the differences in brightness temperature between lake ice and open water. The dataset will provide valuable information about the changing ice cover of lakes over the last 4 decades.
Alexei V. Kouraev, Elena A. Zakharova, Andrey G. Kostianoy, Mikhail N. Shimaraev, Lev V. Desinov, Evgeny A. Petrov, Nicholas M. J. Hall, Frédérique Rémy, and Andrey Ya. Suknev
The Cryosphere, 15, 4501–4516, https://doi.org/10.5194/tc-15-4501-2021, https://doi.org/10.5194/tc-15-4501-2021, 2021
Short summary
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Giant ice rings are a beautiful and puzzling natural phenomenon. Our data show that ice rings are generated by lens-like warm eddies below the ice. We use multi-satellite data to analyse lake ice cover in the presence of eddies in April 2020 in southern Baikal. Unusual changes in ice colour may be explained by the competing influences of atmosphere above and the warm eddy below the ice. Tracking ice floes also helps to estimate eddy currents and their influence on the upper water layer.
Georg Pointner, Annett Bartsch, Yury A. Dvornikov, and Alexei V. Kouraev
The Cryosphere, 15, 1907–1929, https://doi.org/10.5194/tc-15-1907-2021, https://doi.org/10.5194/tc-15-1907-2021, 2021
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This study presents strong new indications that regions of anomalously low backscatter in C-band synthetic aperture radar (SAR) imagery of ice of Lake Neyto in northwestern Siberia are related to strong emissions of natural gas. Spatio-temporal dynamics and potential scattering and formation mechanisms are assessed. It is suggested that exploiting the spatial and temporal properties of Sentinel-1 SAR data may be beneficial for the identification of similar phenomena in other Arctic lakes.
Eugeny A. Zakharchuk, Natalia Tikhonova, Elena Zakharova, and Alexei V. Kouraev
Ocean Sci., 17, 543–559, https://doi.org/10.5194/os-17-543-2021, https://doi.org/10.5194/os-17-543-2021, 2021
Short summary
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Investigation of free sea level oscillations is important for understanding of specifics of oceanographic processes and for their identification. Based on numerical experiments with the 3-D INMOM hydrodynamic model, we demonstrated that after cessation of atmospheric forcing, the water masses of the Baltic Sea return to equilibrium state as in the form of barotropic progressive–standing waves with 13–44 h periods, as in the form of baroclinic low-frequency waves with periods of 89 and 358 d.
Ingmar Nitze, Sarah W. Cooley, Claude R. Duguay, Benjamin M. Jones, and Guido Grosse
The Cryosphere, 14, 4279–4297, https://doi.org/10.5194/tc-14-4279-2020, https://doi.org/10.5194/tc-14-4279-2020, 2020
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In summer 2018, northwestern Alaska was affected by widespread lake drainage which strongly exceeded previous observations. We analyzed the spatial and temporal patterns with remote sensing observations, weather data and lake-ice simulations. The preceding fall and winter season was the second warmest and wettest on record, causing the destabilization of permafrost and elevated water levels which likely led to widespread and rapid lake drainage during or right after ice breakup.
Ekaterina P. Rets, Viktor V. Popovnin, Pavel A. Toropov, Andrew M. Smirnov, Igor V. Tokarev, Julia N. Chizhova, Nadine A. Budantseva, Yurij K. Vasil'chuk, Maria B. Kireeva, Alexey A. Ekaykin, Arina N. Veres, Alexander A. Aleynikov, Natalia L. Frolova, Anatoly S. Tsyplenkov, Aleksei A. Poliukhov, Sergey R. Chalov, Maria A. Aleshina, and Ekaterina D. Kornilova
Earth Syst. Sci. Data, 11, 1463–1481, https://doi.org/10.5194/essd-11-1463-2019, https://doi.org/10.5194/essd-11-1463-2019, 2019
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As climate change completely restructures hydrological processes and ecosystems in alpine areas, monitoring is fundamental to adaptation. Here we present a database on more than 10 years of hydrometeorological monitoring at the Djankuat station in the North Caucasus, which is one of 30 unique world reference sites with annual mass balance series longer than 50 years. We hope it will be useful for scientists studying various aspects of hydrological processes in mountain areas.
Kiana Zolfaghari, Claude R. Duguay, and Homa Kheyrollah Pour
Hydrol. Earth Syst. Sci., 21, 377–391, https://doi.org/10.5194/hess-21-377-2017, https://doi.org/10.5194/hess-21-377-2017, 2017
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A remotely-sensed water clarity value (Kd) was applied to improve FLake model simulations of Lake Erie thermal structure using a time-invariant (constant) annual value as well as monthly values of Kd. The sensitivity of FLake model to Kd values was studied. It was shown that the model is very sensitive to variations in Kd when the value is less than 0.5 m-1.
Jinyang Du, John S. Kimball, Claude Duguay, Youngwook Kim, and Jennifer D. Watts
The Cryosphere, 11, 47–63, https://doi.org/10.5194/tc-11-47-2017, https://doi.org/10.5194/tc-11-47-2017, 2017
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A new automated method for microwave satellite assessment of lake ice conditions at 5 km resolution was developed for lakes in the Northern Hemisphere. The resulting ice record shows strong agreement with ground observations and alternative ice records. Higher latitude lakes reveal more widespread and larger trends toward shorter ice cover duration than lower latitude lakes. The new approach allows for rapid monitoring of lake ice cover changes, with accuracy suitable for global change studies.
