Physical Interpretation of Microwave Emission From Snow-Covered Stratified Sea Ice With Rough Boundaries

This study examines the microwave emission properties of snow-covered sea ice, modeled as a layer with rough top and bottom boundaries. The emission model is based on the first-order solution to the radiative transfer equation (RTE). This equation describes the brightness temperatures that propagate...

Full description

Saved in:
Bibliographic Details
Published inIEEE transactions on geoscience and remote sensing Vol. 63; pp. 1 - 17
Main Authors Yang, Ying, Chen, Kun-Shan, Atli Benediktsson, Jon, Orn Ulfarsson, Magnus
Format Journal Article
LanguageEnglish
Published New York IEEE 2025
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subjects
Online AccessGet full text

Cover

Loading…
Abstract This study examines the microwave emission properties of snow-covered sea ice, modeled as a layer with rough top and bottom boundaries. The emission model is based on the first-order solution to the radiative transfer equation (RTE). This equation describes the brightness temperatures that propagate both upward and downward in the layer, and it is solved numerically using the eigenvalue method. Additionally, the model takes into account contributions from irregular boundaries as well as surface and volume scattering interactions. The study looks at the variability of brightness temperature and the growth of different ice types. It uses modulation theory to consider the roughness of the boundaries, showing how this affects the emission from various types of snow-covered sea ice. We used polarization ratio-gradient ratio (PR-GR) space to analyze ice-grown transitions quantitatively. The thresholds of PR were found to be sensitive to changes in ice concentration. It was observed that the threshold of PR did not change with the roughness of the top boundary. We also found that the roughness of the ice surface has a more significant impact on emission than that of the snow-covered ice. It also observed that roughness effects are more potent in H-polarization than in V-polarization for each of the seven ice types. The roughness effects are weaker at large look angles, indicating stronger volume scattering. The study concludes that the presence of roughness in the ice layer's boundaries leads to noticeable variations in brightness temperature.
AbstractList This study examines the microwave emission properties of snow-covered sea ice, modeled as a layer with rough top and bottom boundaries. The emission model is based on the first-order solution to the radiative transfer equation (RTE). This equation describes the brightness temperatures that propagate both upward and downward in the layer, and it is solved numerically using the eigenvalue method. Additionally, the model takes into account contributions from irregular boundaries as well as surface and volume scattering interactions. The study looks at the variability of brightness temperature and the growth of different ice types. It uses modulation theory to consider the roughness of the boundaries, showing how this affects the emission from various types of snow-covered sea ice. We used polarization ratio-gradient ratio (PR-GR) space to analyze ice-grown transitions quantitatively. The thresholds of PR were found to be sensitive to changes in ice concentration. It was observed that the threshold of PR did not change with the roughness of the top boundary. We also found that the roughness of the ice surface has a more significant impact on emission than that of the snow-covered ice. It also observed that roughness effects are more potent in H-polarization than in V-polarization for each of the seven ice types. The roughness effects are weaker at large look angles, indicating stronger volume scattering. The study concludes that the presence of roughness in the ice layer’s boundaries leads to noticeable variations in brightness temperature.
