Articles | Volume 16, issue 9
https://doi.org/10.5194/tc-16-3531-2022
© Author(s) 2022. 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-16-3531-2022
© Author(s) 2022. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
Review article
| 
02 Sep 2022
Review article |
| 02 Sep 2022
| 02 Sep 2022
Review article: Global monitoring of snow water equivalent using high-frequency radar remote sensing
Department of Electrical Engineering and Computer Science,
University of Michigan, Ann Arbor, MI 48109, USA
Michael Durand
Byrd Polar and Climate Research
Center, School of Earth Sciences, The Ohio State University, Columbus, OH 43210, USA
Chris Derksen
Climate Research Division, Environment and Climate Change Canada,
Toronto, Canada
Ana P. Barros
Civil and Environmental Engineering, University of Illinois at
Urbana-Champaign, Urbana, IL, USA
Do-Hyuk Kang
ESSIC, University of Maryland, College Park, MD 20740, USA
Hans Lievens
Division of Soil and Water Management, KU Leuven, Leuven, Belgium
Hans-Peter Marshall
Department of Geoscience, Boise State University, Boise, Idaho, USA
Jiyue Zhu
Department of Electrical Engineering and Computer Science,
University of Michigan, Ann Arbor, MI 48109, USA
Joel Johnson
Department of Electrical and Computer Engineering, The Ohio State
University, Columbus, OH 43212 USA
Joshua King
Climate Research Division, Environment and Climate Change Canada,
Toronto, Canada
Juha Lemmetyinen
Arctic Research Centre, Finnish Meteorological Institute, Helsinki,
Finland
Melody Sandells
Geography and Environmental Sciences, Northumbria University,
Newcastle, UK
Nick Rutter
Geography and Environmental Sciences, Northumbria University,
Newcastle, UK
Paul Siqueira
Electrical and Computer Engineering, University of Massachusetts,
Amherst, MA, USA
Anne Nolin
Department of Geography, University of Nevada-Reno, Reno, NV, USA
Batu Osmanoglu
NASA Goddard Space Flight Center, Greenbelt, MD, USA
Carrie Vuyovich
NASA Goddard Space Flight Center, Greenbelt, MD, USA
Edward Kim
NASA Goddard Space Flight Center, Greenbelt, MD, USA
Drew Taylor
Remote Sensing Center, University of Alabama, Tuscaloosa, AL, USA
Ioanna Merkouriadi
Arctic Research Centre, Finnish Meteorological Institute, Helsinki,
Finland
Ludovic Brucker
Center for Satellite Applications and Research, NOAA/NESDIS, the
US National Ice Center, College Park, MD, USA
Mahdi Navari
NASA Goddard Space Flight Center, Greenbelt, MD, USA
Marie Dumont
Centre d'Etudes de la Neige, Météo-France, Grenoble, France
Richard Kelly
Department of Geography and Environmental Management, University
of Waterloo, Waterloo, Canada
Rhae Sung Kim
NASA Goddard Space Flight Center, Greenbelt, MD, USA
Tien-Hao Liao
Jet Propulsion Laboratory, California Institute of Technology, Pasedena, CA, USA
Firoz Borah
Department of Electrical Engineering and Computer Science,
University of Michigan, Ann Arbor, MI 48109, USA
Xiaolan Xu
Jet Propulsion Laboratory, California Institute of Technology, Pasedena, CA, USA
Viewed
Total article views: 4,696 (including HTML, PDF, and XML)
Cumulative views and downloads
(calculated since 30 Sep 2021)
| HTML | XML | Total | BibTeX | EndNote | |
|---|---|---|---|---|---|
| 3,090 | 1,528 | 78 | 4,696 | 81 | 73 |
- HTML: 3,090
- PDF: 1,528
- XML: 78
- Total: 4,696
- BibTeX: 81
- EndNote: 73
Total article views: 3,015 (including HTML, PDF, and XML)
Cumulative views and downloads
(calculated since 02 Sep 2022)
| HTML | XML | Total | BibTeX | EndNote | |
|---|---|---|---|---|---|
| 2,074 | 896 | 45 | 3,015 | 56 | 48 |
- HTML: 2,074
- PDF: 896
- XML: 45
- Total: 3,015
- BibTeX: 56
- EndNote: 48
Total article views: 1,681 (including HTML, PDF, and XML)
Cumulative views and downloads
(calculated since 30 Sep 2021)
| HTML | XML | Total | BibTeX | EndNote | |
|---|---|---|---|---|---|
| 1,016 | 632 | 33 | 1,681 | 25 | 25 |
- HTML: 1,016
- PDF: 632
- XML: 33
- Total: 1,681
- BibTeX: 25
- EndNote: 25
Viewed (geographical distribution)
Total article views: 4,696 (including HTML, PDF, and XML)
Thereof 4,524 with geography defined
and 172 with unknown origin.
