Articles | Volume 13, issue 1
The Cryosphere, 13, 49–78, 2019
https://doi.org/10.5194/tc-13-49-2019
© Author(s) 2019. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
The Cryosphere, 13, 49–78, 2019
https://doi.org/10.5194/tc-13-49-2019
© Author(s) 2019. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
Research article 09 Jan 2019
Research article | 09 Jan 2019
Version 2 of the EUMETSAT OSI SAF and ESA CCI sea-ice concentration climate data records
Thomas Lavergne et al.
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Cited
76 citations as recorded by crossref.
- Global Wave Hindcasts Using the Observation‐Based Source Terms: Description and Validation Q. Liu et al. 10.1029/2021MS002493
- The Influence of Surface Sediment Presence on Observed Passive Microwave Brightness Temperatures of First-Year Sea Ice during the Summer Melt Period M. Harasyn et al. 10.1080/07038992.2019.1625759
- The Arctic Subpolar Gyre sTate Estimate: Description and Assessment of a Data‐Constrained, Dynamically Consistent Ocean‐Sea Ice Estimate for 2002–2017 A. Nguyen et al. 10.1029/2020MS002398
- Deriving Arctic 2 m air temperatures over snow and ice from satellite surface temperature measurements P. Nielsen-Englyst et al. 10.5194/tc-15-3035-2021
- Calibration of sea ice drift forecasts using random forest algorithms C. Palerme & M. Müller 10.5194/tc-15-3989-2021
- The Arctic Ocean Observation Operator for 6.9 GHz (ARC3O) – Part 1: How to obtain sea ice brightness temperatures at 6.9 GHz from climate model output C. Burgard et al. 10.5194/tc-14-2369-2020
- Sea-ice information and forecast needs for industry maritime stakeholders P. Wagner et al. 10.1080/1088937X.2020.1766592
- Bistability of the Filchner‐Ronne Ice Shelf Cavity Circulation and Basal Melt J. Hazel & A. Stewart 10.1029/2019JC015848
- Southern Ocean polynyas in CMIP6 models M. Mohrmann et al. 10.5194/tc-15-4281-2021
- Differences Between ICESat and CryoSat‐2 Sea Ice Thicknesses Over the Arctic: Consequences for Analyzing the Ice Volume Trend J. Kim et al. 10.1029/2020JD033103
- Step-by-Step Validation of Antarctic ASI AMSR-E Sea-Ice Concentrations by MODIS and an Aerial Image Q. Shi et al. 10.1109/TGRS.2020.2989037
- Satellite-based sea ice thickness changes in the Laptev Sea from 2002 to 2017: comparison to mooring observations H. Belter et al. 10.5194/tc-14-2189-2020
- Towards a swath-to-swath sea-ice drift product for the Copernicus Imaging Microwave Radiometer mission T. Lavergne et al. 10.5194/tc-15-3681-2021
- Effects of Wave-Induced Sea Ice Break-Up and Mixing in a High-Resolution Coupled Ice-Ocean Model J. Li et al. 10.3390/jmse9040365
- Estimating snow depth on Arctic sea ice using satellite microwave radiometry and a neural network A. Braakmann-Folgmann & C. Donlon 10.5194/tc-13-2421-2019
- Probabilistic Cloud Masking for the Generation of CM SAF Cloud Climate Data Records from AVHRR and SEVIRI Sensors K. Karlsson et al. 10.3390/rs12040713
- Edge Detection Reveals Abrupt and Extreme Climate Events S. Bathiany et al. 10.1175/JCLI-D-19-0449.1
- A Multimodel Approach for Improving Seasonal Probabilistic Forecasts of Regional Arctic Sea Ice A. Dirkson et al. 10.1029/2019GL083831
- Passive Microwave Melt Onset Retrieval Based on a Variable Threshold: Assessment in the Canadian Arctic Archipelago S. Marshall et al. 10.3390/rs11111304
- Daily sea ice concentration product based on brightness temperature data of FY-3D MWRI in the Arctic Y. Chen et al. 10.1080/20964471.2020.1865623
- Impact of Sea‐Ice Model Complexity on the Performance of an Unstructured‐Mesh Sea‐Ice/Ocean Model under Different Atmospheric Forcings L. Zampieri et al. 10.1029/2020MS002438
- The Sea State CCI dataset v1: towards a sea state climate data record based on satellite observations G. Dodet et al. 10.5194/essd-12-1929-2020