Author Orn Ulfarsson, Magnus
Chen, Kun-Shan
Yang, Ying
Atli Benediktsson, Jon
Author_xml – sequence: 1
  givenname: Ying
  orcidid: 0000-0003-4287-8420
  surname: Yang
  fullname: Yang, Ying
  email: yangying@nju.edu.cn
  organization: Institute of Space Earth Science, Nanjing University, Suzhou, China
– sequence: 2
  givenname: Kun-Shan
  orcidid: 0000-0001-7698-9861
  surname: Chen
  fullname: Chen, Kun-Shan
  email: kunshanchen2007@ieee.org
  organization: Institute of Space Earth Science, Nanjing University, Suzhou, China
– sequence: 3
  givenname: Jon
  orcidid: 0000-0003-0621-9647
  surname: Atli Benediktsson
  fullname: Atli Benediktsson, Jon
  email: benedikt@hi.is; mou@hi.is
  organization: Faculty of Electrical and Computer Engineering, University of Iceland, Reykjavik, Iceland
– sequence: 4
  givenname: Magnus
  orcidid: 0000-0002-0461-040X
  surname: Orn Ulfarsson
  fullname: Orn Ulfarsson, Magnus
  organization: Faculty of Electrical and Computer Engineering, University of Iceland, Reykjavik, Iceland
BookMark eNpNkFFLwzAQx4MoOKcfQPAh4HNnLkmT9lGHzsFE2RQfS5peXcQ1M2kn-_a2zAef7jj-vzvud0aOG98gIZfAJgAsv3mdLVcTzng6EamUSqgjMoI0zRKmpDwmIwa5SniW81NyFuMnYyBT0COyflnvo7Pmi86bFsM2YGta5xvqa_rkbPA_Zof0fuNiHKYPwW_oqvE_ydTvMGBFV23ogdoNLRo6t0jfXbumS999rOmd75rKBIfxnJzU5ivixV8dk7eH-9fpY7J4ns2nt4vEglZtktdCCl5nqBC1rCrBFRNoFc9qKHNeSq1MVtqSKyOU0DYHjUZYncsKpJWVGJPrw95t8N8dxrb49F1o-pOFAK05gISsT8Eh1X8YY8C62Aa3MWFfACsGocUgtBiEFn9Ce-bqwDhE_JfPGUsVF7-D9nQw
CODEN IGRSD2
Cites_doi 10.1017/aog.2020.48
10.1364/AO.27.002502
10.1029/GM068
10.1007/s10712-023-09781-0
10.1029/91JC02651
10.1109/TGRS.2024.3361904
10.1109/JSTARS.2017.2722983
10.1016/S0034-4257(99)00046-2
10.1109/TGRS.2016.2616920
10.1109/TGRS.2006.888854
10.1126/science.1235225
10.1029/RS016i003p00289
10.3390/rs14225899
10.1109/TGRS.2024.3370630
10.1029/2018JC014028
10.1029/96JC02991
10.1109/TGRS.2014.2310136
10.5194/gmd-6-1061-2013
10.1109/36.974999
10.1029/2000JD900485
10.1109/TGRS.1986.289595
10.1109/TGRS.2010.2052812
10.1109/TGRS.2002.807587
10.1109/36.718643
10.1109/IGARSS39084.2020.9323585
10.1109/TGRS.2023.3265274
10.1109/TGRS.2008.2011893
10.1109/TGRS.2014.2336833
10.1201/9781351011570
10.1109/36.718644
10.1109/TGRS.2008.922143
10.5194/gmd-11-2763-2018
10.1109/TGRS.2006.880619
10.1109/TGRS.2008.916630
10.1109/36.763302
10.1109/TGRS.2010.2041357
10.1109/TGRS.2010.2051555
10.2528/PIER13111209
10.5194/tc-8-1105-2014
10.1109/TGRS.2021.3049620
10.1016/j.crhy.2016.07.017
10.1109/TGRS.2017.2712519
10.1109/TGRS.2023.3347694
10.1029/JC091iC03p03913
10.1134/S0001433818060166
ContentType Journal Article
Copyright Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2025
Copyright_xml – notice: Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2025
DBID 97E
RIA
RIE
AAYXX
CITATION
7UA
8FD
C1K
F1W
FR3
H8D
H96
KR7
L.G
L7M
DOI 10.1109/TGRS.2025.3544636
DatabaseName IEEE Xplore (IEEE)
IEEE All-Society Periodicals Package (ASPP) 1998–Present
IEEE Xplore
CrossRef
Water Resources Abstracts
Technology Research Database
Environmental Sciences and Pollution Management
ASFA: Aquatic Sciences and Fisheries Abstracts
Engineering Research Database
Aerospace Database
Aquatic Science & Fisheries Abstracts (ASFA) 2: Ocean Technology, Policy & Non-Living Resources
Civil Engineering Abstracts
Aquatic Science & Fisheries Abstracts (ASFA) Professional
Advanced Technologies Database with Aerospace
DatabaseTitle CrossRef
Aerospace Database
Civil Engineering Abstracts
Aquatic Science & Fisheries Abstracts (ASFA) Professional
Aquatic Science & Fisheries Abstracts (ASFA) 2: Ocean Technology, Policy & Non-Living Resources
Technology Research Database
ASFA: Aquatic Sciences and Fisheries Abstracts
Engineering Research Database
Advanced Technologies Database with Aerospace
Water Resources Abstracts
Environmental Sciences and Pollution Management
DatabaseTitleList Aerospace Database

Database_xml – sequence: 1
  dbid: RIE
  name: IEEE Xplore
  url: https://proxy.k.utb.cz/login?url=https://ieeexplore.ieee.org/
  sourceTypes: Publisher
DeliveryMethod fulltext_linktorsrc
Discipline Engineering
Physics
EISSN 1558-0644
EndPage 17
ExternalDocumentID 10_1109_TGRS_2025_3544636
10900562
Genre orig-research
GrantInformation_xml – fundername: Nanjing University Initiative Research Funding
– fundername: Natural Science Foundation of Jiangsu Province
  grantid: BK20231459
  funderid: 10.13039/501100004608
– fundername: National Natural Science Foundation of China
  grantid: 42201352
  funderid: 10.13039/501100001809
GroupedDBID -~X
0R~
29I
4.4
5GY
5VS
6IK
97E
AAJGR
AARMG
AASAJ
AAWTH
ABAZT
ABQJQ
ABVLG
ACGFO
ACGFS
ACIWK
ACNCT
AENEX
AETIX
AFRAH
AGQYO
AGSQL
AHBIQ
AI.
