{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,17]],"date-time":"2025-11-17T05:54:08Z","timestamp":1763358848290,"version":"build-2065373602"},"reference-count":82,"publisher":"MDPI AG","issue":"24","license":[{"start":{"date-parts":[[2021,12,8]],"date-time":"2021-12-08T00:00:00Z","timestamp":1638921600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["42174004;41704005"],"award-info":[{"award-number":["42174004;41704005"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Remote Sensing"],"abstract":"<jats:p>As one of the most sensitive indicators of global climate change, seasonal ice-covered lakes are attracting gaining attention worldwide. As a large seasonal ice-covered lake located in Northern Mongolia, Lake Khovsgol not only provides important freshwater resources for the local population but also serves as a means of water transportation in summer and an important land-based activity for residents in winter. In this study, we used the sub-pixel offset technique with multi-temporal Sentinel-2 optical images to estimate the time-series displacement of lake ice in Lake Khovsgol from 7 December 2020 to 17 June 2021. With the processing of 112 Sentinel-2 images, we obtained 27 pairs of displacement results at intervals of 5, 10, and 15 days. These lake ice movement results covered three stages from ice-on to ice-off. The first stage was the lake ice growth period, which lasted 26 days from 7 December 2020 to 3 January 2021. Ice formation started from the south and extended northward, with a displacement of up to 10 m in 5 days. The second stage was the active phase of the ice cover, which took place from 3 January 2021 to 18 April 2021. Maximum displacement values reached 12 m in the east and 11 m in the north among all observations. The value of the lake ice movement in the north\u2013south direction (NS) was found to be larger than in the east\u2013west direction (EW). The third stage was the melting period, which closed on 17 June 2021. In comparison to the freezing date of November in past years, our results demonstrate the ice-on date of Lake Khovsgol has been delayed to December, suggesting a possible reason that the seasonal ice-covered lake located at the middle latitude has been affected by global warming. In addition, the lake ice movement of our results can reveal the regional climate characteristic. This study is one of the few cases to reveal the distribution characteristics and changing trends of lake ice on the Mongolia Plateau, providing a rare reference for lake ice research in this region.<\/jats:p>","DOI":"10.3390\/rs13244979","type":"journal-article","created":{"date-parts":[[2021,12,8]],"date-time":"2021-12-08T23:30:00Z","timestamp":1639006200000},"page":"4979","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":6,"title":["Dynamic Lake Ice Movement on Lake Khovsgol, Mongolia, Revealed by Time Series Displacements from Pixel Offset with Sentinel-2 Optical Images"],"prefix":"10.3390","volume":"13","author":[{"given":"Jue","family":"Zhang","sequence":"first","affiliation":[{"name":"Hubei Subsurface Multi-Scale Imaging Key Laboratory, Institute of Geophysics and Geomatics, China University of Geosciences, Wuhan 430074, China"}]},{"given":"Ping","family":"He","sequence":"additional","affiliation":[{"name":"Hubei Subsurface Multi-Scale Imaging Key Laboratory, Institute of Geophysics and Geomatics, China University of Geosciences, Wuhan 430074, China"}]},{"given":"Xiaoping","family":"Hu","sequence":"additional","affiliation":[{"name":"Hubei Subsurface Multi-Scale Imaging Key Laboratory, Institute of Geophysics and Geomatics, China University of Geosciences, Wuhan 430074, China"}]},{"given":"Zhumei","family":"Liu","sequence":"additional","affiliation":[{"name":"Institute of Seismology, China Earthquake Administration, Wuhan 430079, China"}]}],"member":"1968","published-online":{"date-parts":[[2021,12,8]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","unstructured":"Murfitt, J., and Duguay, C.R. (2020). Assessing the performance of methods for monitoring ice phenology of the world\u2019s largest high Arctic lake using high-density time series analysis of Sentinel-1 data. Remote Sens., 12.","DOI":"10.3390\/rs12030382"},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"111915","DOI":"10.1016\/j.rse.2020.111915","article-title":"Monitoring high-altitude river ice distribution at the basin scale in the northeastern Tibetan Plateau from a Landsat time-series spanning 1999\u20132018","volume":"247","author":"Li","year":"2020","journal-title":"Remote Sens. Environ."