Comparing Greenland Ice Sheet Melt Variability From Different Satellite Passive Microwave Remote Sensing Products Over a Common 5-year Record
Satellite microwave brightness temperature (Tb) observations over the Greenland Ice Sheet permit determination of melted/frozen snow conditions at spatial and temporal scales that are uniquely suited for climate model validation and metrics of ice sheet change. Strong microwave sensitivity to the pr...
Saved in:
Published in | Frontiers in earth science (Lausanne) Vol. 9 |
---|---|
Main Authors | , , , , |
Format | Journal Article |
Language | English |
Published |
Frontiers Media S.A
23.07.2021
|
Subjects | |
Online Access | Get full text |
Cover
Loading…
Abstract | Satellite microwave brightness temperature (Tb) observations over the Greenland Ice Sheet permit determination of melted/frozen snow conditions at spatial and temporal scales that are uniquely suited for climate model validation and metrics of ice sheet change. Strong microwave sensitivity to the presence of liquid water in the snowpack is clear. Yet, a host of unique microwave-derived melt products covering the ice sheet are available, each based on different methodology, and with unknown inter-product agreement. Here, we compared five different published microwave melt products over a common 5-year (2003–2007) record to establish compatibility between products and agreement with
in situ
observations from a network of on-ice weather stations (AWS) spanning the ice sheet. A sixth product, leveraging both Tb seasonal trends and diurnal variability, was also introduced and included in the comparison. We found variable agreement between products and observations, with melt estimates based on microwave emissions modeling and the newly presented Adaptive Threshold (ADT) algorithm showing the best performance for AWS sites with more than 1-day average annual melt period (e.g., 68.9% of ADT melt days consistent with AWS observations; 31.1% of ADT frozen days contrasting with AWS observed melt). Spatial patterns of melting also varied between products. The different products showed substantial spread in melt occurrence even for products with the best AWS agreement. Product differences were generally larger under higher melt conditions; whereby, the fraction of the ice sheet experiencing ≥25 days of melting each year ranged from 4 to 25% for different products. While long-term satellite records have consistently shown increasing decadal trends in melt extent, our results imply that the melt frequency at any given location, particularly in the ice sheet interior where melting is less prevalent, is still subject to significant uncertainty. |
---|---|
AbstractList | Satellite microwave brightness temperature (Tb) observations over the Greenland Ice Sheet permit determination of melted/frozen snow conditions at spatial and temporal scales that are uniquely suited for climate model validation and metrics of ice sheet change. Strong microwave sensitivity to the presence of liquid water in the snowpack is clear. Yet, a host of unique microwave-derived melt products covering the ice sheet are available, each based on different methodology, and with unknown inter-product agreement. Here, we compared five different published microwave melt products over a common 5-year (2003–2007) record to establish compatibility between products and agreement with
in situ