Cristina M. Surdu, Claude R. Duguay, and Diego Fernández Prieto
The Cryosphere, 10, 941–960, https://doi.org/10.5194/tc-10-941-2016, https://doi.org/10.5194/tc-10-941-2016, 2016
P. Muhammad, C. Duguay, and K.-K. Kang
The Cryosphere, 10, 569–584, https://doi.org/10.5194/tc-10-569-2016, https://doi.org/10.5194/tc-10-569-2016, 2016
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This study involves the analysis of MODIS Level 3500 m snow products, complemented with 250 m Level 1B data, to monitor ice cover during the break-up period on the Mackenzie River, Canada. Results from the analysis of data for 13 ice seasons (2001–2013) show that ice-off begins between days of year (DOYs) 115 and 125 and ends between DOYs 145 and 155, resulting in average melt durations of about 30–40 days; we conclude that MODIS can monitor ice break-up.
N. L. Frolova, S. A. Agafonova, I. N. Krylenko, and A. S. Zavadsky
Proc. IAHS, 369, 37–41, https://doi.org/10.5194/piahs-369-37-2015, https://doi.org/10.5194/piahs-369-37-2015, 2015
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Heavy ice jams during spring floods are usual on the rivers in the north of the European part of Russia. The last catastrophic flood in the area of study took place in the spring of 2013. An assessment of the probability of floods and formation of ice jams, calculations of duration and depth of flooding at various water levels, with an assessment of the corresponding economic losses in the north of Russia are considered in the current research.
M. B. Kireeva, N. L. Frolova, E. P. Rets, E. A. Telegina, A. A. Telegina, and N. N. Ezerova
Proc. IAHS, 369, 109–113, https://doi.org/10.5194/piahs-369-109-2015, https://doi.org/10.5194/piahs-369-109-2015, 2015
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In this paper extreme hydrological events on the rivers of European part of Russia are analysed. It is shown that they are closely related to the hydrological regime transformation answering recent climate changes. During the last twenty years the role of the occasional floods on the European part of Russia became more and more important. Number of winter floods, connected with thaws rose dramatically, in the same manner as summer flash floods.
C. M. Surdu, C. R. Duguay, L. C. Brown, and D. Fernández Prieto
The Cryosphere, 8, 167–180, https://doi.org/10.5194/tc-8-167-2014, https://doi.org/10.5194/tc-8-167-2014, 2014
K. A. Luus, Y. Gel, J. C. Lin, R. E. J. Kelly, and C. R. Duguay
Biogeosciences, 10, 7575–7597, https://doi.org/10.5194/bg-10-7575-2013, https://doi.org/10.5194/bg-10-7575-2013, 2013
Related subject area
Discipline: Other | Subject: Freshwater Ice
Measurements of frazil ice flocs in rivers
Assessment of the impact of dam reservoirs on river ice cover – an example from the Carpathians (central Europe)
Forward modelling of synthetic-aperture radar (SAR) backscatter during lake ice melt conditions using the Snow Microwave Radiative Transfer (SMRT) model
A comparison of constant false alarm rate object detection algorithms for iceberg identification in L- and C-band SAR imagery of the Labrador Sea
Fusion of Landsat 8 Operational Land Imager and Geostationary Ocean Color Imager for hourly monitoring surface morphology of lake ice with high resolution in Chagan Lake of Northeast China
Mechanisms and effects of under-ice warming water in Ngoring Lake of Qinghai–Tibet Plateau
Tricentennial trends in spring ice break-ups on three rivers in northern Europe
Climate warming shortens ice durations and alters freeze and break-up patterns in Swedish water bodies
Sunlight penetration dominates the thermal regime and energetics of a shallow ice-covered lake in arid climate
Dam type and lake location characterize ice-marginal lake area change in Alaska and NW Canada between 1984 and 2019
Giant ice rings in southern Baikal: multi-satellite data help to study ice cover dynamics and eddies under ice
Ice roughness estimation via remotely piloted aircraft and photogrammetry
Analyses of Peace River Shallow Water Ice Profiling Sonar data and their implications for the roles played by frazil ice and in situ anchor ice growth in a freezing river
Creep and fracture of warm columnar freshwater ice
Climate change and Northern Hemisphere lake and river ice phenology from 1931–2005
Methane pathways in winter ice of a thermokarst lake–lagoon–coastal water transect in north Siberia
Continuous in situ measurements of anchor ice formation, growth, and release
Proglacial icings as records of winter hydrological processes
Investigation of spatial and temporal variability of river ice phenology and thickness across Songhua River Basin, northeast China
Observation-derived ice growth curves show patterns and trends in maximum ice thickness and safe travel duration of Alaskan lakes and rivers
Chuankang Pei, Jiaqi Yang, Yuntong She, and Mark Loewen
The Cryosphere, 18, 4177–4196, https://doi.org/10.5194/tc-18-4177-2024, https://doi.org/10.5194/tc-18-4177-2024, 2024
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Frazil flocs are aggregates of frazil ice particles that form in supercooled water. As they grow, they rise to the river surface, contributing to ice cover formation. We measured the properties of frazil flocs in rivers for the first time using underwater imaging. We found that the floc size distributions follow a lognormal distribution and mean floc size decreases linearly as the local Reynolds number increases. Floc volume concentration has a power law correlation with the relative depth.
Maksymilian Fukś
The Cryosphere, 18, 2509–2529, https://doi.org/10.5194/tc-18-2509-2024, https://doi.org/10.5194/tc-18-2509-2024, 2024
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This paper presents a method for determining the impact of dam reservoirs on the occurrence of ice cover on rivers downstream of their location. It was found that the operation of dam reservoirs reduces the duration of ice cover and significantly affects the ice regime of rivers. Based on the results presented, it can be assumed that dam reservoirs play an important role in transforming ice conditions on rivers.