},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"989","DOI":"10.1016\/j.jglr.2017.08.011","article-title":"Lake ice phenology of Nam Co, Central Tibetan Plateau, China, derived from multiple MODIS data products","volume":"43","author":"Gou","year":"2017","journal-title":"J. Great Lakes Res."},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"6396","DOI":"10.1002\/2014GL060641","article-title":"A global inventory of lakes based on high-resolution satellite imagery","volume":"41","author":"Verpoorter","year":"2014","journal-title":"Geophys. Res. Lett."},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"492","DOI":"10.1016\/j.rse.2006.09.015","article-title":"Analysis of climate change impacts on lake ice phenology in Canada using the historical satellite data record","volume":"106","author":"Latifovic","year":"2007","journal-title":"Remote Sens. Environ."},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"355","DOI":"10.1038\/nature12760","article-title":"Global carbon dioxide emissions from inland waters","volume":"503","author":"Raymond","year":"2013","journal-title":"Nature"},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"50","DOI":"10.1126\/science.1196808","article-title":"Freshwater methane emissions offset the continental carbon sink","volume":"331","author":"Bastviken","year":"2011","journal-title":"Science"},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"535","DOI":"10.1130\/0091-7613(1998)026<0535:MASOCB>2.3.CO;2","article-title":"Magnitude and significance of carbon burial in lakes, reservoirs, and peatlands","volume":"26","author":"Dean","year":"1998","journal-title":"Geology"},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"42","DOI":"10.1016\/j.limno.2015.05.005","article-title":"Changes in ice phenology on polish lakes from 1961 to 2010 related to location and morphometry","volume":"53","author":"Ptak","year":"2015","journal-title":"Limnologica"},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"695","DOI":"10.1002\/joc.2300","article-title":"Simulation of North American lake-ice cover characteristics under contemporary and future climate conditions","volume":"32","author":"Dibike","year":"2012","journal-title":"Int. J. Climatol."},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"71","DOI":"10.1007\/s10584-016-1721-2","article-title":"Fine-scale spatial variation in ice cover and surface temperature trends across the surface of the Laurentian Great Lakes","volume":"138","author":"Mason","year":"2016","journal-title":"Clim. Chang."},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"C03011","DOI":"10.1029\/2010JC006932","article-title":"Interannual variability of Great Lakes ice cover and its relationship to NAO and ENSO","volume":"117","author":"Bai","year":"2012","journal-title":"J. Geophys. Res. Ocean."},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"407","DOI":"10.1023\/A:1005371925924","article-title":"Break-up Dates of Alpine Lakes as Proxy Data for Local and Regional Mean Surface Air Temperatures","volume":"37","author":"Livingstone","year":"1997","journal-title":"Clim. Chang."},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"145","DOI":"10.1111\/j.1365-2427.1990.tb00259.x","article-title":"Temporal coherence in the limnology of a suite of lakes in Wisconsin, USA","volume":"23","author":"Magnuson","year":"1990","journal-title":"Freshw. Biol."},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"299","DOI":"10.1007\/s10584-011-0212-8","article-title":"Extreme events, trends, and variability in Northern Hemisphere lake-ice phenology (1855\u20132005)","volume":"112","author":"Benson","year":"2012","journal-title":"Clim. Chang."