Total article views: 3,015 (including HTML, PDF, and XML)
Thereof 2,909 with geography defined
and 106 with unknown origin.
Total article views: 1,681 (including HTML, PDF, and XML)
Thereof 1,615 with geography defined
and 66 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
22 citations as recorded by crossref.
- Estimating snow accumulation and ablation with L-band interferometric synthetic aperture radar (InSAR) J. Tarricone et al. 10.5194/tc-17-1997-2023
- Identification of Seasonal Snow Phase Changes from C-band SAR Time Series with Dynamic Thresholds G. Beltramone et al. 10.1109/JSTARS.2023.3281149
- Snow water equivalent retrieved from X- and dual Ku-band scatterometer measurements at Sodankylä using the Markov Chain Monte Carlo method J. Pan et al. 10.5194/tc-18-1561-2024
- Applicability of Precipitation Products in the Endorheic Basin of the Yellow River under Multi-Scale in Time and Modality W. Zhu & K. Liang 10.3390/rs16050872
- Snowpack relative permittivity and density derived from near‐coincident lidar and ground‐penetrating radar R. Bonnell et al. 10.1002/hyp.14996
- A laser ultrasound system to non-invasively measure compression waves in granular ice mixes J. McCaslin et al. 10.1016/j.coldregions.2024.104157
- Investigation of Environmental Effects on Coherence Loss in SAR Interferometry for Snow Water Equivalent Retrieval J. Ruiz et al. 10.1109/TGRS.2022.3223760
- Extending the utility of space-borne snow water equivalent observations over vegetated areas with data assimilation J. Pflug et al. 10.5194/hess-28-631-2024
- Evaluating the utility of active microwave observations as a snow mission concept using observing system simulation experiments E. Cho et al. 10.5194/tc-17-3915-2023
- Towards long-term records of rain-on-snow events across the Arctic from satellite data A. Bartsch et al. 10.5194/tc-17-889-2023
- Snow Water Equivalent Monitoring—A Review of Large-Scale Remote Sensing Applications S. Schilling et al. 10.3390/rs16061085
- Retrieval of snow water equivalent from dual-frequency radar measurements: using time series to overcome the need for accurate a priori information M. Durand et al. 10.5194/tc-18-139-2024
- Exploring the use of multi-source high-resolution satellite data for snow water equivalent reconstruction over mountainous catchments V. Premier et al. 10.5194/tc-17-2387-2023
- Assessment of L-band InSAR snow estimation techniques over a shallow, heterogeneous prairie snowpack R. Palomaki & E. Sproles 10.1016/j.rse.2023.113744
- The Rise and Fall of Alaska and Yukon Glaciers Detected by TOPEX/Poseidon and Jason‐2 Altimeters Using a Novel Glacier‐Threshold Method D. Tao et al. 10.1029/2022JF006977
- Snow loss pinned to human-induced emissions J. Pulliainen 10.1038/d41586-023-03993-5
- Making Waves: Microwaves in Climate Change R. Siegel & P. Siegel 10.1109/JMW.2023.3283395
- Identifying snowfall elevation patterns by assimilating satellite-based snow depth retrievals M. Girotto et al. 10.1016/j.scitotenv.2023.167312
- Bayesian physical–statistical retrieval of snow water equivalent and snow depth from X- and Ku-band synthetic aperture radar – demonstration using airborne SnowSAr in SnowEx'17 S. Singh et al. 10.5194/tc-18-747-2024
- Theory of Microwave Remote Sensing of Vegetation Effects, SoOp and Rough Soil Surface Backscattering L. Tsang et al. 10.3390/rs14153640
- GNSS signal-based snow water equivalent determination for different snowpack conditions along a steep elevation gradient A. Capelli et al. 10.5194/tc-16-505-2022
- On the Detection of Snow Cover Changes over the Australian Snowy Mountains Using a Dynamic OBIA Approach A. Rasouli et al. 10.3390/atmos13050826
19 citations as recorded by crossref.
