Review of River Ice Observation and Data Analysis Technologies

被引:1
|
作者
Zakharov, Igor [1 ]
Puestow, Thomas [2 ]
Khan, Amir Ali [3 ]
Briggs, Robert [3 ]
Barrette, Paul [2 ]
机构
[1] C CORE, Geoanalyt, Ottawa, ON K2K 2A4, Canada
[2] Natl Res Council Canada NRC, Ocean Coastal & River Engn OCRE, Ottawa, ON K1A 0R6, Canada
[3] Natl Res Council Canada NRC, Ocean Coastal & River Engn OCRE, St John, NF A1B 3T5, Canada
关键词
river ice; Earth observation (EO); remote sensing; ice classification; data analytics; SYNTHETIC-APERTURE RADAR; FM-CW RADAR; BREAK-UP; TEMPORAL PATTERNS; HISTORICAL TRENDS; WATER VELOCITIES; MACKENZIE RIVER; FREEZE-UP; THICKNESS; SAR;
D O I
10.3390/hydrology11080126
中图分类号
TV21 [水资源调查与水利规划];
学科分类号
081501 ;
摘要
This paper provides a comprehensive review of the available literature on the observation and characterization of river ice using remote sensing technologies. Through an analysis of 200 publications spanning from 1919 to June 2024, we reviewed different observation technologies deployed on in situ, aerial and satellite platforms for their utility in monitoring and characterizing river ice covers. River ice information, captured by 51 terms extracted from the literature, holds significant value in enhancing infrastructure resilience in the face of climate change. Satellite technologies, in particular the multispectral optical and multi-polarimetric synthetic aperture radar (SAR), provide a number of advantages, such as ice features discrimination, better ice characterization, and reliable delineation of open water and ice, with both current and upcoming sensors. The review includes data analysis methods employed for the monitoring and characterization of river ice, including ice information retrieval methods and corresponding accuracies. The need for further research on artificial intelligence and, in particular, deep learning (DL) techniques has been recognized as valuable for enhancing the accuracy of automated systems. The growing availability of freely available and commercial satellites, UAVs, and in situ data with improved characteristics suggests significant operational potential for river ice observation in the near future. Our study also identifies gaps in the current capabilities for river ice observation and provides suggestions for improved data analysis and interpretation.
引用
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页数:42
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