- Seasonal Arctic sea ice forecasting with probabilistic deep learning T. Andersson et al. 10.1038/s41467-021-25257-4
- Trends in Winter Light Environment Over the Arctic Ocean: A Perspective From Two Decades of Ocean Color Data B. Jönsson et al. 10.1029/2020GL089037
- Ice Concentration Retrieval from the Analysis of Microwaves: Evaluation of a New Methodology Optimized for the Copernicus Imaging Microwave Radiometer C. Prigent et al. 10.3390/rs12101594
- Predictability of Antarctic Sea Ice Edge on Subseasonal Time Scales L. Zampieri et al. 10.1029/2019GL084096
- Overview of the Norwegian Earth System Model (NorESM2) and key climate response of CMIP6 DECK, historical, and scenario simulations Ø. Seland et al. 10.5194/gmd-13-6165-2020
- Climate Models as Guidance for the Design of Observing Systems: the Case of Polar Climate and Sea Ice Prediction F. Massonnet 10.1007/s40641-019-00151-w
- Evaluation of a Neural Network With Uncertainty for Detection of Ice and Water in SAR Imagery N. Asadi et al. 10.1109/TGRS.2020.2992454
- Multi-scale observations of the co-evolution of sea ice thermophysical properties and microwave brightness temperatures during the summer melt period in Hudson Bay M. Harasyn et al. 10.1525/elementa.412
- Ice-free period detection method in the Arctic coastal zone P. Shabanov & N. Shabanova 10.2205/2020ES000725
- The 2018 North Greenland polynya observed by a newly introduced merged optical and passive microwave sea-ice concentration dataset V. Ludwig et al. 10.5194/tc-13-2051-2019
- Earth System Model Evaluation Tool (ESMValTool) v2.0 – an extended set of large-scale diagnostics for quasi-operational and comprehensive evaluation of Earth system models in CMIP V. Eyring et al. 10.5194/gmd-13-3383-2020
- Spatial and Temporal Variations of Arctic Sea Ice From 2002 to 2017 Z. Wang et al. 10.1029/2020EA001278
- Sea Ice Classification of SAR Imagery Based on Convolution Neural Networks S. Khaleghian et al. 10.3390/rs13091734
- Winter Arctic Sea Ice Thickness From ICESat‐2 Freeboards A. Petty et al. 10.1029/2019JC015764
- Interannual variability in Transpolar Drift summer sea ice thickness and potential impact of Atlantification H. Belter et al. 10.5194/tc-15-2575-2021
- Amderma open water period characteristics based on satellite observation of the sea ice concentration, archives for the 1979-2018 period N. Shabanova & P. Shabanov 10.7256/2453-8922.2020.1.31860
- Impact of ocean heat transport on the Arctic sea-ice decline: a model study with EC-Earth3 D. Docquier et al. 10.1007/s00382-020-05540-8
- On the Origin of Discrepancies Between Observed and Simulated Memory of Arctic Sea Ice C. Giesse et al. 10.1029/2020GL091784
- Sea Ice Concentration Products over Polar Regions with Chinese FY3C/MWRI Data L. Shi et al. 10.3390/rs13112174
- Arctic open-water periods are projected to lengthen dramatically by 2100 A. Crawford et al. 10.1038/s43247-021-00183-x
- The SMHI Large Ensemble (SMHI-LENS) with EC-Earth3.3.1 K. Wyser et al. 10.5194/gmd-14-4781-2021
- Bayesian Unsupervised Machine Learning Approach to Segment Arctic Sea Ice Using SMOS Data C. Herbert et al. 10.1029/2020GL091285
- Antarctic Sea Ice Area in CMIP6 L. Roach et al. 10.1029/2019GL086729
- Sea Ice—Ocean Interactions in the Barents Sea Modeled at Different Resolutions D. Docquier et al. 10.3389/feart.2020.00172
- Influence of ocean tides and ice shelves on ocean–ice interactions and dense shelf water formation in the D’Urville Sea, Antarctica P. Huot et al. 10.1016/j.ocemod.2021.101794
- Impact of model resolution on Arctic sea ice and North Atlantic Ocean heat transport D. Docquier et al. 10.1007/s00382-019-04840-y