},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"1743","DOI":"10.1126\/science.289.5485.1743","article-title":"Historical trends in lake and river ice cover in the northern hemisphere","volume":"289","author":"Magnuson","year":"2000","journal-title":"Science"},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"659","DOI":"10.1007\/s00027-012-0279-y","article-title":"Physics of seasonally ice-covered lakes: A review","volume":"74","author":"Kirillin","year":"2012","journal-title":"Aquat. Sci."},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"19361","DOI":"10.1038\/s41598-019-55758-8","article-title":"Methane hydrate emergence from Lake Baikal: Direct observations, modelling, and hydrate footprints in seasonal ice cover","volume":"9","author":"Granin","year":"2019","journal-title":"Sci. Rep."},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"477","DOI":"10.1080\/01490419.2015.1008155","article-title":"Study of Lake Baikal Ice Cover from Radar Altimetry and In\u2013Situ Observations","volume":"38","author":"Kouraev","year":"2015","journal-title":"Mar. Geod."},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"240","DOI":"10.1016\/j.rse.2006.11.010","article-title":"Observations of Lake Baikal ice from satellite altimetry and radiometry","volume":"108","author":"Kouraev","year":"2007","journal-title":"Remote Sens. Environ."},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"183","DOI":"10.1139\/cjes-2018-0196","article-title":"A New Year\u2019s Day icebreaker: Icequakes on lakes in Alberta, Canada","volume":"56","author":"Kavanaugh","year":"2019","journal-title":"Can. J. Earth Sci."},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"41","DOI":"10.1029\/2010EO050001","article-title":"Severe Ice Cover on Great Lakes During Winter 2008\u20132009","volume":"91","author":"Wang","year":"2010","journal-title":"Eos Trans. Am. Geophys. Union"},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"781","DOI":"10.1002\/hyp.6131","article-title":"Recent trends in Canadian lake ice cover","volume":"20","author":"Duguay","year":"2006","journal-title":"Hydrol. Process."},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"185","DOI":"10.1023\/A:1022140604052","article-title":"Recent trends in Laurentian Great Lakes ice cover","volume":"57","author":"Assel","year":"2003","journal-title":"Clim. Chang."},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"165","DOI":"10.4319\/lo.1995.40.1.0165","article-title":"Changes in winter air temperatures near Lake Michigan, 1851\u20131993, as determined from regional lake-ice records","volume":"40","author":"Assel","year":"1995","journal-title":"Limnol. Oceanogr."},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"577","DOI":"10.1175\/1520-0477(1992)073<0577:RGLIT>2.0.CO;2","article-title":"Recent Great Lakes ice trends","volume":"73","author":"Hanson","year":"1992","journal-title":"Bull. Am. Meteorol. Soc."},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"21","DOI":"10.1175\/1520-0477(1991)072<0021:TPIOCC>2.0.CO;2","article-title":"The potential impacts of climate change on the Great Lakes","volume":"72","author":"Smith","year":"1991","journal-title":"Bull. Am. Meteorol. Soc."},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"146604","DOI":"10.1016\/j.scitotenv.2021.146604","article-title":"Distribution and relevance of aufeis (icing) in the Upper Indus Basin","volume":"780","author":"Schmidt","year":"2021","journal-title":"Sci. Total Environ."},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"4481","DOI":"10.1038\/s41598-021-83509-1","article-title":"Greenland-wide inventory of ice marginal lakes using a multi-method approach","volume":"11","author":"How","year":"2021","journal-title":"Sci. Rep."