observations from a network of on-ice weather stations (AWS) spanning the ice sheet. A sixth product, leveraging both Tb seasonal trends and diurnal variability, was also introduced and included in the comparison. We found variable agreement between products and observations, with melt estimates based on microwave emissions modeling and the newly presented Adaptive Threshold (ADT) algorithm showing the best performance for AWS sites with more than 1-day average annual melt period (e.g., 68.9% of ADT melt days consistent with AWS observations; 31.1% of ADT frozen days contrasting with AWS observed melt). Spatial patterns of melting also varied between products. The different products showed substantial spread in melt occurrence even for products with the best AWS agreement. Product differences were generally larger under higher melt conditions; whereby, the fraction of the ice sheet experiencing ≥25 days of melting each year ranged from 4 to 25% for different products. While long-term satellite records have consistently shown increasing decadal trends in melt extent, our results imply that the melt frequency at any given location, particularly in the ice sheet interior where melting is less prevalent, is still subject to significant uncertainty. Satellite microwave brightness temperature (Tb) observations over the Greenland Ice Sheet permit determination of melted/frozen snow conditions at spatial and temporal scales that are uniquely suited for climate model validation and metrics of ice sheet change. Strong microwave sensitivity to the presence of liquid water in the snowpack is clear. Yet, a host of unique microwave-derived melt products covering the ice sheet are available, each based on different methodology, and with unknown inter-product agreement. Here, we compared five different published microwave melt products over a common 5-year (2003–2007) record to establish compatibility between products and agreement with in situ observations from a network of on-ice weather stations (AWS) spanning the ice sheet. A sixth product, leveraging both Tb seasonal trends and diurnal variability, was also introduced and included in the comparison. We found variable agreement between products and observations, with melt estimates based on microwave emissions modeling and the newly presented Adaptive Threshold (ADT) algorithm showing the best performance for AWS sites with more than 1-day average annual melt period (e.g., 68.9% of ADT melt days consistent with AWS observations; 31.1% of ADT frozen days contrasting with AWS observed melt). Spatial patterns of melting also varied between products. The different products showed substantial spread in melt occurrence even for products with the best AWS agreement. Product differences were generally larger under higher melt conditions; whereby, the fraction of the ice sheet experiencing ≥25 days of melting each year ranged from 4 to 25% for different products. While long-term satellite records have consistently shown increasing decadal trends in melt extent, our results imply that the melt frequency at any given location, particularly in the ice sheet interior where melting is less prevalent, is still subject to significant uncertainty. |
Author | Du, Jinyang Kimball, John S. Johnson, Jesse V. Meierbachtol, Toby W. Kim, Youngwook |
Author_xml | – sequence: 1 givenname: John S. surname: Kimball fullname: Kimball, John S. – sequence: 2 givenname: Jinyang surname: Du fullname: Du, Jinyang – sequence: 3 givenname: Toby W. surname: Meierbachtol fullname: Meierbachtol, Toby W. – sequence: 4 givenname: Youngwook surname: Kim fullname: Kim, Youngwook – sequence: 5 givenname: Jesse V. surname: Johnson fullname: Johnson, Jesse V. |
BookMark | eNp9kU1OHDEQha2ISCGEA2TnC_TEv03PMpoEMhIIxEC2VrVdJkbdNrId0Bwid46HiSLEgpVL9fy-cvl9JAcxRSTkM2cLKYflF4-Q60IwwRe9VkKwd-RQiGXf9aqXBy_qD-S4lHvGGJdCK7Y8JH9WaX6AHOIdPcuIcYLo6Noi3fxCrPQCp0p_Nh3GMIW6pac5zfRb8B4zxko3UHFqAtIrKCU8Ir0INqcnaNU1zqkJG4xlh7_Kyf22tdDLR8wUaBs8p0h1t22vb5dtyu4Tee9hKnj87zwit6ffb1Y_uvPLs_Xq63lnpVa1G5BrjRpGy9qy0uHIFPZ8RBBu0FJy7ywIOYxechisk_YElPCsl-it1SCPyHrPdQnuzUMOM-StSRDMcyPlO9N-NNgJTcMD2N5xrpwCPi5RtIZC5FKBGHcsvme1vUvJ6P_zODO7eMxzPGYXj9nH0zwnrzw2VKghxZohTG84_wLopJtb |