- Satellite passive microwave sea-ice concentration data set intercomparison: closed ice and ship-based observations S. Kern et al. 10.5194/tc-13-3261-2019
- Arctic Sea Ice in CMIP6 D. Notz & S. Community 10.1029/2019GL086749
- A Fundamental Climate Data Record of SMMR, SSM/I, and SSMIS brightness temperatures K. Fennig et al. 10.5194/essd-12-647-2020
- Global and regional climate in 2019 J. Kennedy et al. 10.1002/wea.3822
- Assessing uncertainties in sea ice extent climate indicators W. Meier & J. Stewart 10.1088/1748-9326/aaf52c
- Global and regional climate in 2018 J. Kennedy et al. 10.1002/wea.3600
- Environmental drivers of circum-Antarctic glacier and ice shelf front retreat over the last two decades C. Baumhoer et al. 10.5194/tc-15-2357-2021
- Impacts of initial conditions and model configuration on simulations of polar lows near Svalbard using Polar WRF with 3DVAR J. Xue et al. 10.1002/qj.4158
- Ice Concentration Retrieval from the Analysis of Microwaves: A New Methodology Designed for the Copernicus Imaging Microwave Radiometer L. Kilic et al. 10.3390/rs12071060
- Assessing the current and future Arctic Ocean observing system with observing system simulating experiments G. Lyu et al. 10.1002/qj.4044
- DASSO: a data assimilation system for the Southern Ocean that utilizes both sea-ice concentration and thickness observations H. Luo et al. 10.1017/jog.2021.57
- Essential gaps and uncertainties in the understanding of the roles and functions of Arctic sea ice S. Gerland et al. 10.1088/1748-9326/ab09b3
- Toward a Data Assimilation System for Seamless Sea Ice Prediction Based on the AWI Climate Model L. Mu et al. 10.1029/2019MS001937
- The Arctic Ocean Observation Operator for 6.9 GHz (ARC3O) – Part 2: Development and evaluation C. Burgard et al. 10.5194/tc-14-2387-2020
- An Intercomparison of Verification Scores for Evaluating the Sea Ice Edge Position in Seasonal Forecasts C. Palerme et al. 10.1029/2019GL082482
- A Blended Sea Ice Concentration Product from AMSR2 and VIIRS R. Dworak et al. 10.3390/rs13152982
- Satellite-retrieved sea ice concentration uncertainty and its effect on modelling wave evolution in marginal ice zones T. Nose et al. 10.5194/tc-14-2029-2020
- A Convolutional Neural Network Architecture for Sentinel-1 and AMSR2 Data Fusion D. Malmgren-Hansen et al. 10.1109/TGRS.2020.3004539
- Assessment of the Stability of Passive Microwave Brightness Temperatures for NASA Team Sea Ice Concentration Retrievals W. Meier & J. Stewart 10.3390/rs12142197
- Sea Ice Extent Detection in the Bohai Sea Using Sentinel-3 OLCI Data H. Su et al. 10.3390/rs11202436
- Satellite passive microwave sea-ice concentration data set inter-comparison for Arctic summer conditions S. Kern et al. 10.5194/tc-14-2469-2020
- Marginal ice zone fraction benchmarks sea ice and climate model skill C. Horvat 10.1038/s41467-021-22004-7
- Comportamiento proambiental y conocimiento ambiental en universitarios: ¿el área de conocimiento hace la diferencia? A. Saza Quintero et al. 10.21615/cesp.14.1.6
- Iron Incorporation From Seawater Into Antarctic Sea Ice: A Model Study R. Person et al. 10.1029/2020GB006665
- Observation-based selection of climate models projects Arctic ice-free summers around 2035 D. Docquier & T. Koenigk 10.1038/s43247-021-00214-7
- Consistent Comparison of Remotely Sensed Sea Ice Concentration Products with ERA-Interim Reanalysis Data in Polar Regions S. Liang et al. 10.3390/rs12182880
- An inter-comparison of the mass budget of the Arctic sea ice in CMIP6 models A. Keen et al. 10.5194/tc-15-951-2021
- Mechanism of sea-ice expansion in the Indian Ocean sector of Antarctica: Insights from satellite observation and model reanalysis B. Jena et al. 10.1371/journal.pone.0203222
75 citations as recorded by crossref.