},{"key":"ref_30","doi-asserted-by":"crossref","unstructured":"Yang, L., Zhao, C., Lu, Z., Yang, C., and Zhang, Q.J. (2020). Three-Dimensional Time Series Movement of the Cuolangma Glaciers, Southern Tibet with Sentinel-1 Imagery. Remote Sens., 12.","DOI":"10.3390\/rs12203466"},{"key":"ref_31","doi-asserted-by":"crossref","unstructured":"Andersen, J.K., Kusk, A., Boncori, J.P.M., Hvidberg, C.S., and Grinsted, A. (2020). Improved Ice Velocity Measurements with Sentinel-1 TOPS Interferometry. Remote Sens., 12.","DOI":"10.3390\/rs12122014"},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"2087","DOI":"10.5194\/tc-12-2087-2018","article-title":"Ice velocity of Jakobshavn Isbr\u00e6, Petermann Glacier, Nioghalvfjerdsfjorden, and Zachari\u00e6 Isstr\u00f8m, 2015\u20132017, from Sentinel 1-a\/b SAR imagery","volume":"12","author":"Lemos","year":"2018","journal-title":"Cryosphere"},{"key":"ref_33","doi-asserted-by":"crossref","first-page":"137","DOI":"10.1017\/aog.2018.2","article-title":"High-resolution airborne observations of sea-ice pressure ridge sail height","volume":"59","author":"Duncan","year":"2018","journal-title":"Ann. Glaciol."},{"key":"ref_34","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1017\/jog.2017.73","article-title":"A complete map of Greenland ice velocity derived from satellite data collected over 20 years","volume":"64","author":"Joughin","year":"2018","journal-title":"J. Glaciol."},{"key":"ref_35","doi-asserted-by":"crossref","first-page":"12","DOI":"10.1002\/2016GL071579","article-title":"Ice flow dynamics forced by water pressure variations in subglacial granular beds","volume":"43","author":"Damsgaard","year":"2016","journal-title":"Geophys. Res. Lett."},{"key":"ref_36","doi-asserted-by":"crossref","first-page":"125","DOI":"10.1016\/j.rse.2016.02.031","article-title":"LiDAR remote sensing of the cryosphere: Present applications and future prospects","volume":"177","author":"Bhardwaj","year":"2016","journal-title":"Remote Sens. Environ."},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"64","DOI":"10.17741\/bgsf\/89.2.001","article-title":"High-resolution LiDAR mapping of glacial landforms and ice stream lobes in Finland","volume":"89","author":"Putkinen","year":"2017","journal-title":"Bull. Geol. Soc. Finl."},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"212","DOI":"10.5589\/m06-012","article-title":"Using airborne lidar to assess the influence of glacier downwasting on water resources in the Canadian Rocky Mountains","volume":"32","author":"Hopkinson","year":"2006","journal-title":"Can. J. Remote Sens."},{"key":"ref_39","doi-asserted-by":"crossref","first-page":"84","DOI":"10.1016\/j.rse.2015.11.023","article-title":"Rapid large-area mapping of ice flow using Landsat 8","volume":"185","author":"Fahnestock","year":"2016","journal-title":"Remote Sens. Environ."},{"key":"ref_40","doi-asserted-by":"crossref","first-page":"55","DOI":"10.1016\/j.rse.2015.01.031","article-title":"Deriving large-scale glacier velocities from a complete satellite archive: Application to the Pamir\u2013Karakoram\u2013Himalaya","volume":"162","author":"Dehecq","year":"2015","journal-title":"Remote Sens. Environ."},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"12081","DOI":"10.1088\/1755-1315\/408\/1\/012081","article-title":"Soils of unique phosphorites\u2019 landscapes of lake Khovsgol\u2019 depression (Mongolia) of Baikal rift zone: Ecological features of functioning and necessity for their conservation","volume":"408","author":"Martynova","year":"2020","journal-title":"IOP Conf. Ser. Earth Environ. Sci."},{"key":"ref_42","doi-asserted-by":"crossref","first-page":"906","DOI":"10.1134\/S0026893314060041","article-title":"Molecular genetic diversity of the Myoviridae family cyanophages in Lake Kh\u00f6vsg\u00f6l (Mongolia)","volume":"48","author":"Butina","year":"2014","journal-title":"Mol. Biol."},{"key":"ref_43","first-page":"99","article-title":"Identification of bacterial community and arsenate-reducing bacteria associated with a soda lake in Khovsgol, Mongolia","volume":"6","author":"Hamamura","year":"2012","journal-title":"Interdiscip. Stud. Environ. Chem."