CitedBy_id | crossref_primary_10_1038_s41467_023_37434_8 crossref_primary_10_3390_land11050593 crossref_primary_10_1016_j_jag_2023_103600 crossref_primary_10_1109_TGRS_2022_3216218 crossref_primary_10_1016_j_ecolind_2023_110403 |
Cites_doi | 10.1029/95GL00433 10.1007/s00382-006-0150-8 10.1109/tgrs.2014.2325409 10.1029/rg022i002p00195 10.1016/j.rse.2009.12.020 10.1191/0309133305pp453ra 10.1038/nclimate3325 10.1029/2006GL028466 10.1016/S0034-4257(02)00078-0 10.1016/j.rse.2009.01.009 10.1088/1748-9326/6/1/014005 10.5194/tc-7-615-2013 10.5194/tc-10-1933-2016 10.1016/j.rse.2012.02.022 10.1002/2013GL059010 10.1016/S0022-1694(03)00257-9 10.5194/tc-14-1209-2020 10.1080/01431160500213342 10.1175/1520-0442(1997)010<0165:sotgis>2.0.co;2 10.5194/essd-9-133-2017 10.1029/2007GL031976 10.5194/tc-11-1015-2017 10.5194/tc-8-25-2014 10.1017/S0022143000017755 10.1109/36.763302 10.1007/s00382-005-0010-y 10.1038/nature11566 10.1029/2006GL028787 10.3189/172756503781830908 10.1002/2017GL074954.Mote 10.1016/j.rse.2009.08.014 10.1029/2004JF000234 10.5194/tc-5-359-2011 10.3189/172756402781817761 10.5194/tc-7-445-2013 10.1029/2009GL038110 |
ContentType | Journal Article |
DBID | AAYXX CITATION DOA |
DOI | 10.3389/feart.2021.654220 |
DatabaseName | CrossRef DOAJ Directory of Open Access Journals |
DatabaseTitle | CrossRef |
DatabaseTitleList | CrossRef |
Database_xml | – sequence: 1 dbid: DOA name: DOAJ Directory of Open Access Journals url: https://www.doaj.org/ sourceTypes: Open Website |
DeliveryMethod | fulltext_linktorsrc |
Discipline | Geology |
EISSN | 2296-6463 |
ExternalDocumentID | oai_doaj_org_article_03daac6d114d4a1b9e2daa4ee134a2ba 10_3389_feart_2021_654220 |
GroupedDBID | 5VS 9T4 AAFWJ AAYXX ACGFS ACXDI ADBBV AFPKN ALMA_UNASSIGNED_HOLDINGS BCNDV CITATION GROUPED_DOAJ KQ8 M~E OK1 |
ID | FETCH-LOGICAL-c354t-8e155e5abc02203deb04e61bea2d85331fdca238bf31a8cd3c7a42f063efcc5a3 |
IEDL.DBID | DOA |
ISSN | 2296-6463 |
IngestDate | Wed Aug 27 01:25:42 EDT 2025 Thu Apr 24 23:02:37 EDT 2025 Tue Jul 01 01:21:44 EDT 2025 |
IsDoiOpenAccess | true |
IsOpenAccess | true |
IsPeerReviewed | true |
IsScholarly | true |
Language | English |
LinkModel | DirectLink |
MergedId | FETCHMERGED-LOGICAL-c354t-8e155e5abc02203deb04e61bea2d85331fdca238bf31a8cd3c7a42f063efcc5a3 |
OpenAccessLink | https://doaj.org/article/03daac6d114d4a1b9e2daa4ee134a2ba |
ParticipantIDs | doaj_primary_oai_doaj_org_article_03daac6d114d4a1b9e2daa4ee134a2ba crossref_primary_10_3389_feart_2021_654220 crossref_citationtrail_10_3389_feart_2021_654220 |
ProviderPackageCode | CITATION AAYXX |
PublicationCentury | 2000 |
PublicationDate | 2021-07-23 |
PublicationDateYYYYMMDD | 2021-07-23 |
PublicationDate_xml | – month: 07 year: 2021 text: 2021-07-23 day: 23 |
PublicationDecade | 2020 |
PublicationTitle | Frontiers in earth science (Lausanne) |
PublicationYear | 2021 |
Publisher | Frontiers Media S.A |
Publisher_xml | – name: Frontiers Media S.A |
References | Harper (B16) 2012; 491 Mote (B25) 2007; 34 Reeh (B30) 1991; 5913 Pulliainen (B27) 1999; 37 Ramage (B28) 2002; 34 Mote (B24) 1995; 41 Hock (B18) 2005; 29 Fettweis (B11) 2006; 27 Kim (B20) 2017; 9 Kim (B21) 2019 Nghiem (B26) 2005; 110 Ettema (B8) 2009; 36 Fettweis (B10) 2005; 24 Tedesco (B34) 2013; 7 Ramage (B29) 2003; 49 Verbesselt (B41) 2010; 114 Friedl (B15) 2002; 83 Ulaby (B39) 1986 Tedesco (B33) 2009; 113 Hock (B19) 2003; 282 Fettweis (B12) 2011; 5 Tedesco (B38) 2007; 34 Tedesco (B36) 2011; 6 Steiner (B32) 2014; 8 Liu (B22) 2005; 26 Du (B6) 2010; 114 Foster (B14) 1984; 22 van den Broeke (B40) 2016; 10 Verbesselt (B42) 2012; 123 Abdalati (B2) 1997; 10 Chen (B3) 2017; 7 B17 Citterio (B4) 2013; 7 Du (B5) 2014; 53 Tedesco (B35) 2020; 14 Morlighem (B23) 2017; 44 Steffen (B31) 1996 Tedesco (B37) 2014 Fettweis (B9) 2017; 11 Abdalati (B1) 1995; 22 Enderlin (B7) 2014; 41 Fettweis (B13) 2007; 34 |