- Global Wave Hindcasts Using the Observation‐Based Source Terms: Description and Validation Q. Liu et al. 10.1029/2021MS002493
- The Influence of Surface Sediment Presence on Observed Passive Microwave Brightness Temperatures of First-Year Sea Ice during the Summer Melt Period M. Harasyn et al. 10.1080/07038992.2019.1625759
- The Arctic Subpolar Gyre sTate Estimate: Description and Assessment of a Data‐Constrained, Dynamically Consistent Ocean‐Sea Ice Estimate for 2002–2017 A. Nguyen et al. 10.1029/2020MS002398
- Deriving Arctic 2 m air temperatures over snow and ice from satellite surface temperature measurements P. Nielsen-Englyst et al. 10.5194/tc-15-3035-2021
- Calibration of sea ice drift forecasts using random forest algorithms C. Palerme & M. Müller 10.5194/tc-15-3989-2021
- The Arctic Ocean Observation Operator for 6.9 GHz (ARC3O) – Part 1: How to obtain sea ice brightness temperatures at 6.9 GHz from climate model output C. Burgard et al. 10.5194/tc-14-2369-2020
- Sea-ice information and forecast needs for industry maritime stakeholders P. Wagner et al. 10.1080/1088937X.2020.1766592
- Bistability of the Filchner‐Ronne Ice Shelf Cavity Circulation and Basal Melt J. Hazel & A. Stewart 10.1029/2019JC015848
- Southern Ocean polynyas in CMIP6 models M. Mohrmann et al. 10.5194/tc-15-4281-2021
- Differences Between ICESat and CryoSat‐2 Sea Ice Thicknesses Over the Arctic: Consequences for Analyzing the Ice Volume Trend J. Kim et al. 10.1029/2020JD033103
- Step-by-Step Validation of Antarctic ASI AMSR-E Sea-Ice Concentrations by MODIS and an Aerial Image Q. Shi et al. 10.1109/TGRS.2020.2989037
- Satellite-based sea ice thickness changes in the Laptev Sea from 2002 to 2017: comparison to mooring observations H. Belter et al. 10.5194/tc-14-2189-2020
- Towards a swath-to-swath sea-ice drift product for the Copernicus Imaging Microwave Radiometer mission T. Lavergne et al. 10.5194/tc-15-3681-2021
- Effects of Wave-Induced Sea Ice Break-Up and Mixing in a High-Resolution Coupled Ice-Ocean Model J. Li et al. 10.3390/jmse9040365
- Estimating snow depth on Arctic sea ice using satellite microwave radiometry and a neural network A. Braakmann-Folgmann & C. Donlon 10.5194/tc-13-2421-2019
- Probabilistic Cloud Masking for the Generation of CM SAF Cloud Climate Data Records from AVHRR and SEVIRI Sensors K. Karlsson et al. 10.3390/rs12040713
- Edge Detection Reveals Abrupt and Extreme Climate Events S. Bathiany et al. 10.1175/JCLI-D-19-0449.1
- A Multimodel Approach for Improving Seasonal Probabilistic Forecasts of Regional Arctic Sea Ice A. Dirkson et al. 10.1029/2019GL083831
- Passive Microwave Melt Onset Retrieval Based on a Variable Threshold: Assessment in the Canadian Arctic Archipelago S. Marshall et al. 10.3390/rs11111304
- Daily sea ice concentration product based on brightness temperature data of FY-3D MWRI in the Arctic Y. Chen et al. 10.1080/20964471.2020.1865623
- Impact of Sea‐Ice Model Complexity on the Performance of an Unstructured‐Mesh Sea‐Ice/Ocean Model under Different Atmospheric Forcings L. Zampieri et al. 10.1029/2020MS002438
- The Sea State CCI dataset v1: towards a sea state climate data record based on satellite observations G. Dodet et al. 10.5194/essd-12-1929-2020
- Seasonal Arctic sea ice forecasting with probabilistic deep learning T. Andersson et al. 10.1038/s41467-021-25257-4
- Trends in Winter Light Environment Over the Arctic Ocean: A Perspective From Two Decades of Ocean Color Data B. Jönsson et al. 10.1029/2020GL089037
- Ice Concentration Retrieval from the Analysis of Microwaves: Evaluation of a New Methodology Optimized for the Copernicus Imaging Microwave Radiometer C. Prigent et al. 10.3390/rs12101594