AIBXA
AKJIK
AKQYR
ALLEH
ALMA_UNASSIGNED_HOLDINGS
ASUFR
ATWAV
BEFXN
BFFAM
BGNUA
BKEBE
BPEOZ
CS3
DU5
EBS
EJD
F5P
HZ~
H~9
IBMZZ
ICLAB
IFIPE
IFJZH
IPLJI
JAVBF
LAI
M43
O9-
OCL
P2P
RIA
RIE
RNS
RXW
TAE
TN5
VH1
Y6R
AAYOK
AAYXX
CITATION
RIG
7UA
8FD
C1K
F1W
FR3
H8D
H96
KR7
L.G
L7M
ID FETCH-LOGICAL-c176t-9f3432f8e6ee74dd32603ec628f1b92b476a8bcb26a3637c917ea3c794d14c4d3
IEDL.DBID RIE
ISSN 0196-2892
IngestDate Mon Jun 30 10:06:13 EDT 2025
Tue Jul 01 05:19:55 EDT 2025
Wed Aug 27 01:47:48 EDT 2025
IsPeerReviewed true
IsScholarly true
Language English
License https://ieeexplore.ieee.org/Xplorehelp/downloads/license-information/IEEE.html
https://doi.org/10.15223/policy-029
https://doi.org/10.15223/policy-037
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c176t-9f3432f8e6ee74dd32603ec628f1b92b476a8bcb26a3637c917ea3c794d14c4d3
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 14
ORCID 0000-0001-7698-9861
0000-0003-0621-9647
0000-0002-0461-040X
0000-0003-4287-8420
PQID 3177211418
PQPubID 85465
PageCount 17
ParticipantIDs ieee_primary_10900562
proquest_journals_3177211418
crossref_primary_10_1109_TGRS_2025_3544636
ProviderPackageCode CITATION
AAYXX
PublicationCentury 2000
PublicationDate 20250000
2025-00-00
20250101
PublicationDateYYYYMMDD 2025-01-01
PublicationDate_xml – year: 2025
  text: 20250000
PublicationDecade 2020
PublicationPlace New York
PublicationPlace_xml – name: New York
PublicationTitle IEEE transactions on geoscience and remote sensing
PublicationTitleAbbrev TGRS
PublicationYear 2025
Publisher IEEE
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher_xml – name: IEEE
– name: The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
References ref13
ref12
ref15
ref14
ref11
ref10
ref17
ref16
ref19
ref18
Fung (ref43) 2010
ref50
ref46
ref45
ref48
ref47
ref41
ref44
ref49
ref8
ref7
ref9
ref4
ref6
Smith (ref3) 1994
ref5
ref40
Stroeve (ref1) 2012; 2
ref34
ref37
ref36
ref31
ref30
ref33
ref32
ref2
ref39
ref38
ref24
ref23
ref26
ref25
ref20
ref22
ref21
ref28
ref27
ref29
Fung (ref35) 1994
Tsang (ref42) 1985
References_xml – ident: ref46
  doi: 10.1017/aog.2020.48
– ident: ref26
  doi: 10.1364/AO.27.002502
– ident: ref4
  doi: 10.1029/GM068
– ident: ref21
  doi: 10.1007/s10712-023-09781-0
– ident: ref9
  doi: 10.1029/91JC02651
– ident: ref50
  doi: 10.1109/TGRS.2024.3361904
– ident: ref44
  doi: 10.1109/JSTARS.2017.2722983
– ident: ref22
  doi: 10.1016/S0034-4257(99)00046-2
– ident: ref18