},{"key":"ref_44","doi-asserted-by":"crossref","first-page":"1001","DOI":"10.1002\/lno.10268","article-title":"Giant ice rings on lakes Baikal and Hovsgol: Inventory, associated water structure and potential formation mechanism","volume":"61","author":"Kouraev","year":"2016","journal-title":"Limnol. Oceanogr."},{"key":"ref_45","unstructured":"Goulden, C.E., Sitnikova, T., Gelhaus, J., and Boldgiv, B. (2006). The Geology, Biodiversity and Ecology of Lake H\u00f6vsg\u00f6l (Mongolia), Wiley."},{"key":"ref_46","doi-asserted-by":"crossref","first-page":"14","DOI":"10.1111\/j.1949-8535.2002.tb00029.x","article-title":"The Blue Pearl of Mongolia","volume":"47","author":"Goulden","year":"2002","journal-title":"Focus Geogr."},{"key":"ref_47","doi-asserted-by":"crossref","unstructured":"Kouraev, A.V., Zakharova, E.A., R\u00e9my, F., Kostianoy, A.G., Shimaraev, M.N., Hall, N.M., and Suknev, A.Y. (2019). Ice Cover and Associated Water Structure in Lakes Baikal and Hovsgol from Satellite Observations and Field Studies. Remote Sensing of the Asian Seas, Springer.","DOI":"10.1007\/978-3-319-94067-0_30"},{"key":"ref_48","doi-asserted-by":"crossref","first-page":"57","DOI":"10.1007\/s41748-019-00129-6","article-title":"Lake inventory and evolution of glacial lakes in the Nubra-Shyok basin of Karakoram Range","volume":"4","author":"Kumar","year":"2020","journal-title":"Earth Syst. Environ."},{"key":"ref_49","doi-asserted-by":"crossref","first-page":"111498","DOI":"10.1016\/j.rse.2019.111498","article-title":"Quantifying the spatio-temporal patterns of dune migration near Minqin Oasis in northwestern China with time series of Landsat-8 and Sentinel-2 observations","volume":"236","author":"Ding","year":"2020","journal-title":"Remote Sens. Environ."},{"key":"ref_50","first-page":"339","article-title":"Coseismic displacements of 2016 MW7. 8 Kaikoura, New Zealand earthquake, using Sentinel-2 optical images","volume":"48","author":"He","year":"2019","journal-title":"Acta Geod. Cartogr. Sin."},{"key":"ref_51","doi-asserted-by":"crossref","first-page":"3","DOI":"10.1016\/j.rse.2014.04.011","article-title":"Operational performance of the ALOS global systematic acquisition strategy and observation plans for ALOS-2 PALSAR-2","volume":"155","author":"Rosenqvist","year":"2014","journal-title":"Remote Sens. Environ."},{"key":"ref_52","doi-asserted-by":"crossref","unstructured":"K\u00e4\u00e4b, A., Winsvold, S., Altena, B., Nuth, C., Nagler, T., and Wuite, J. (2016). Glacier Remote Sensing Using Sentinel-2. Part I: Radiometric and Geometric Performance, and Application to Ice Velocity. Remote Sens., 8.","DOI":"10.3390\/rs8070598"},{"key":"ref_53","doi-asserted-by":"crossref","first-page":"31","DOI":"10.1016\/j.rse.2017.10.046","article-title":"M Spatio-temporal fusion for daily Sentinel-2 images","volume":"204","author":"Wang","year":"2018","journal-title":"Remote Sens. Environ."},{"key":"ref_54","unstructured":"Ayoub, F., Leprince, S., and Keene, L. (2009). User\u2019s Guide to COSI-CORR Co-Registration of Optically Sensed Images and Correlation, California Institute of Technology."},{"key":"ref_55","doi-asserted-by":"crossref","first-page":"1529","DOI":"10.1109\/TGRS.2006.888937","article-title":"Automatic and precise orthorectification, coregistration, and subpixel correlation of satellite images, application to ground deformation measurements","volume":"45","author":"Leprince","year":"2007","journal-title":"IEEE Trans. Geosci. Remote Sens."},{"key":"ref_56","doi-asserted-by":"crossref","unstructured":"Zhang, S., Jiang, Q., Shi, C., Xu, X., Gong, Y., Xi, J., Liu, W., and Liu, B. (2021). Application of Sentinel-1 and-2 Images in Measuring the Deformation of Kuh-e-Namak (Dashti) Namakier, Iran. Remote Sens., 13.","DOI":"10.3390\/rs13040785"},{"key":"ref_57","doi-asserted-by":"crossref","first-page":"1201","DOI":"10.1029\/2018JF004920","article-title":"Self-Entrainment Motion of a Slow-Moving Landslide Inferred From Landsat-8 Time Series","volume":"124","author":"Lacroix","year":"2019","journal-title":"J. Geophys. Res. Earth Surf."