- Predictability of Antarctic Sea Ice Edge on Subseasonal Time Scales L. Zampieri et al. 10.1029/2019GL084096
- Overview of the Norwegian Earth System Model (NorESM2) and key climate response of CMIP6 DECK, historical, and scenario simulations Ø. Seland et al. 10.5194/gmd-13-6165-2020
- Climate Models as Guidance for the Design of Observing Systems: the Case of Polar Climate and Sea Ice Prediction F. Massonnet 10.1007/s40641-019-00151-w
- Evaluation of a Neural Network With Uncertainty for Detection of Ice and Water in SAR Imagery N. Asadi et al. 10.1109/TGRS.2020.2992454
- Multi-scale observations of the co-evolution of sea ice thermophysical properties and microwave brightness temperatures during the summer melt period in Hudson Bay M. Harasyn et al. 10.1525/elementa.412
- Ice-free period detection method in the Arctic coastal zone P. Shabanov & N. Shabanova 10.2205/2020ES000725
- The 2018 North Greenland polynya observed by a newly introduced merged optical and passive microwave sea-ice concentration dataset V. Ludwig et al. 10.5194/tc-13-2051-2019
- Earth System Model Evaluation Tool (ESMValTool) v2.0 – an extended set of large-scale diagnostics for quasi-operational and comprehensive evaluation of Earth system models in CMIP V. Eyring et al. 10.5194/gmd-13-3383-2020
- Spatial and Temporal Variations of Arctic Sea Ice From 2002 to 2017 Z. Wang et al. 10.1029/2020EA001278
- Sea Ice Classification of SAR Imagery Based on Convolution Neural Networks S. Khaleghian et al. 10.3390/rs13091734
- Winter Arctic Sea Ice Thickness From ICESat‐2 Freeboards A. Petty et al. 10.1029/2019JC015764
- Interannual variability in Transpolar Drift summer sea ice thickness and potential impact of Atlantification H. Belter et al. 10.5194/tc-15-2575-2021
- Amderma open water period characteristics based on satellite observation of the sea ice concentration, archives for the 1979-2018 period N. Shabanova & P. Shabanov 10.7256/2453-8922.2020.1.31860
- Impact of ocean heat transport on the Arctic sea-ice decline: a model study with EC-Earth3 D. Docquier et al. 10.1007/s00382-020-05540-8
- On the Origin of Discrepancies Between Observed and Simulated Memory of Arctic Sea Ice C. Giesse et al. 10.1029/2020GL091784
- Sea Ice Concentration Products over Polar Regions with Chinese FY3C/MWRI Data L. Shi et al. 10.3390/rs13112174
- Arctic open-water periods are projected to lengthen dramatically by 2100 A. Crawford et al. 10.1038/s43247-021-00183-x
- The SMHI Large Ensemble (SMHI-LENS) with EC-Earth3.3.1 K. Wyser et al. 10.5194/gmd-14-4781-2021
- Bayesian Unsupervised Machine Learning Approach to Segment Arctic Sea Ice Using SMOS Data C. Herbert et al. 10.1029/2020GL091285
- Antarctic Sea Ice Area in CMIP6 L. Roach et al. 10.1029/2019GL086729
- Sea Ice—Ocean Interactions in the Barents Sea Modeled at Different Resolutions D. Docquier et al. 10.3389/feart.2020.00172
- Influence of ocean tides and ice shelves on ocean–ice interactions and dense shelf water formation in the D’Urville Sea, Antarctica P. Huot et al. 10.1016/j.ocemod.2021.101794
- Impact of model resolution on Arctic sea ice and North Atlantic Ocean heat transport D. Docquier et al. 10.1007/s00382-019-04840-y
- Satellite passive microwave sea-ice concentration data set intercomparison: closed ice and ship-based observations S. Kern et al. 10.5194/tc-13-3261-2019
- Arctic Sea Ice in CMIP6 D. Notz & S. Community 10.1029/2019GL086749
- A Fundamental Climate Data Record of SMMR, SSM/I, and SSMIS brightness temperatures K. Fennig et al. 10.5194/essd-12-647-2020
- Global and regional climate in 2019 J. Kennedy et al. 10.1002/wea.3822
- Assessing uncertainties in sea ice extent climate indicators W. Meier & J. Stewart 10.1088/1748-9326/aaf52c
