Received date: 2020-05-25
Revised date: 2020-09-07
Online published: 2020-11-30
Supported by
the National Natural Science Foundation of China “Study on identifying spring runoff contribution of seasonal river ice utilizing remote sensing data in a typical basin in the Tibetan Plateau”(41971399);The Natural Science Foundation of Gansu Province “The hydrological forecasting system of mountain snow cover driven by remote sensing data”(17JR5RA296)
River ice is a common phenomenon of water freezing in the cold season， which will have a series of important effects on hydrology， transportation， and the environment. River ice monitoring can not only provide a reference for the study of the water cycle and water resources management in cold regions， but also provide a basis for water conservancy project construction and shipping safety. Remote sensing technology can realize the rapid observation of a large range of river ice with low cost and high temporal and spatial resolution， which is considered as one of the effective methods to monitor river ice. In this paper， the research and application progress of remote sensing monitoring of river ice were described objectively in the order of different types of sensors. Multi-spectral remote sensing data have been widely used because of their high spatial and temporal resolution. They are mainly used to monitor the distribution range and area of river ice. Microwave remote sensing data are often used to monitor the type and thickness of river ice due to their unique penetrating ability. Secondly， the future development trend of river ice remote sensing monitoring technology as well as the opportunities and challenges of river ice remote sensing were discussed. At present， some new technologies such as Unmanned Aerial Vehicles （UAV） and Ground-Penetrating Radar （GPR） have also been applied to the field of remote sensing monitoring of river ice. In the future， multi-sensor joint monitoring should be strengthened to improve the monitoring effect. River ice remote sensing research needs to be combined with hydrological and climate models to realize the mutual-cooperation and complementary advantages of remote sensing observations and the models， and promote more in-depth research on river ice monitoring.
Key words： River ice; Remote sensing; Water cycle; Observation; Model.
Haojie Li , Hongyi Li , Jian Wang , Xiaohua Hao . Advances in Remote Sensing of River Ice[J]. Advances in Earth Science, 2020 , 35(10) : 1041 -1051 . DOI: 10.11867/j.issn.1001-8166.2020.081
| 1 | Kang Shichang，Guo Wanqin，Wu Tonghua，et al. Cryospheric changes and their impacts on water resources in the Belt and Road regions［J］. Advances in Earth Science， 2020， 35（1）： 1-17. |
| 1 | 康世昌，郭万钦，吴通华，等. “一带一路”区域冰冻圈变化及其对水资源的影响［J］.地球科学进展， 2020， 35（1）： 1-17. |
| 2 | Tedesco M，Derksen C，Deems J S，et al. Remote Sensing of the Cryosphere［M］. Chichester：Wiley Blackwell，2015. |
| 3 | Yang Xiao，Tamlin M P，George H A. The past and future of global river ice ［J］. Nature， 2020， 577（7 788）： 69-73. |
| 4 | Li Hongyi，Wang Jian，Bai Yunjie，et al. The snow hydrological processes during a representa tive snow cover period in Binggou watershed in the upper reaches of Heihe River［J］. Journal of Glaciology and Geocryology， 2009， 31（2）： 293-300. |
| 4 | 李弘毅，王建，白云洁，等. 黑河上游冰沟流域典型积雪期水文情势［J］. 冰川冻土，2009， 31（2）： 293-300. |
| 5 | Prowse T D，Beltaos S. Climatic control of river-ice hydrology：A review［J］. Hydrological Processes，2002， 16（4）： 805-822. |