},{"key":"ref_58","doi-asserted-by":"crossref","first-page":"659","DOI":"10.1007\/s10346-019-01311-7","article-title":"Retrospective deformation of the Baige landslide using optical remote sensing images","volume":"17","author":"Yang","year":"2020","journal-title":"Landslides"},{"key":"ref_59","doi-asserted-by":"crossref","first-page":"111321","DOI":"10.1016\/j.rse.2019.111321","article-title":"Complete three-dimensional near-field surface displacements from imaging geodesy techniques applied to the 2016 Kumamoto earthquake","volume":"232","author":"He","year":"2019","journal-title":"Remote Sens. Environ."},{"key":"ref_60","doi-asserted-by":"crossref","first-page":"128","DOI":"10.1016\/j.epsl.2014.01.036","article-title":"The 2013, Mw 7.7 Balochistan Earthquake, seismic slip boosted on a misoriented fault","volume":"391","author":"Avouac","year":"2014","journal-title":"Earth Planet. Sci. Lett."},{"key":"ref_61","doi-asserted-by":"crossref","first-page":"1029","DOI":"10.1007\/s00190-012-0563-6","article-title":"3D coseismic displacement of 2010 Darfield, New Zealand earthquake estimated from multi-aperture InSAR and D-InSAR measurements","volume":"86","author":"Hu","year":"2012","journal-title":"J. Geod."},{"key":"ref_62","doi-asserted-by":"crossref","first-page":"573","DOI":"10.1007\/s00190-018-1183-6","article-title":"High-quality three-dimensional displacement fields from new-generation SAR imagery: Application to the 2017 Ezgeleh, Iran, earthquake","volume":"93","author":"He","year":"2019","journal-title":"J. Geod."},{"key":"ref_63","doi-asserted-by":"crossref","first-page":"349","DOI":"10.5194\/tc-5-349-2011","article-title":"Multi-decadal mass loss of glaciers in the Everest area (Nepal Himalaya) derived from stereo imagery","volume":"5","author":"Bolch","year":"2011","journal-title":"Cryosphere"},{"key":"ref_64","first-page":"1443","article-title":"Modeling ice dynamics in Lake Peipsi","volume":"29","author":"Wang","year":"2006","journal-title":"Int. Ver. F\u00fcr Theor. Und Angew. Limnol. Verh."},{"key":"ref_65","doi-asserted-by":"crossref","first-page":"185","DOI":"10.1016\/j.epsl.2016.07.038","article-title":"Coseismic and postseismic displacements from the 1978 Mw 7.3 Tabas-e-Golshan earthquake in eastern Iran","volume":"452","author":"Zhou","year":"2016","journal-title":"Earth Planet. Sci. Lett."},{"key":"ref_66","doi-asserted-by":"crossref","first-page":"65","DOI":"10.1016\/j.tecto.2015.08.019","article-title":"On- and off-fault deformation associated with the September 2013 Mw 7.7 Balochistan earthquake: Implications for geologic slip rate measurements","volume":"660","author":"Gold","year":"2015","journal-title":"Tectonophysics"},{"key":"ref_67","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.isprsjprs.2014.05.008","article-title":"Surface reconstruction and landslide displacement measurements with Pl\u00e9iades satellite images","volume":"95","author":"Stumpf","year":"2014","journal-title":"ISPRS J. Photogramm. Remote Sens."},{"key":"ref_68","doi-asserted-by":"crossref","first-page":"106","DOI":"10.1016\/j.isprsjprs.2020.04.004","article-title":"Improved optical image matching time series inversion approach for monitoring dune migration in North Sinai Sand Sea: Algorithm procedure, application, and validation","volume":"164","author":"Ali","year":"2020","journal-title":"ISPRS J. Photogramm. Remote Sens."},{"key":"ref_69","doi-asserted-by":"crossref","first-page":"3806","DOI":"10.1016\/j.rse.2008.05.018","article-title":"Glacier-surface velocities in alpine terrain from optical satellite imagery\u2014Accuracy improvement and quality assessment","volume":"112","author":"Scherler","year":"2008","journal-title":"Remote Sens. Environ."},{"key":"ref_70","doi-asserted-by":"crossref","first-page":"2675","DOI":"10.1109\/TGRS.2008.918649","article-title":"In-Flight CCD Distortion Calibration for Pushbroom Satellites Based on Subpixel Correlation","volume":"46","author":"Leprince","year":"2008","journal-title":"IEEE Trans. Geosci. Remote Sens."