- Global and regional climate in 2018 J. Kennedy et al. 10.1002/wea.3600
- Environmental drivers of circum-Antarctic glacier and ice shelf front retreat over the last two decades C. Baumhoer et al. 10.5194/tc-15-2357-2021
- Impacts of initial conditions and model configuration on simulations of polar lows near Svalbard using Polar WRF with 3DVAR J. Xue et al. 10.1002/qj.4158
- Ice Concentration Retrieval from the Analysis of Microwaves: A New Methodology Designed for the Copernicus Imaging Microwave Radiometer L. Kilic et al. 10.3390/rs12071060
- Assessing the current and future Arctic Ocean observing system with observing system simulating experiments G. Lyu et al. 10.1002/qj.4044
- DASSO: a data assimilation system for the Southern Ocean that utilizes both sea-ice concentration and thickness observations H. Luo et al. 10.1017/jog.2021.57
- Essential gaps and uncertainties in the understanding of the roles and functions of Arctic sea ice S. Gerland et al. 10.1088/1748-9326/ab09b3
- Toward a Data Assimilation System for Seamless Sea Ice Prediction Based on the AWI Climate Model L. Mu et al. 10.1029/2019MS001937
- The Arctic Ocean Observation Operator for 6.9 GHz (ARC3O) – Part 2: Development and evaluation C. Burgard et al. 10.5194/tc-14-2387-2020
- An Intercomparison of Verification Scores for Evaluating the Sea Ice Edge Position in Seasonal Forecasts C. Palerme et al. 10.1029/2019GL082482
- A Blended Sea Ice Concentration Product from AMSR2 and VIIRS R. Dworak et al. 10.3390/rs13152982
- Satellite-retrieved sea ice concentration uncertainty and its effect on modelling wave evolution in marginal ice zones T. Nose et al. 10.5194/tc-14-2029-2020
- A Convolutional Neural Network Architecture for Sentinel-1 and AMSR2 Data Fusion D. Malmgren-Hansen et al. 10.1109/TGRS.2020.3004539
- Assessment of the Stability of Passive Microwave Brightness Temperatures for NASA Team Sea Ice Concentration Retrievals W. Meier & J. Stewart 10.3390/rs12142197
- Sea Ice Extent Detection in the Bohai Sea Using Sentinel-3 OLCI Data H. Su et al. 10.3390/rs11202436
- Satellite passive microwave sea-ice concentration data set inter-comparison for Arctic summer conditions S. Kern et al. 10.5194/tc-14-2469-2020
- Marginal ice zone fraction benchmarks sea ice and climate model skill C. Horvat 10.1038/s41467-021-22004-7
- Comportamiento proambiental y conocimiento ambiental en universitarios: ¿el área de conocimiento hace la diferencia? A. Saza Quintero et al. 10.21615/cesp.14.1.6
- Iron Incorporation From Seawater Into Antarctic Sea Ice: A Model Study R. Person et al. 10.1029/2020GB006665
- Observation-based selection of climate models projects Arctic ice-free summers around 2035 D. Docquier & T. Koenigk 10.1038/s43247-021-00214-7
- Consistent Comparison of Remotely Sensed Sea Ice Concentration Products with ERA-Interim Reanalysis Data in Polar Regions S. Liang et al. 10.3390/rs12182880
- An inter-comparison of the mass budget of the Arctic sea ice in CMIP6 models A. Keen et al. 10.5194/tc-15-951-2021
Latest update: 23 Sep 2021
Short summary
The loss of polar sea ice is an iconic indicator of Earth’s climate change. Many satellite-based algorithms and resulting data exist but they differ widely in specific sea-ice conditions. This spread hinders a robust estimate of the future evolution of sea-ice cover.
In this study, we document three new climate data records of sea-ice concentration generated using satellite data available over the last 40 years. We introduce the novel algorithms, the data records, and their uncertainties.
The loss of polar sea ice is an iconic indicator of Earth’s climate change. Many...