Justin Murfitt, Claude Duguay, Ghislain Picard, and Juha Lemmetyinen
The Cryosphere, 18, 869–888, https://doi.org/10.5194/tc-18-869-2024, https://doi.org/10.5194/tc-18-869-2024, 2024
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This research focuses on the interaction between microwave signals and lake ice under wet conditions. Field data collected for Lake Oulujärvi in Finland were used to model backscatter under different conditions. The results of the modelling likely indicate that a combination of increased water content and roughness of different interfaces caused backscatter to increase. These results could help to identify areas where lake ice is unsafe for winter transportation.
Laust Færch, Wolfgang Dierking, Nick Hughes, and Anthony P. Doulgeris
The Cryosphere, 17, 5335–5355, https://doi.org/10.5194/tc-17-5335-2023, https://doi.org/10.5194/tc-17-5335-2023, 2023
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Icebergs in open water are a risk to maritime traffic. We have compared six different constant false alarm rate (CFAR) detectors on overlapping C- and L-band synthetic aperture radar (SAR) images for the detection of icebergs in open water, with a Sentinel-2 image used for validation. The results revealed that L-band gives a slight advantage over C-band, depending on which detector is used. Additionally, the accuracy of all detectors decreased rapidly as the iceberg size decreased.
Qian Yang, Xiaoguang Shi, Weibang Li, Kaishan Song, Zhijun Li, Xiaohua Hao, Fei Xie, Nan Lin, Zhidan Wen, Chong Fang, and Ge Liu
The Cryosphere, 17, 959–975, https://doi.org/10.5194/tc-17-959-2023, https://doi.org/10.5194/tc-17-959-2023, 2023
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A large-scale linear structure has repeatedly appeared on satellite images of Chagan Lake in winter, which was further verified as being ice ridges in the field investigation. We extracted the length and the angle of the ice ridges from multi-source remote sensing images. The average length was 21 141.57 ± 68.36 m. The average azimuth angle was 335.48° 141.57 ± 0.23°. The evolution of surface morphology is closely associated with air temperature, wind, and shoreline geometry.
Mengxiao Wang, Lijuan Wen, Zhaoguo Li, Matti Leppäranta, Victor Stepanenko, Yixin Zhao, Ruijia Niu, Liuyiyi Yang, and Georgiy Kirillin
The Cryosphere, 16, 3635–3648, https://doi.org/10.5194/tc-16-3635-2022, https://doi.org/10.5194/tc-16-3635-2022, 2022
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The under-ice water temperature of Ngoring Lake has been rising based on in situ observations. We obtained results showing that strong downward shortwave radiation is the main meteorological factor, and precipitation, wind speed, downward longwave radiation, air temperature, ice albedo, and ice extinction coefficient have an impact on the range and rate of lake temperature rise. Once the ice breaks, the lake body releases more energy than other lakes, whose water temperature remains horizontal.
Stefan Norrgård and Samuli Helama
The Cryosphere, 16, 2881–2898, https://doi.org/10.5194/tc-16-2881-2022, https://doi.org/10.5194/tc-16-2881-2022, 2022
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We examined changes in the dates of ice break-ups in three Finnish rivers since the 1700s. The analyses show that ice break-ups nowadays occur earlier in spring than in previous centuries. The changes are pronounced in the south, and both rivers had their first recorded years without a complete ice cover in the 21st century. These events occurred during exceptionally warm winters and show that climate extremes affect the river-ice regime in southwest Finland differently than in the north.
Sofia Hallerbäck, Laurie S. Huning, Charlotte Love, Magnus Persson, Katarina Stensen, David Gustafsson, and Amir AghaKouchak
The Cryosphere, 16, 2493–2503, https://doi.org/10.5194/tc-16-2493-2022, https://doi.org/10.5194/tc-16-2493-2022, 2022
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Using unique data, some dating back to the 18th century, we show a significant trend in shorter ice duration, later freeze, and earlier break-up dates across Sweden. In recent observations, the mean ice durations have decreased by 11–28 d and the chance of years with an extremely short ice cover duration (less than 50 d) have increased by 800 %. Results show that even a 1 °C increase in air temperatures can result in a decrease in ice duration in Sweden of around 8–23 d.
Wenfeng Huang, Wen Zhao, Cheng Zhang, Matti Leppäranta, Zhijun Li, Rui Li, and Zhanjun Lin
The Cryosphere, 16, 1793–1806, https://doi.org/10.5194/tc-16-1793-2022, https://doi.org/10.5194/tc-16-1793-2022, 2022
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Thermal regimes of seasonally ice-covered lakes in an arid region like Central Asia are not well constrained despite the unique climate. We observed annual and seasonal dynamics of thermal stratification and energetics in a shallow arid-region lake. Strong penetrated solar radiation and high water-to-ice heat flux are the predominant components in water heat balance. The under-ice stratification and convection are jointly governed by the radiative penetration and salt rejection during freezing.
Brianna Rick, Daniel McGrath, William Armstrong, and Scott W. McCoy
The Cryosphere, 16, 297–314, https://doi.org/10.5194/tc-16-297-2022, https://doi.org/10.5194/tc-16-297-2022, 2022
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Glacial lakes impact societies as both resources and hazards. Lakes form, grow, and drain as glaciers thin and retreat, and understanding lake evolution is a critical first step in assessing their hazard potential. We map glacial lakes in Alaska between 1984 and 2019. Overall, lakes grew in number and area, though lakes with different damming material (ice, moraine, bedrock) behaved differently. Namely, ice-dammed lakes decreased in number and area, a trend lost if dam type is not considered.