| 6 | Gao Peisheng，Jin Guohou. Investigation and analysis of river ice disaster in cold regions of North China［J］. Journal of China Institute of Water， 2003， 1（2）： 159-164. |
| 6 | 高霈生，靳国厚. 中国北方寒冷地区河冰灾害调查与分析［J］. 中国水利水电科学研究院学报，2003， 1（2）： 159-164. |
| 7 | Cooley S W，Pavelsky T M. Spatial and temporal patterns in Arctic river ice breakup revealed by automated ice detection from MODIS imagery［J］. Remote Sensing of Environment， 2016， 175： 310-322. |
| 8 | Lindenschmidt K E，Syrenne G，Harrison R. Measuring ice thicknesses along the Red River in Canada using RADARSAT-2 satellite imagery［J］. Journal of Water Resource & Protection，2010， 2（11）： 923-933. |
| 9 | He Houjun， Ma Xiaobing， Liu Xuegong， et al. Application of remote sensing technology in the monitoring of the ice situation of the Yellow River ［J］.China Flood and Drought Management， 2015， 25（6）： 16-19. |
| 9 | 何厚军，马晓兵，刘学工，等. 遥感技术在黄河凌情监测中的应用［J］. 中国防汛抗旱， 2015， 25（6）： 16-19. |
| 10 | Zhang Zhizhong. Basic characteristics of river ice in the Urumqi River Basin［J］. Journal of Glaciology Geocryology，1992， 14（3）： 267-270. |
| 10 | 张志忠. 乌鲁木齐河流域河冰的基本特征［J］. 冰川冻土， 1992， 14（3）： 267-270. |
| 11 | Shen Hongdao. Progress of river ice research ［C］// China Ice Engineering Academic Symposium， 2011.［ |
| 11 | 沈洪道. 河冰研究进展［C］// 全国冰工程学术研讨会， 2011.］ |
| 12 | Cook Timothy L，Bradley Raymond S. An analysis of past and future changes in the ice cover of two High-Arctic lakes based on Synthetic Aperture Radar （SAR） and Landsat imagery［J］. Arctic Antarctic & Alpine Research， 2010， 42（1）： 9-18. |
| 13 | McGinnis D F， Schneider S R. Monitoring river ice break-up from space［J］. Photogrammetric Engineering & Remote Sensing， 1978， 44（1）： 57-68. |
| 14 | Gatto Lawrence W. Monitoring river ice with Landsat images［J］. Remote Sensing of Environment， 1990， 32（1）： 1-16. |
| 15 | Pavelsky T M，Smith L C. Spatial and temporal patterns in Arctic river ice breakup observed with MODIS and AVHRR time series［J］. Remote Sensing of Environment， 2004， 93（3）：328-338. |
| 16 | Chaouch N，Temimi M，Romanov P，et al. An automated algorithm for river ice monitoring over the Susquehanna River using the MODIS data［J］. Hydrological Processes， 2013， 28（1）： 62-73. |
| 17 | Kraatz S，Khanbilvardi R，Romanov P. River ice monitoring with MODIS：Application over lower Susquehanna River［J］. Cold Regions ence and Technology， 2016， 131（11）： 116-128. |
| 18 | Muhammad P，Claude Duguay，Kang Kevin. Monitoring ice break-up on the Mackenzie River using MODIS data［J］. The Cryosphere， 2016， 10（2）： 569-584. |
| 19 | Beaton A，Whaley R，Corston K，et al. Identifying historic river ice breakup timing using MODIS and Google Earth Engine in support of operational flood monitoring in Northern Ontario［J］. Remote Sensing of Environment， 2019， 224： 352-364. |
| 20 | Sakai T，Hatta S，Okumura M，et al. Use of Landsat TM/ETM+ to monitor the spatial and temporal extent of spring breakup floods in the Lena River，Siberia［J］. International Journal of Remote Sensing， 2015， 36（3/4）： 719-733. |
| 21 | Zhao Shuixia，Li Changyou，Li Chao，et al. Processes of river ice and ice-jam formation in Shensifenzi Bend of the Yellow River［J］. Journal of Hydraulic Engineering，2017， 48（3）： 351-358. |
| 21 | 赵水霞，李畅游，李超，等. 黄河什四份子弯道河冰生消及冰塞形成过程分析［J］. 水利学报， 2017， 48（3）： 351-358. |
| 22 | Li Chao，Li Changyou，Zhao Shuixia，et al. Interpretation and analysis of river ice process based on remote sensing data［J］. Advances in Science & Technology of Water Resources， 2016， 36（3）： 52-56. |