  doi: 10.1109/TGRS.2016.2616920
– ident: ref27
  doi: 10.1109/TGRS.2006.888854
– ident: ref2
  doi: 10.1126/science.1235225
– ident: ref33
  doi: 10.1029/RS016i003p00289
– ident: ref48
  doi: 10.3390/rs14225899
– ident: ref49
  doi: 10.1109/TGRS.2024.3370630
– volume-title: Microwave Scattering and Emission Models and Their Applications
  year: 1994
  ident: ref35
– ident: ref30
  doi: 10.1029/2018JC014028
– ident: ref38
  doi: 10.1029/96JC02991
– year: 1994
  ident: ref3
  article-title: Satellite mapping and monitoring of sea ice
– ident: ref17
  doi: 10.1109/TGRS.2014.2310136
– ident: ref23
  doi: 10.5194/gmd-6-1061-2013
– ident: ref29
  doi: 10.1109/36.974999
– ident: ref10
  doi: 10.1029/2000JD900485
– ident: ref8
  doi: 10.1109/TGRS.1986.289595
– ident: ref16
  doi: 10.1109/TGRS.2010.2052812
– ident: ref36
  doi: 10.1109/TGRS.2002.807587
– ident: ref5
  doi: 10.1109/36.718643
– ident: ref31
  doi: 10.1109/IGARSS39084.2020.9323585
– ident: ref20
  doi: 10.1109/TGRS.2023.3265274
– ident: ref12
  doi: 10.1109/TGRS.2008.2011893
– ident: ref40
  doi: 10.1109/TGRS.2014.2336833
– volume-title: Theory of Microwave Remote Sensing
  year: 1985
  ident: ref42
– ident: ref47
  doi: 10.1201/9781351011570
– ident: ref6
  doi: 10.1109/36.718644
– ident: ref28
  doi: 10.1109/TGRS.2008.922143
– ident: ref25
  doi: 10.5194/gmd-11-2763-2018
– ident: ref39
  doi: 10.1109/TGRS.2006.880619
– ident: ref11
  doi: 10.1109/TGRS.2008.916630
– ident: ref14
  doi: 10.1109/36.763302
– ident: ref15
  doi: 10.1109/TGRS.2010.2041357
– ident: ref13
  doi: 10.1109/TGRS.2010.2051555
– ident: ref34
  doi: 10.2528/PIER13111209
– ident: ref24
  doi: 10.5194/tc-8-1105-2014
– ident: ref37
  doi: 10.1109/TGRS.2021.3049620
– ident: ref41
  doi: 10.1016/j.crhy.2016.07.017
– ident: ref45
  doi: 10.1109/TGRS.2017.2712519
– volume: 2
  start-page: 255
  issue: 4
  year: 2012
  ident: ref1
  article-title: The Arctic’s rapidly shrinking sea ice cover: A research synthesis
  publication-title: Nature Climate Change
– volume-title: Microwave Scattering and Emission Models for Users
  year: 2010
  ident: ref43
– ident: ref32
  doi: 10.1109/TGRS.2023.3347694
– ident: ref7
  doi: 10.1029/JC091iC03p03913
– ident: ref19
  doi: 10.1134/S0001433818060166
SSID ssj0014517
Score 2.4624944
Snippet This study examines the microwave emission properties of snow-covered sea ice, modeled as a layer with rough top and bottom boundaries. The emission model is...