Alexei V. Kouraev, Elena A. Zakharova, Andrey G. Kostianoy, Mikhail N. Shimaraev, Lev V. Desinov, Evgeny A. Petrov, Nicholas M. J. Hall, Frédérique Rémy, and Andrey Ya. Suknev
The Cryosphere, 15, 4501–4516, https://doi.org/10.5194/tc-15-4501-2021, https://doi.org/10.5194/tc-15-4501-2021, 2021
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Giant ice rings are a beautiful and puzzling natural phenomenon. Our data show that ice rings are generated by lens-like warm eddies below the ice. We use multi-satellite data to analyse lake ice cover in the presence of eddies in April 2020 in southern Baikal. Unusual changes in ice colour may be explained by the competing influences of atmosphere above and the warm eddy below the ice. Tracking ice floes also helps to estimate eddy currents and their influence on the upper water layer.
James Ehrman, Shawn Clark, and Alexander Wall
The Cryosphere, 15, 4031–4046, https://doi.org/10.5194/tc-15-4031-2021, https://doi.org/10.5194/tc-15-4031-2021, 2021
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This research proposes and tests new methods for the estimation of the surface roughness of newly formed river ice covers. The hypothesis sought to determine if surface ice roughness was indicative of the subsurface. Ice roughness has consequences for winter flow characteristics of rivers and can greatly impact river ice jams. Remotely piloted aircraft and photogrammetry were used, and good correlation was found between the observed surface ice roughness and estimated subsurface ice roughness.
John R. Marko and David R. Topham
The Cryosphere, 15, 2473–2489, https://doi.org/10.5194/tc-15-2473-2021, https://doi.org/10.5194/tc-15-2473-2021, 2021
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Acoustic backscattering data from Peace River frazil events are interpreted to develop a quantitative model of interactions between ice particles in the water column and riverbed ice layers. Two generic behaviours, evident in observed time variability, are linked to differences in the relative stability of in situ anchor ice layers which develop at the beginning of each frazil interval and are determined by cooling rates. Changes in these layers are shown to control water column frazil content.
Iman E. Gharamti, John P. Dempsey, Arttu Polojärvi, and Jukka Tuhkuri
The Cryosphere, 15, 2401–2413, https://doi.org/10.5194/tc-15-2401-2021, https://doi.org/10.5194/tc-15-2401-2021, 2021
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We study the creep and fracture behavior of 3 m × 6 m floating edge-cracked rectangular plates of warm columnar freshwater S2 ice under creep/cyclic-recovery loading and monotonic loading to fracture. Under the testing conditions, the ice response was elastic–viscoplastic; no significant viscoelasticity or major recovery was detected. There was no clear effect of the creep/cyclic loading on the fracture properties: failure load and crack opening displacements at crack growth initiation.
Andrew M. W. Newton and Donal J. Mullan
The Cryosphere, 15, 2211–2234, https://doi.org/10.5194/tc-15-2211-2021, https://doi.org/10.5194/tc-15-2211-2021, 2021
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This paper investigates changes in the dates of ice freeze-up and breakup for 678 Northern Hemisphere lakes and rivers from 1931–2005. From 3510 time series, the results show that breakup dates have gradually occurred earlier through time, whilst freeze-up trends have tended to be significantly more variable. These data combined show that the number of annual open-water days has increased through time for most sites, with the magnitude of change at its largest in more recent years.
Ines Spangenberg, Pier Paul Overduin, Ellen Damm, Ingeborg Bussmann, Hanno Meyer, Susanne Liebner, Michael Angelopoulos, Boris K. Biskaborn, Mikhail N. Grigoriev, and Guido Grosse
The Cryosphere, 15, 1607–1625, https://doi.org/10.5194/tc-15-1607-2021, https://doi.org/10.5194/tc-15-1607-2021, 2021
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Thermokarst lakes are common on ice-rich permafrost. Many studies have shown that they are sources of methane to the atmosphere. Although they are usually covered by ice, little is known about what happens to methane in winter. We studied how much methane is contained in the ice of a thermokarst lake, a thermokarst lagoon and offshore. Methane concentrations differed strongly, depending on water body type. Microbes can also oxidize methane in ice and lower the concentrations during winter.
Tadros R. Ghobrial and Mark R. Loewen
The Cryosphere, 15, 49–67, https://doi.org/10.5194/tc-15-49-2021, https://doi.org/10.5194/tc-15-49-2021, 2021
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Anchor ice typically forms on riverbeds during freeze-up and can alter the river ice regime. Most of the knowledge on anchor ice mechanisms has been attributed to lab experiments. This study presents for the first time insights into anchor ice initiation, growth, and release in rivers using an underwater camera system. Three stages of growth and modes of release have been identified. These results will improve modelling capabilities in predicting the effect of anchor ice on river ice regimes.
Anna Chesnokova, Michel Baraër, and Émilie Bouchard
The Cryosphere, 14, 4145–4164, https://doi.org/10.5194/tc-14-4145-2020, https://doi.org/10.5194/tc-14-4145-2020, 2020
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In the context of a ubiquitous increase in winter discharge in cold regions, our results show that icing formations can help overcome the lack of direct observations in these remote environments and provide new insights into winter runoff generation. The multi-technique approach used in this study provided important information about the water sources active during the winter season in the headwaters of glacierized catchments.