| 22 | 李超，李畅游，赵水霞，等. 基于遥感数据的河冰过程解译及分析［J］. 水利水电科技进展， 2016， 36（3）： 52-56. |
| 23 | Hall D K， Riggs G A. Normalized-Difference Snow Index （NDSI）［M］// Bishop M P， Bj?rnsson H， Haeberli W， et al. Encyclopedia of Snow，Ice and Glaciers. Dordrecht： Springer Netherlands， 2011. |
| 24 | Liu Liangming，Xu Qi，Yang Siquan. Identification of river ice on the Yellow River using landsat images［C］// International Conference on Geoinformatics. IEEE， 2010. |
| 25 | Yan Junjie，Liu Liangming，Ma Haolu，et al. Application of MODIS data on the ice folld monitoring of Yellow River［J］. Geomatics and Information Science of Wuhan University， 2004， 29（8）： 679-681. |
| 25 | 鄢俊洁，刘良明，马浩录，等. MODIS数据在黄河凌汛监测中的应用［J］. 武汉大学学报：信息科学版， 2004， 29（8）： 679-681. |
| 26 | Li Haojie， Li Hongyi， Wang Jian， et al. Monitoring high-altitude river ice distribution at the basin scale in the northeastern Tibetan Plateau from a Landsat time-series spanning 1999-2018［J］. Remote Sensing of Environment， 2020， 247： 111 915. |
| 27 | Wang H B，Wang G H，Tang X M，et al. Yellow River icicle hazard dynamic monitoring using UAV aerial remote sensing technology［J］. IOP Conference Series：Earth and Environmental Science，2014，18：012043. DOI：10.1088/1755-1315/18/1/012043. |
| 28 | Knut A， Christian H， Tuhtan J A， et al. Brief communication：Mapping river ice using drones and structure from motion［J］. The Cryosphere， 2018， 12（2）： 627-633. |
| 29 | Monique Bernier，Yves Gauthier. Monitoring the cryosphere using Radarsat-1 and SSM/I data：An overview of CRYSYS related accomplishments at INRS-ETE［C］//IEEE International Conference on Geoscience & Remote Sensing Symposium， 2006. |
| 30 | Martin Jasek，Yves Gauthier，Jimmy Poulin，et al. Monitoring of freeze-up on the peace river at the vermilion rapids using RADARSAT-2 SAR data［C］//CGU HS Committee on River Ice Processes and the Environment 17th Workshop on River Ice Edmonton， Alberta， 2013. |
| 31 | Karl-Erich Lindenschmidt，Sanden J J，Allyson Demski， et al. Characterising river ice along the Lower Red River using RADARSAT-2 imagery［C］//16th CRIPE Workshop on the Hydraulics of Ice Covered Rivers， 2011. |
| 32 | Mermoz S，Allain S，Bernier M，et al. Retrieval of river ice thickness from C-band polsar data［C］// IEEE International Geoscience and Remote Sensing Symposium， 2012. |
| 33 | Los H，Pawlowski B. The use of sentinel-1 imagery in the analysis of river ice phenomena on the lower vistula in the 2015-2016 winter season［C］// Signal Processing Symposium， 2017. |
| 34 | K?m?ri M，Alho P，Colpaert A，et al. Spatial variation of river-ice thickness in a meandering river［J］. Cold Regions Science and Technology， 2017， 137： 17-29. |
| 35 | Lei Ruibo， Li Zhijun， Qin Jianmin， et al. Investigation of new technologies for in-situ ice thickness observation［J］. Advances in Water Science，2009， 20（2）： 287-292. |
| 35 | 雷瑞波，李志军，秦建敏，等. 定点冰厚观测新技术研究［J］. 水科学进展，2009，20（2）： 287-292. |
| 36 | Li Zhijun， Han Ming， Qin Jianmin， et al. States and advances in monitor of ice thickness change［J］. Advances in Water Science，2005， 16（5）： 753-757. |
| 36 | 李志军，韩明，秦建敏，等. 冰厚变化的现场监测现状和研究进展［J］. 水科学进展， 2005， 16（5）： 753-757. |
| 37 | Li Haojie， Li Hongyi， Wang Jian， et al. Extending the ability of near-infrared images to monitor small river discharge on the northeastern Tibetan Plateau［J］. Water Resources Research，2019， 55（11）： 8 404-8 421. |
| 38 | Yan Kailin. Advances of ice hydraulics，ice regime observation and forecasting in rivers［J］. Journal of Hydraulic Engineering，2018， 49（1）： 81-91. |