References_xml | – volume: 22 start-page: 787 year: 1995 ident: B1 article-title: Passive Microwave-Derived Snow Melt Regions on the Greenland Ice Sheet publication-title: Geophys. Res. Lett. doi: 10.1029/95GL00433 – volume: 27 start-page: 531 year: 2006 ident: B11 article-title: The 1988-2003 Greenland Ice Sheet Melt Extent Using Passive Microwave Satellite Data and a Regional Climate Model publication-title: Clim. Dyn. doi: 10.1007/s00382-006-0150-8 – volume: 53 start-page: 542 year: 2014 ident: B5 article-title: Classification of Alaska Spring Thaw Characteristics Using Satellite L-Band Radar Remote Sensing publication-title: IEEE Trans. Geosci. Remote Sens. doi: 10.1109/tgrs.2014.2325409 – volume: 22 start-page: 195 year: 1984 ident: B14 article-title: An Overview of Passive Microwave Snow Research and Results publication-title: Rev. Geophys. doi: 10.1029/rg022i002p00195 – volume: 114 start-page: 1089 year: 2010 ident: B6 article-title: Comparison Between a Multi-Scattering and Multi-Layer Snow Scattering Model and its Parameterized Snow Backscattering Model publication-title: Remote. Sens. Environ. doi: 10.1016/j.rse.2009.12.020 – volume: 29 start-page: 362 year: 2005 ident: B18 article-title: Glacier Melt: A Review of Processes and Their Modelling publication-title: Prog. Phys. Geogr. Earth Environ. doi: 10.1191/0309133305pp453ra – volume: 7 start-page: 492 year: 2017 ident: B3 article-title: The Increasing Rate of Global Mean Sea-Level Rise During 1993-2014 publication-title: Nat. Clim Change. doi: 10.1038/nclimate3325 – volume: 34 start-page: 1 year: 2007 ident: B38 article-title: Snowmelt Detection over the Greenland Ice Sheet from SSM/I Brightness Temperature Daily Variations publication-title: Geophys. Res. Lett. doi: 10.1029/2006GL028466 – volume: 83 start-page: 287 year: 2002 ident: B15 article-title: Global Land Cover Mapping from MODIS: Algorithms and Early Results publication-title: Remote. Sens. Environ. doi: 10.1016/S0034-4257(02)00078-0 – volume: 113 start-page: 979 year: 2009 ident: B33 article-title: Assessment and Development of Snowmelt Retrieval Algorithms over Antarctica from K-Band Spaceborne Brightness Temperature (1979-2008) publication-title: Remote. Sens. Environ. doi: 10.1016/j.rse.2009.01.009 – volume-title: Microwave Remote Sensing: Active and Passive, Volume III: From Theory to Application year: 1986 ident: B39 – volume: 6 start-page: 014005 year: 2011 ident: B36 article-title: The Role of Albedo and Accumulation in the 2010 Melting Record in Greenland publication-title: Environ. Res. Lett. doi: 10.1088/1748-9326/6/1/014005 – volume: 7 start-page: 615 year: 2013 ident: B34 article-title: Evidence and Analysis of 2012 Greenland Records from Spaceborne Observations, a Regional Climate Model and Reanalysis Data publication-title: The Cryosphere. doi: 10.5194/tc-7-615-2013 – volume: 10 start-page: 1933 year: 2016 ident: B40 article-title: On the Recent Contribution of the Greenland Ice Sheet to Sea Level Change publication-title: The Cryosphere. doi: 10.5194/tc-10-1933-2016 – volume: 123 start-page: 98 year: 2012 ident: B42 article-title: Near Real-Time Disturbance Detection Using Satellite Image Time Series publication-title: Remote. Sens. Environ. doi: 10.1016/j.rse.2012.02.022 – volume: 41 start-page: 866 year: 2014 ident: B7 article-title: An Improved Mass Budget for the Greenland Ice Sheet publication-title: Geophys. Res. Lett. doi: 10.1002/2013GL059010 – volume: 282 start-page: 104 year: 2003 ident: B19 article-title: Temperature index Melt Modelling in Mountain Areas publication-title: J. Hydrol. doi: 10.1016/S0022-1694(03)00257-9 – volume: 14 start-page: 1209 year: 2020 ident: B35 article-title: Unprecedented Atmospheric Conditions (1948-2019) Drive the 2019 Exceptional Melting Season over the Greenland Ice Sheet publication-title: The Cryosphere. doi: 10.5194/tc-14-1209-2020 – volume: 26 start-page: 4639 year: 2005 ident: B22 article-title: Wavelet‐transform Based Edge Detection Approach to Derivation of Snowmelt Onset, End and Duration from Satellite Passive Microwave Measurements publication-title: Int. J. Remote Sensing. doi: 10.1080/01431160500213342 – volume: 10 start-page: 165 year: 1997 ident: B2 article-title: Snowmelt on the Greenland Ice Sheet as Derived from Passive Microwave Satellite Data publication-title: J. Clim. doi: 10.1175/1520-0442(1997)010<0165:sotgis>2.0.co;2 – volume: 9 start-page: 133 year: 2017 ident: B20 article-title: An Extended Global Earth System Data Record on Daily Landscape Freeze-Thaw Status Determined from Satellite Passive Microwave Remote Sensing publication-title: Earth Syst. Sci. Data. doi: 10.5194/essd-9-133-2017 – volume: 34 start-page: L22507 year: 2007 ident: B25 article-title: Greenland Surface Melt Trends 1973–2007: Evidence of a Large Increase in 2007 publication-title: Geophys. Res. Lett. doi: 10.1029/2007GL031976 – volume: 11 start-page: 1015 year: 2017 ident: B9 article-title: Reconstructions of the 1900-2015 Greenland Ice Sheet Surface Mass Balance Using the Regional Climate MAR Model publication-title: The Cryosphere. doi: 10.5194/tc-11-1015-2017 – year: 2019 ident: B21 article-title: MEaSUREs Northern Hemisphere Polar EASE-Grid 2.0 Daily 6 Km Land Freeze/Thaw Status from AMSR-E and AMSR2, Version 1 – volume: 8 start-page: 25 year: 2014 ident: B32 article-title: A Wavelet Melt Detection Algorithm Applied to Enhanced-Resolution Scatterometer Data over Antarctica (2000-2009) publication-title: The Cryosphere. doi: 10.5194/tc-8-25-2014 – volume: 41 start-page: 51 year: 1995 ident: B24 article-title: Variations in Snowpack Melt on the Greenland Ice Sheet Based on Passive-Microwave Measurements publication-title: J. Glaciol. doi: 10.1017/S0022143000017755 – volume: 5913 start-page: 113 year: 1991 ident: B30 article-title: Parameterization of Melt Rate and Surface Temperature in the Greenland Ice Sheet publication-title: Polarforschung – volume: 37 start-page: 1378 year: 1999 ident: B27 article-title: HUT Snow Emission Model and its Applicability to Snow Water Equivalent Retrieval publication-title: IEEE Trans. Geosci. Remote Sensing. doi: 10.1109/36.763302 – start-page: 2003 volume-title: Greenland Daily Surface Melt 25km EASE-Grid EASE-Grid, (2001-2015) year: 2014 ident: B37 – volume: 24 start-page: 623 year: 2005 ident: B10 article-title: Greenland Surface Mass Balance Simulated by a Regional Climate Model and Comparison with Satellite-Derived Data in 1990-1991 publication-title: Clim. Dyn. doi: 10.1007/s00382-005-0010-y – volume: 491 start-page: 240 year: 2012 ident: B16 article-title: Greenland Ice-Sheet Contribution to Sea-Level Rise Buffered by Meltwater Storage in Firn publication-title: Nature doi: 10.1038/nature11566 – volume: 34 start-page: 1 year: 2007 ident: B13 article-title: The 1979-2005 Greenland Ice Sheet Melt Extent from Passive Microwave Data Using an Improved Version of the Melt Retrieval XPGR Algorithm publication-title: Geophys. Res. Lett. doi: 10.1029/2006GL028787 – volume: 49 start-page: 102 year: 2003 ident: B29 article-title: Interannual Variations of Snowmelt and Refreeze Timing on Southeast-Alaskan Icefields, U.S.A publication-title: J. Glaciol. doi: 10.3189/172756503781830908 – start-page: 98 volume-title: CRREL 96-27 Special Report on Glaciers, Ice Sheets and Volcanoes, Trib. To M. Meier year: 1996 ident: B31 article-title: Greenland Climate Network: GC-Net – volume: 44 start-page: 11051 year: 2017 ident: B23 article-title: BedMachine V3: Complete