Qian Yang, Kaishan Song, Xiaohua Hao, Zhidan Wen, Yue Tan, and Weibang Li
The Cryosphere, 14, 3581–3593, https://doi.org/10.5194/tc-14-3581-2020, https://doi.org/10.5194/tc-14-3581-2020, 2020
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Using daily ice records of 156 hydrological stations across Songhua River Basin, we examined the spatial variability in the river ice phenology and river ice thickness from 2010 to 2015 and explored the role of snow depth and air temperature on the ice thickness. Snow cover correlated with ice thickness significantly and positively when the freshwater was completely frozen. Cumulative air temperature of freezing provides a better predictor than the air temperature for ice thickness modeling.
Christopher D. Arp, Jessica E. Cherry, Dana R. N. Brown, Allen C. Bondurant, and Karen L. Endres
The Cryosphere, 14, 3595–3609, https://doi.org/10.5194/tc-14-3595-2020, https://doi.org/10.5194/tc-14-3595-2020, 2020
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River and lake ice thickens at varying rates geographically and from year to year. We took a closer look at ice growth across a large geographic region experiencing rapid climate change, the State of Alaska, USA. Slower ice growth was most pronounced in northern Alaskan lakes over the last 60 years. Western and interior Alaska ice showed more variability in thickness and safe travel duration. This analysis provides a comprehensive evaluation of changing freshwater ice in Alaska.
Cited articles
Agafonova, S. A. and Vasilenko, A. N.: Hazardous ice phenomena in rivers of
the Russian arctic zone under current climate conditions and the safety of
water use, Geogr. Environ. Sustain., 13, 43–51, https://doi.org/10.24057/2071-9388-2020-12, 2020.
Antonova, S., Duguay, C. R., Kääb, A., Heim, B., Langer, M., Westermann, S., and Boike, J.: Monitoring ice phenology and bedfast ice in
lakes of the Lena River Delta using TerraSAR-X backscatter and coherence time series, Remote Sens., 8, 903, https://doi.org/10.3390/rs8110903, 2016.
Atwood, D. K., Gunn, G. E., Roussi, C., Wu, J., Duguay, C. R., and Sarabandi,
K.: Microwave backscatter from Arctic lake ice and polarimetric implications, IEEE T. Geosci. Remote, 53, 5972–5982, https://doi.org/10.1109/TGRS.2015.2429917, 2015.
AVISO+: Jason-2 and Jason-3 geophysical data records (GDR), AVISO+ data portal [data set], https://www.aviso.altimetry.fr/es/data/data-access.html, last access: 2 December 2021).
Bamber, J. L.: Ice sheet altimeter processing scheme, Int. J. Remote Sens., 15, 925–938, https://doi.org/10.1080/01431169408954125, 1994.
Beaton, A., Whaley, R., Corston, K., and Kenny, F.: Identifying historic river ice breakup timing using MODIS and Google Earth Engine in support of
operational flood monitoring in Northern Ontario, Remote Sens. Environ., 224, 352–364, https://doi.org/10.1016/j.rse.2019.02.011, 2019.
Beckers, J. F., Casey, J. A., and Haas, C.: Retrievals of lake ice thickness
from Great Slave Lake and Great Bear Lake using CryoSat-2, IEEE T. Geosci. Remote, 55, 3708–3720, https://doi.org/10.1109/TGRS.2017.2677583, 2017.
Beltaos, S.: Hydrodynamic characteristics and effects of river waves caused by ice jam releases, Cold Reg. Sci. Technol., 85, 42–55, https://doi.org/10.1016/j.coldregions.2012.08.003, 2013.
Beltaos, S., Carter, T., Rowsell, R., and DePalmac, S. G. S.: Erosion potential of dynamic ice breakup in Lower Athabasca River. Part I: Field measurements and initial quantification, Cold Reg. Sci. Technol., 149, 16–28, https://doi.org/10.1016/j.coldregions.2018.01.013, 2018.
Berry, P. A. M., Garlick, J. D., Freeman, J. A., and Mathers, E. L.: Global
inland water monitoring from multi-mission altimetry, Geophys. Res. Lett., 32, L16401, https://doi.org/10.1029/2005GL022814, 2005.
Brown, G. S.: The average impulse response of a rough surface and its
applications, IEEE J. Ocean Eng., 2, 67–74, https://doi.org/10.1109/JOE.1977.1145328, 1977.
Chaouch, N., Temimi, M., Romanov, P., Cabrera, R., McKillop, G., and
Khanbilvardi, R.: An automated algorithm for river ice monitoring over the
Susquehanna River using the MODIS data, Hydrol. Process., 28, 62–73,
https://doi.org/10.1002/hyp.9548, 2014.
Chu, T. and Lindenschmidt, K.-E.: Integration of space-borne and air-borne
data in monitoring river ice processes in the Slave River, Canada, Remote
Sens. Environ., 181, 65–81, https://doi.org/10.1016/j.rse.2016.03.041, 2016.
Cooley, S. W. and Pavelsky, T. M.: Spatial and temporal patterns in Arctic
river ice breakup revealed by automated ice detection from MODIS imagery,
Remote Sens. Environ., 175, 310–322, https://doi.org/10.1016/j.rse.2016.01.004, 2016.
Du, J., Kimball, J. S., Duguay, C. R., Kim, Y., and Watts, J.: Satellite
microwave assessment of Northern Hemisphere lake ice phenology from 2002 to 2015, The Cryosphere, 11, 47–63, https://doi.org/10.5194/tc-11-47-2017, 2017.
Duguay, C. R., Pultz, T. J., Lafleur, P. M., and Drai, D.: RADARSAT backscatter characteristics of ice growing on shallow sub-arctic lakes, Churchill, Manitoba, Canada, Hydrol. Process., 16, 1631–1644, https://doi.org/10.1002/hyp.1026, 2002.