| 38 | 杨开林. 河渠冰水力学、冰情观测与预报研究进展［J］. 水利学报，2018， 49（1）： 81-91. |
| 39 | Gu Lihua，Ni Jin. Advance in river ice hydrology［J］. Journal of Anhui Technical College of Water Resources and Hydroelectric Power， 2008， 8（1）： 24-26. |
| 39 | 顾李华，倪晋. 河冰水文研究的进展［J］. 安徽水利水电职业技术学院学报， 2008， 8（1）： 24-26. |
| 40 | Brian Morse， Faye Hicks. Advances in river ice hydrology 1999-2003［J］. Hydrological Processes， 2005， 19（1）： 247-263. |
| 41 | Prowse T D. River-ice hydrology［M］//Encyclopedia of Hydrological Sciences. John Wiley & Sons， Ltd.， 2006. DOI： 10.1002/0470848944. |
| 42 | Brakenridge G R，Cohen S，Kettner A J，et al. Calibration of satellite measurements of river discharge using a global hydrology model［J］. Journal of Hydrology， 2012， 475： 123-136. |
| 43 | Sun Wenchao，Ishidaira Hiroshi，Bastola Satish，et al. Estimating daily time series of streamflow using hydrological model calibrated based on satellite observations of river water surface width：Toward real world applications［J］. Environmental Research， 2015， 139（5）： 36-45. |
| 44 | Turcotte B，Morse B. A global river ice classification model［J］. Journal of Hydrology， 2013， 507： 134-148. |
| 45 | Zhang Fan，Mosaffa M，Chu Thuan， et al. Using remote sensing data to parameterize ice jam modeling for a northern inland delta［J］. Water， 2017， 9（5）： 306. |
| 46 | Qin Dahe，Ding Yongjian. Cryospheric changes and their impacts：Present，trends and key issues［J］. Advances in Climate Change Research， 2009， 5（4）： 187-195. |
| 46 | 秦大河，丁永建. 冰冻圈变化及其影响研究——现状、趋势及关键问题［J］. 气候变化研究进展，2009， 5（4）： 187-195. |
| 47 | Shiklomanov A I，Lammers R B. River ice responses to a warming Arctic—Recent evidence from Russian Rivers［J］. Environmental Research Letters， 2014， 9（3）： 206-222. |
| 48 | Vuglinsky V，Valatin D. Changes in ice cover duration and maximum ice thickness for rivers and lakes in the Asian part of Russia［J］. Natural Resources， 2018， 9（3）： 73-87. |
| 49 | Helama S， Jiang J， Korhonen J， et al. Quantifying temporal changes in Tornionjoki river ice breakup dates and spring temperatures in Lapland since 1802［J］. Journal of Geographical Sciences， 2013， 23（6）： 1 069-1 079. |
| 50 | Li Ji，Hu Chunli，Li Fei，et al. Characters of river's freeze/thaw date and their responses to regional warming in Liaoning Province during 1981-2009［J］. Advances in Climate Change Research， 2011， 7（6）： 418-422. |
| 50 | 李辑，胡春丽，李菲，等. 1981—2009年辽宁省河流封冻期特征及对气候变暖的响应［J］. 气候变化研究进展， 2011， 7（6）： 418-422. |
| 51 | Latifovic R，Pouliot D. Analysis of climate change impacts on lake ice phenology in Canada using the historical satellite data record［J］. Remote Sensing of Environment，2007，106（4）：492-507. |
| 52 | Liu Xiaodong，Chen Baode. Climatic warming in the Tibetan Plateau during recent decades［J］. International Journal of Climatology， 2000， 20（14）： 1 729-1 742. |
| 53 | Li Xin，Cheng Guodong，Jin Huijun，et al. Cryospheric change in China［J］. Global and Planetary Change，2008，62（3/4）：210-218. |
| 54 | Yao Tandong， Onnie Thompson， Yang Wei， et al. Different glacier status with atmospheric circulations in Tibetan Plateau and surroundings［J］. Nature Climate Change， 2012， 2： 663-667. |
| 55 | Gou Peng，Ye Qinghua，Che Tao，et al. Lake ice phenology of Nam Co，Central Tibetan Plateau，China，derived from multiple MODIS data products［J］. Journal of Great Lakes Research，2017， 43（6）： 989-998. |
| 56 | Jan Kropá?ek，Maussion F，Chen F，et al. Analysis of ice phenology of lakes on the Tibetan Plateau from MODIS data ［J］. The Cryosphere， 2013， 7（1）： 287-301. |
/
| 〈 |
|
〉 |
甘公网安备62010202000687