Bed Topography and Ocean Bathymetry Mapping of Greenland from Multibeam Echo Sounding Combined with Mass Conservation publication-title: Geophys. Res. Lett. doi: 10.1002/2017GL074954.Mote – volume: 114 start-page: 106 year: 2010 ident: B41 article-title: Detecting Trend and Seasonal Changes in Satellite Image Time Series publication-title: Remote. Sens. Environ. doi: 10.1016/j.rse.2009.08.014 – volume: 110 start-page: F02017 year: 2005 ident: B26 article-title: Mapping of Ice Layer Extent and Snow Accumulation in the Percolation Zone of the Greenland Ice Sheet publication-title: J. Geophys. Res. doi: 10.1029/2004JF000234 – volume: 5 start-page: 359 year: 2011 ident: B12 article-title: Melting Trends over the Greenland Ice Sheet (1958-2009) from Spaceborne Microwave Data and Regional Climate Models publication-title: The Cryosphere. doi: 10.5194/tc-5-359-2011 – volume: 34 start-page: 391 year: 2002 ident: B28 article-title: Determination of Melt-Onset and Refreeze Timing on Southeast Alaskan Icefields Using SSM/I Diurnal Amplitude Variations publication-title: Ann. Glaciol. doi: 10.3189/172756402781817761 – volume: 7 start-page: 445 year: 2013 ident: B4 article-title: Brief Communication "The Aerophotogrammetric Map of Greenland Ice Masses" publication-title: The Cryosphere. doi: 10.5194/tc-7-445-2013 – ident: B17 – volume: 36 start-page: L12501 year: 2009 ident: B8 article-title: Higher Surface Mass Balance of the Greenland Ice Sheet Revealed by High-Resolution Climate Modeling publication-title: Geophys. Res. Lett. doi: 10.1029/2009GL038110 |
SSID | ssj0001325409 |
Score | 2.198042 |
Snippet | Satellite microwave brightness temperature (Tb) observations over the Greenland Ice Sheet permit determination of melted/frozen snow conditions at spatial and... |
SourceID | doaj crossref |
SourceType | Open Website Enrichment Source Index Database |
SubjectTerms | greenland melt extent passive microwave remote sensing surface melt |
Title | Comparing Greenland Ice Sheet Melt Variability From Different Satellite Passive Microwave Remote Sensing Products Over a Common 5-year Record |
URI | https://doaj.org/article/03daac6d114d4a1b9e2daa4ee134a2ba |
Volume | 9 |
hasFullText | 1 |
inHoldings | 1 |
isFullTextHit | |
isPrint | |
link | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV1LT9wwELYQUqVeUKFFvDWHniqlJLG92RyBdgtIW1blIW6RH2M4LFkEQWh_BP-5M3ZAe6KX3iJnYjmeSWbGHn-fEF-rKq_DUKtM14XOlKw8fVJ5nVnLm0aBMehile_vwfGlOr3W1wtUX1wTluCB08Tt59Ib4wae4navTGFrLKlBIRZSmdLG0Ih83kIyFVdXJCU-eZ22MSkLq_cDGQ7XTpbFd-ZoYn7vBUe0gNcfHcvok1jpI0I4SCNZFUvYrokPvyLj7vyzeDlKTIHtDcQaGa5EhBOHcH6L2MEYpx1c0f2Etz2H0cPsDn70tCcdnJsIudkhTChMpl8bjLkE79nQ1R8kPVFHXMNO3U8S-OsjnJF5gwE-OzJrQWdzeilIeeoXcTn6eXF0nPUcCpmTWnXZEClgQG2s4yO10qPNFQ4Ki6b05KllEbwz5LZtkIUZOi9dZVQZKHDB4Jw2cl0st7MWNwQ4QyLeBR-MVCirukJXO1caynhQK9wU-euENq4HGGeei2lDiQbroIk6aFgHTdLBpvj29sh9Qtd4T_iQtfQmyMDYsYHMpenNpfmXuWz9j062xUceFy_xlnJHLHcPT7hLsUln96IZ_gXH_uXE |
linkProvider | Directory of Open Access Journals |
openUrl | ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Comparing+Greenland+Ice+Sheet+Melt+Variability+From+Different+Satellite+Passive+Microwave+Remote+Sensing+Products+Over+a+Common+5-year+Record&rft.jtitle=Frontiers+in+earth+science+%28Lausanne%29&rft.au=John+S.+Kimball&rft.au=Jinyang+Du&rft.au=Toby+W.+Meierbachtol&rft.au=Youngwook+Kim&rft.date=2021-07-23&rft.pub=Frontiers+Media+S.A&rft.eissn=2296-6463&rft.volume=9&rft_id=info:doi/10.3389%2Ffeart.2021.654220&rft.externalDBID=DOA&rft.externalDocID=oai_doaj_org_article_03daac6d114d4a1b9e2daa4ee134a2ba |
thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2296-6463&client=summon |
thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2296-6463&client=summon |
thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2296-6463&client=summon |