Duguay, C. R., Bernier, M., Gauthier, Y., and Kouraev, A.: Remote sensing of
lake and river ice, in: Remote Sensing of the Cryosphere, edited by: Tedesco, M., Wiley-Blackwell, Oxford, UK, 273–306, ISBN 13:978-1118368855, 2015.
Duguay, C. R., Zakharova, E. A., Kouraev, A. V., Kheyrollah Pour, H., and
Hoekstra, M.: Retrieval of ice thickness on large northern lakes from Jason-2 data, in: POLAR2018: Abstract Proceedings, Open Science Conference, Davos, 19–23 June 2018, Switzerland, Abstract No. 2638, p. 46, 2018.
ESA: ENVISAT RA2/MWR Product Handbook, RA2/MWR Products User Guide, available at: https://earth.esa.int/eogateway/documents/20142/37627/Envisat-RA-2-Level-2-Product-Handbook.pdf (last access: 2 December 2021), 2002.
Ettema, R.: Review of alluvial-channel responses to river ice, J. Cold Reg. Eng., 16, 191–217, https://doi.org/10.1061/(ASCE)0887-381X(2002)16:4(191), 2002.
Fu, L.-L. and Cazenave, A.: Satellite Altimetry and Earth Sciences: A Handbook of Techniques and Applications, Academic Press, San Diego, 1–495, ISBN 0080516580, 9780080516585, 1991.
Ginzburg, B. M.: Probabilistic characteristics of freeze-up and breakup dates
on rivers and reservoirs of the Soviet Union, Hydrometeoizdat, Leningrad, p. 110, 1973.
Gohlke, C.: Unofficial Windows Binaries for Python Extension Packages [data set], https://www.lfd.uci.edu/~gohlke/pythonlibs/, last access: 2 December 2021.
Guerreiro K., Fleury, S., Zakharova, E., Rémy, F., and Kouraev, A.: Potential for estimation of snow depth on Arctic sea ice from CryoSat-2 and
SARAL/AltiKa missions, Remote Sens. Environ., 186, 339–349,
https://doi.org/10.1016/j.rse.2016.07.013, 2016.
Gunn G. E., Duguay, C. R., Brown, L. C., King, J. M. L., Atwood, D., and Kasurak, A.: Freshwater lake ice thickness derived using surface-based X- and Ku-band FMCW scatterometers, Cold Reg. Sci. Technol., 120, 115–126, https://doi.org/10.1016/j.coldregions.2015.09.012, 2015.
Gunn, G. E., Duguay, C. R., Atwood, D. K., King, J., and Toose, P.: Observing
scattering mechanisms of bubbled freshwater lake ice using polarimetric
RADARSAT-2 (C-band) and UW-Scat (X- and Ku-bands), IEEE T. Geosci. Remote, 56, 2887–2903, https://doi.org/10.1109/TGRS.2017.2786158, 2018.
Hiks, F.: An overview of river ice problems: CRIPE07 guest editorial, Cold Reg. Sci. Technol., 55, 175–185, https://doi.org/10.1016/j.coldregions.2008.09.006, 2009.
Instructions on Safety Organisation: Of rivers' and lakes' crossing, RD 34.03.221, INFORMENRGO, Moscow, 1969.
Jeffries, M. O., Morris, K., and Kozlenko, N.: Chapter 4 – ice characteristics and processes, and remote sensing of frozen Rivers and
lakes, in: Remote Sensing in Northern Hydrology: Measuring Environmental Change, edited by: Duguay, C. R. and Pietroniro, A., American Geophysical
Union, Washington, DC, 63–90, ISBN 13:978-0-87590-428-3, 2005.
Jeffries, M. O., Morris, K., and Duguay, C. R.: State of the earth's cryosphere at the beginning of the 21st century: glaciers, global snow cover, floating ice, and permafrost and periglacial environments – floating ice: lake ice and river ice, in: Satellite Image Atlas of Glaciers of the World, edited by: Williams, R. S. and Ferrigno, J. G., USGS, Reston, VA, A381–A424, https://doi.org/10.3133/pp1386A, 2012.
Kang, K.-K., Duguay, C. R., and Howell, S. E. L.: Estimating ice phenology on
large northern lakes from AMSR-E: Algorithm development and application to
Great Bear Lake and Great Slave Lake, Canada, The Cryosphere, 6, 235–254,
https://doi.org/10.5194/tc-6-235-2012, 2012.
Kang, K.-K., Duguay, C. R., Lemmetyinen, J., and Gel, Y.: Estimation of ice
thickness on large northern lakes from AMSR-E brightness temperature measurements, Remote Sens. Environ., 150, 1–19, https://doi.org/10.1016/j.rse.2014.04.016, 2014.
Kheyrollah Pour, H., Duguay, C. R., Scott, A., and Kang, K.-K.: Improvement
of lake ice thickness retrieval from MODIS satellite data using a thermodynamic model, IEEE T. Geosci. Remote, 55, 5956–5965, https://doi.org/10.1109/TGRS.2017.2718533, 2017.
King, J. M. L., Kelly, R., Kasurak, A., Duguay, C., Gunn, G., and Mead, J. B.: UW-Scat – ground-based dual frequency scatterometry for observation of snow processes, IEEE Geosci. Remote Sens. Lett., 10, 528–532, https://doi.org/10.1109/LGRS.2012.2212177, 2013.