- Estimating snow accumulation and ablation with L-band interferometric synthetic aperture radar (InSAR) J. Tarricone et al. 10.5194/tc-17-1997-2023
- Identification of Seasonal Snow Phase Changes from C-band SAR Time Series with Dynamic Thresholds G. Beltramone et al. 10.1109/JSTARS.2023.3281149
- Snow water equivalent retrieved from X- and dual Ku-band scatterometer measurements at Sodankylä using the Markov Chain Monte Carlo method J. Pan et al. 10.5194/tc-18-1561-2024
- Applicability of Precipitation Products in the Endorheic Basin of the Yellow River under Multi-Scale in Time and Modality W. Zhu & K. Liang 10.3390/rs16050872
- Snowpack relative permittivity and density derived from near‐coincident lidar and ground‐penetrating radar R. Bonnell et al. 10.1002/hyp.14996
- A laser ultrasound system to non-invasively measure compression waves in granular ice mixes J. McCaslin et al. 10.1016/j.coldregions.2024.104157
- Investigation of Environmental Effects on Coherence Loss in SAR Interferometry for Snow Water Equivalent Retrieval J. Ruiz et al. 10.1109/TGRS.2022.3223760
- Extending the utility of space-borne snow water equivalent observations over vegetated areas with data assimilation J. Pflug et al. 10.5194/hess-28-631-2024
- Evaluating the utility of active microwave observations as a snow mission concept using observing system simulation experiments E. Cho et al. 10.5194/tc-17-3915-2023
- Towards long-term records of rain-on-snow events across the Arctic from satellite data A. Bartsch et al. 10.5194/tc-17-889-2023
- Snow Water Equivalent Monitoring—A Review of Large-Scale Remote Sensing Applications S. Schilling et al. 10.3390/rs16061085
- Retrieval of snow water equivalent from dual-frequency radar measurements: using time series to overcome the need for accurate a priori information M. Durand et al. 10.5194/tc-18-139-2024
- Exploring the use of multi-source high-resolution satellite data for snow water equivalent reconstruction over mountainous catchments V. Premier et al. 10.5194/tc-17-2387-2023
- Assessment of L-band InSAR snow estimation techniques over a shallow, heterogeneous prairie snowpack R. Palomaki & E. Sproles 10.1016/j.rse.2023.113744
- The Rise and Fall of Alaska and Yukon Glaciers Detected by TOPEX/Poseidon and Jason‐2 Altimeters Using a Novel Glacier‐Threshold Method D. Tao et al. 10.1029/2022JF006977
- Snow loss pinned to human-induced emissions J. Pulliainen 10.1038/d41586-023-03993-5
- Making Waves: Microwaves in Climate Change R. Siegel & P. Siegel 10.1109/JMW.2023.3283395
- Identifying snowfall elevation patterns by assimilating satellite-based snow depth retrievals M. Girotto et al. 10.1016/j.scitotenv.2023.167312
- Bayesian physical–statistical retrieval of snow water equivalent and snow depth from X- and Ku-band synthetic aperture radar – demonstration using airborne SnowSAr in SnowEx'17 S. Singh et al. 10.5194/tc-18-747-2024
3 citations as recorded by crossref.
- Theory of Microwave Remote Sensing of Vegetation Effects, SoOp and Rough Soil Surface Backscattering L. Tsang et al. 10.3390/rs14153640
- GNSS signal-based snow water equivalent determination for different snowpack conditions along a steep elevation gradient A. Capelli et al. 10.5194/tc-16-505-2022
- On the Detection of Snow Cover Changes over the Australian Snowy Mountains Using a Dynamic OBIA Approach A. Rasouli et al. 10.3390/atmos13050826
Latest update: 17 Apr 2024
Short summary
Snow water equivalent (SWE) is of fundamental importance to water, energy, and geochemical cycles but is poorly observed globally. Synthetic aperture radar (SAR) measurements at X- and Ku-band can address this gap. This review serves to inform the broad snow research, monitoring, and application communities about the progress made in recent decades to move towards a new satellite mission capable of addressing the needs of the geoscience researchers and users.
Snow water equivalent (SWE) is of fundamental importance to water, energy, and geochemical...