},{"key":"ref_71","doi-asserted-by":"crossref","first-page":"51","DOI":"10.1016\/j.coldregions.2018.02.001","article-title":"Evaluating landfast sea ice stress and fracture in support of operations on sea ice using SAR interferometry","volume":"149","author":"Dammann","year":"2018","journal-title":"Cold Reg. Sci. Technol."},{"key":"ref_72","doi-asserted-by":"crossref","first-page":"1967","DOI":"10.5194\/tc-11-1967-2017","article-title":"Sea ice local surface topography from single-pass satellite InSAR measurements: A feasibility study","volume":"11","author":"Dierking","year":"2017","journal-title":"Cryosphere"},{"key":"ref_73","doi-asserted-by":"crossref","first-page":"6383","DOI":"10.1002\/2016GL069583","article-title":"Measurement and imaging of infragravity waves in sea ice using InSAR","volume":"43","author":"Mahoney","year":"2016","journal-title":"Geophys. Res. Lett."},{"key":"ref_74","doi-asserted-by":"crossref","first-page":"1095","DOI":"10.1109\/JSTARS.2020.3036395","article-title":"Polarimetric Behavior for the Derivation of Sea Ice Topographic Height From TanDEM-X Interferometric SAR Data","volume":"14","author":"Huang","year":"2020","journal-title":"IEEE J. Select. Top. Appl. Earth Obs. Remote Sens."},{"key":"ref_75","doi-asserted-by":"crossref","first-page":"3318","DOI":"10.1785\/0220210061","article-title":"Rupture Kinematics of the 11 January 2021 Mw 6.7 Hovsgol, Mongolia, Earthquake and Implications in the Western Baikal Rift Zone","volume":"92","author":"Liu","year":"2021","journal-title":"Seismol. Res. Lett."},{"key":"ref_76","first-page":"35","article-title":"Coseismic Fault Slip and Transtensional Stress Field in the Hovsgol Basin Revealed by the 2021 Mw 6.7 Turt, Mongolia Earthquake","volume":"13","author":"Liu","year":"2013","journal-title":"Nat. Hazards Earth Syst. Sci."},{"key":"ref_77","doi-asserted-by":"crossref","unstructured":"Choe, B., Samsonov, S.V., and Jung, J. (2020). Landfast ice growth and displacement in the Mackenzie Delta observed by 3D time-series SAR speckle offset tracking. Cryosphere, 1\u201319.","DOI":"10.5194\/tc-2020-116"},{"key":"ref_78","doi-asserted-by":"crossref","first-page":"3","DOI":"10.2478\/aep-2013-0035","article-title":"Differences in Ice Cover in the Anthropogenic Reservoir of P\u0142awniowice in the Years 1986\u20132012","volume":"39","author":"Kostecki","year":"2013","journal-title":"Arch. Environ. Prot."},{"key":"ref_79","doi-asserted-by":"crossref","first-page":"347","DOI":"10.2166\/nh.2006.019","article-title":"Long-term changes in lake ice cover in Finland","volume":"37","author":"Korhonen","year":"2006","journal-title":"Hydrol. Res."},{"key":"ref_80","doi-asserted-by":"crossref","first-page":"336","DOI":"10.1623\/hysj.51.2.336","article-title":"Ice cover as an indicator of winter air temperature changes: Case study of the Polish Lowland lakes","volume":"51","author":"Marszelewski","year":"2006","journal-title":"Hydrol. Sci. J."},{"key":"ref_81","doi-asserted-by":"crossref","unstructured":"Lepp\u00e4ranta, M. (2009). Modelling the Formation and Decay of Lake Ice. The Impact of Climate Change on European Lakes, Springer.","DOI":"10.1007\/978-90-481-2945-4_5"},{"key":"ref_82","doi-asserted-by":"crossref","first-page":"46","DOI":"10.5564\/mgs.v26i52.1361","article-title":"The 2021 M w 6.7 Khankh earthquake in the Khuvsgul rift, Mongolia","volume":"26","author":"Battogtokh","year":"2021","journal-title":"Mongolian Geoscientist."}],"container-title":["Remote Sensing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2072-4292\/13\/24\/4979\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,11]],"date-time":"2025-10-11T07:43:07Z","timestamp":1760168587000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2072-4292\/13\/24\/4979"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,12,8]]},"references-count":82,"journal-issue":{"issue":"24","published-online":{"date-parts":[[2021,12]]}},"alternative-id":["rs13244979"],"URL":"https:\/\/doi.org\/10.3390\/rs13244979","relation":{},"ISSN":["2072-4292"],"issn-type":[{"type":"electronic","value":"2072-4292"}],"subject":[],"published":{"date-parts":[[2021,12,8]]}}}