King, J. M. L., Kelly, R., Kasurak, A., Duguay, C., Gunn, G., Rutter, N.,
Watts, T., and Derksen, C.: Spatio-temporal influence of tundra snow properties on Ku-band (17.2 GHz) backscatter, J. Glaciol., 61, 267–279, https://doi.org/10.3189/2015JoG14J020, 2015.
Kouraev, A. V., Zakharova, E. A., Samain, O., Mognard, N. M., and Cazenave, A.: Ob' River discharge from TOPEX/Poseidon satellite altimetry (1992–2002),
Remote Sens. Environ., 93, 238–245, https://doi.org/10.1016/j.rse.2004.07.007, 2005.
Kouraev, A. V., Semovski, S. V., Shimaraev, M., Mognard, N. M., Legrésy, B., and Rémy F.: Observations of Lake Baikal ice from satellite altimetry and radiometry, Remote Sens. Environ., 108, 240–253, https://doi.org/10.1016/j.rse.2006.11.010, 2007.
Kouraev, A. V., Zakharova, E. A., Rémy, F., and Suknev, A. Y.: Study of
Lake Baikal ice cover from radar altimetry and in situ observations, Mar.
Geod., 38, 477–486, https://doi.org/10.1080/01490419.2015.1008155, 2015.
Kouraev, A. V., Zakharova, E. A., Kostianoy, A. G., Shimaraev, M. N., Desinov, L. V., Petrov, E. A., Hall, N. M. J., Rémy, F., and Suknev, A. Y.: Giant ice rings in southern Baikal: multi-satellite data help to study ice cover dynamics and eddies under ice, The Cryosphere, 15, 4501–4516, https://doi.org/10.5194/tc-15-4501-2021, 2021.
Kurtz, N. T., Galin, N., and Studinger, M.: An improved CryoSat-2 sea ice
freeboard retrieval algorithm through the use of waveform fitting, The
Cryosphere, 8, 1217–1237, https://doi.org/10.5194/tc-8-1217-2014, 2014.
Larue, F., Picard, G., Aublanc, J., Arnaud, L., Robledano-Perez, A., Le Meur, E., Favier, V., Jourdain, B., Savarino, J., and Thibaut, P.: Radar altimeter waveform simulations in Antarctica with the Snow Microwave Radiative Transfer Model (SMRT), Remote Sens. Environ., 263, 112534, https://doi.org/10.1016/j.rse.2021.112534, 2021.
Leconte, R., Daly, S., Gauthier, Y., Yankielun, N., Bérubé, F., and
Bernier, M.: A controlled experiment to retrieve freshwater ice characteristics from an FM-CW radar system, Cold Reg. Sci. Technol., 55, 212–220, 2009.
Legrésy, B. and Rémy, F.: Surface characteristics of the Antarctic
ice sheet and altimetric observations, J. Glaciol., 43, 265–275, https://doi.org/10.3189/S002214300000321X, 1997.
Mermoz, S., Allain, S., Bernier, M., and Pottier, E.: Investigation of Radarsat-2 and TerraSAR-X data for river ice classification, in: IEEE
International Geoscience and Remote Sensing Symposium, Cape Town, II-29–II-32, https://doi.org/10.1109/IGARSS.2009.5417991, 2009.
Mermoz, S., Allain-Bailhache, S., Bernier, M., Pottier, E., van der Sanden,
J. J., and Chokmani, K.: Retrieval of river ice thickness from C-band PolSAR
data, IEEE T. Geosci. Remote, 52, 3052–3062, https://doi.org/10.1109/TGRS.2013.2269014, 2013.
Michailovsky, C. I., McEnnis, S., Berry, P. A. M., Smith, R., and Bauer-Gottwein, P.: River monitoring from satellite radar altimetry in the
Zambezi river basin, Hydrol. Earth Syst. Sci., 16, 2181–2192,
https://doi.org/10.5194/hess-16-2181-2012, 2012.
Muhammad, P., Duguay, C. R., and Kang, K.-K.: Monitoring ice break-up on the
Mackenzie River using remote sensing, The Cryosphere, 10, 569–584,
https://doi.org/10.5194/tc-10-569-2016, 2016.
Murfitt, J. and Duguay, C. R.: 50 years of lake ice research from active
microwave remote sensing: Progress and prospects, Remote Sens. Environ., 264, 112616, https://doi.org/10.1016/j.rse.2021.112616, 2021.
USGS: Landsat Science project, USGS [data set], https://earthexplorer.usgs.gov/, last access: 2 December 2021.
Nilsson, J., Vallelonga, P., Simonsen, S. B., Sorensen, L. S., Forsberg, R.,
Dahl-Jensen, D., Hirabayashi, M., Goto-Azuma, K., Hvidberg, C. S., Kjaer, H. A., and Satow, K.: Greenland 2012 melt event effects on CryoSat-2 radar
altimetry, Geophys. Res. Lett., 42, 3919–3926, https://doi.org/10.1002/2015GL063296, 2015.
Pavelsky, T. M. and Smith, L. C.: Spatial and temporal patterns in Arctic
river ice breakup observed with MODIS and AVHRR time series, Remote Sens. Environ., 93, 328–338, https://doi.org/10.1016/j.rse.2004.07.018, 2004.
Picard, R. and Cook, R.: Cross-validation of regression models, J. Am. Stat. Assoc., 79, 575–583, https://doi.org/10.2307/2288403, 1984.
Prowse, T., Alfredsen, K., Beltaos, S., Bonsal, B., Duguay, C., Korhola, A.,
McNamara, J., Pienitz, R., Vincent, W. F., Vuglinsky, V., and Weyhenmeyer,
G. A.: Past and future changes in Arctic lake and river ice, Ambio, 40, 53–62, https://doi.org/10.1007/s13280-011-0216-7, 2011a.