SourceID proquest
crossref
ieee
SourceType Aggregation Database
Index Database
Publisher
StartPage 1
SubjectTerms Atmospheric modeling
Boundaries
Brightness
Brightness temperature
Eigenvalues
Emissions
First-year (FY) ice
gradient ratio (GR)
Ice
Ice cover
Microwave emission
Microwave FET integrated circuits
Microwave integrated circuits
Microwave theory and techniques
multiyear (MY) ice
Ocean temperature
Polarization
polarization ratio (PR)
Radiative transfer
rough boundary
Roughness
Scattering
Sea ice
Sea surface
Snow
Snow cover
Surface radiation temperature
Title Physical Interpretation of Microwave Emission From Snow-Covered Stratified Sea Ice With Rough Boundaries
URI https://ieeexplore.ieee.org/document/10900562
https://www.proquest.com/docview/3177211418
Volume 63
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV1LSwMxEB5sQdCDz4r1RQ6ehG27r-zuUcVaBUX6wN6WTTJLi7grurXgrzeT3UpVBG85bELIl-zMl3wzA3AqHFuJ0NcHKUDH8pQbWaFKAquDKfoycbiQRiB7z3sj73bsj6tgdRMLg4hGfIYtapq3fJXLGV2VtUlESAa7BjXN3Mpgra8nA8-3q9hobmkW4VRPmLpPe3jdH2gq6Pgt1_coQ9Y3I2Sqqvz6FRv70t2E-8XMSlnJU2tWiJb8-JG08d9T34KNytNk5-XW2IYVzHZgfSn_4A6sGv2nfNuFyUOFF_uuQmR5yu5IszdP3pFd6U1Bt2us-5o_s0GWz61LkoCiYibL7TSdUhMTdiORPU6LCetTFSB2YYo3EStvwKh7NbzsWVURBkvaAS-sKKXQ0zREjhh4Sml3r-Oi5E6Y2iJyhBfwJBRSODxxuRtITf8wcaU-5sr2pAZ_D-pZnuE-MBEK1VHaZ4k0rYxSbQg5SiXIQlJWN7cJZwtU4pcy10ZsOEonignCmCCMKwib0KBVXvqwXOAmHC2AjKvj-BZrJ4mYrmeHB390O4Q1Gr28XDmCevE6w2PtbhTixGyzT3E90SA
linkProvider IEEE
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV1LSwMxEB58IOrBZ8Vq1Rw8CVu7r-zuUcXaqi1SK3pbNsksFrEr7VbBX28muxUfCN5y2JCQL9mZL_lmBuBQOLYSoa8PUoCO5Sk3skKVBFYDU_Rl4nAhjUC2y1t33uWD_1AGq5tYGEQ04jOsU9O85atMTuiq7JhEhGSwZ2FeG37fLsK1Ph8NPN8uo6O5pXmEUz5i6l7H_YverSaDjl93fY9yZH0zQ6auyq-fsbEwzVXoTudWCEue6pNc1OX7j7SN_578GqyUviY7KTbHOszgcAOWv2Qg3IAFowCV4014vCkRY991iCxLWYdUe2_JK7JzvS3ofo01R9kzux1mb9YZiUBRMZPndpAOqIkJa0tk94P8kfWoDhA7NeWbiJdX4K553j9rWWUZBkvaAc-tKKXg0zREjhh4SmmHr-Gi5E6Y2iJyhBfwJBRSODxxuRtITQAxcaU-6Mr2pIZ_C-aG2RC3gYlQqIbSXkukiWWUalPIUSpBNpLyurlVOJqiEr8U2TZiw1IaUUwQxgRhXEJYhQqt8pcPiwWuQm0KZFweyHGs3STiup4d7vzR7QAWW_3OdXzd7l7twhKNVFy11GAuH01wTzsfudg3W-4DhkPUaQ
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=Physical+Interpretation+of+Microwave+Emission+From+Snow-Covered+Stratified+Sea+Ice+With+Rough+Boundaries&rft.jtitle=IEEE+transactions+on+geoscience+and+remote+sensing&rft.au=Yang%2C+Ying&rft.au=Chen%2C+Kun-Shan&rft.au=Atli+Benediktsson%2C+J%C3%B3n&rft.au=%C3%96rn+%C3%9Alfarsson%2C+Magnus&rft.date=2025&rft.issn=0196-2892&rft.eissn=1558-0644&rft.volume=63&rft.spage=1&rft.epage=17&rft_id=info:doi/10.1109%2FTGRS.2025.3544636&rft.externalDBID=n%2Fa&rft.externalDocID=10_1109_TGRS_2025_3544636
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0196-2892&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0196-2892&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0196-2892&client=summon