Prowse, T., Alfredsen, K., Beltaos, S., Bonsal, B., Bowden, W., Duguay, C.,
Korhola, A., McNamara, J., Vincent, W. F., Vuglinsky, V., Anthony, K., and
Weyhenmeyer, G. A.: Effects of changes in Arctic lake and river ice, Ambio, 40, 63–74, https://doi.org/10.1007/s13280-011-0217-6, 2011b.
Prowse, T. D.: River-ice ecology: part B. Biological aspects, J. Cold Reg. Eng., 15, 17–33, https://doi.org/10.1061/(ASCE)0887-381X(2001)15:1(17), 2001.
Prowse, T. D., Bonsal, B. R., Duguay, C. R., and Lacroix, M. P.: River-ice
break-up/freeze-up: A review of climatic drivers, historical trends, and
future predictions, Ann. Glaciol., 46, 443–451, 2007.
Rémy, F., Flament, T., Blarel, F., and Benveniste, J.: Radar altimetry
measurements over Antarctic ice sheet: a focus on antenna polarization and
change in backscatter problems, Adv. Space Res., 50, 998–1006, https://doi.org/10.1016/j.asr.2012.04.003, 2012.
Slater, T., Shepherd, A., McMillan, M., Armitage, T. W. K., Otosaka, I., and
Arthern, R. J.: Compensating changes in the penetration depth of pulse-limited radar altimetry over the Greenland ice sheet, IEEE T. Geosci. Remote, 57, 9633–9642, https://doi.org/10.1109/TGRS.2019.2928232, 2019.
Sobiech, J. and Dierking, W.: Observing lake- and river-ice decay with SAR:
advantages and limitations of the unsupervised k-means classification approach, Ann. Glaciol., 54, 65–72, https://doi.org/10.3189/2013AoG62A037, 2013.
Sun, W. and Trevor, B.: A stacking ensemble learning framework for annual
river ice breakup dates, J. Hydrol., 561, 636–650, https://doi.org/10.1016/j.jhydrol.2018.04.008, 2018.
Ulaby, F. T., Moore, R. K., and Fung, A. K.: Microwave Remote Sensing: Active and Passive, in: Radar Remote Sensing and Surface Scattering and Emission Theory, vol. 2, Addison-Wesley, Norwood, MA, USA, 1986.
Unterschultz, K., van der Sanden, J., and Hicks, F.: Potential of RADARSAT-1
for the monitoring of river ice: Results of a case study on the Athabasca
River at Fort McMurray, Canada, Cold Reg. Sci. Technol., 55, 238–248, https://doi.org/10.1016/j.coldregions.2008.02.003, 2009.
van der Sanden J., Drouin, H., and Geldsetzer, T.: An automated procedure to
map breaking river ice with C-band HH SAR data, Remote Sens. Environ., 252, 112119, https://doi.org/10.1016/j.rse.2020.112119, 2021.
Vuglinsky, V. and Valatin, D.: Changes in ice cover duration and maximum ice
thickness for rivers and lakes in the Asian part of Russia, Nat. Resour., 9, 73–87, https://doi.org/10.4236/nr.2018.93006, 2018.
Willatt, R., Laxon, S., Giles, K., Cullen, R., Haas, C., and Helm, V.: Ku-band radar penetration into snow cover on Arctic sea ice using airborne
data, Ann. Glaciol., 52, 197–205, https://doi.org/10.3189/172756411795931589, 2011.
Zakharova, E. A., Kouraev, A. V., Rémy, F., Zemtsov, V. A., and Kirpotin,
S. N.: Seasonal variability of the Western Siberia wetlands from satellite
radar altimetry, J. Hydrol., 512, 366–378, https://doi.org/10.1016/j.jhydrol.2014.03.002, 2014.
Zakharova, E. A., Kouraev, A. V., Guillaso, S., Garestier, F., Desyatkin, R. V., and Desyatkin, A. R.: Recent dynamics of hydro-ecosystems in thermokarst depressions in Central Siberia from satellite and in situ observations: importance for agriculture and human life, Sci. Total Environ., 615, 1290–1304, https://doi.org/10.1016/j.scitotenv.2017.09.059, 2018.
Zakharova, E. A., Krylenko, I. N., and Kouraev, A. V.: Use of non-polar orbiting satellite radar altimeters of the Jason series for estimation of river input to the Arctic Ocean, J. Hydrol., 568, 322–333,
https://doi.org/10.1016/j.jhydrol.2018.10.068, 2019.
Zakharova, E. A., Nielsen, K., Kamenev, G., and Kouraev, A.: River discharge
estimation from radar altimetry: Assessment of satellite performance, river
scales and methods, J. Hydrol., 583, 124561, https://doi.org/10.1016/j.jhydrol.2020.124561, 2020.
Zhang, F., Li, Z., and Lindenschmidt, K.-E.: Potential of RADARSAT-2 to improve ice thickness calculations in remote, poorly accessible areas: A case study on the Slave River, Canada, Can. J. Remote Sens., 45, 234–245, https://doi.org/10.1080/07038992.2019.1567304, 2019.
Short summary
The paper investigates the performance of altimetric satellite instruments to detect river ice onset and melting dates and to retrieve ice thickness of the Ob River. This is a first attempt to use satellite altimetry for monitoring ice in the challenging conditions restrained by the object size. A novel approach permitted elaboration of the spatiotemporal ice thickness product for the 400 km river reach. The potential of the product for prediction of ice road operation was demonstrated.
The paper investigates the performance of altimetric satellite instruments to detect river ice...