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DOI | 10.1016/j.jag.2018.09.011 |
A method for monthly mapping of wet and dry snow using Sentinel-1 and MODIS: Application to a Himalayan river basin | |
Snapir B.; Momblanch A.; Jain S.K.; Waine T.W.; Holman I.P. | |
发表日期 | 2019 |
ISSN | 15698432 |
起始页码 | 222 |
结束页码 | 230 |
卷号 | 74 |
英文摘要 | Satellite Remote Sensing, with both optical and SAR instruments, can provide distributed observations of snow cover over extended and inaccessible areas. Both instruments are complementary, but there have been limited attempts at combining their measurements. We describe a novel approach to produce monthly maps of dry and wet snow areas through application of data fusion techniques to MODIS fractional snow cover and Sentinel-1 wet snow mask, facilitated by Google Earth Engine. The method is demonstrated in a 55,000 km 2 river basin in the Indian Himalayan region over a period of ∼2.5 years, although it can be applied to any areas of the world where Sentinel-1 data are routinely available. The typical underestimation of wet snow area by SAR is corrected using a digital elevation model to estimate the average melting altitude. We also present an empirical model to derive the fractional cover of wet snow from Sentinel-1. Finally, we demonstrate that Sentinel-1 effectively complements MODIS as it highlights a snowmelt phase which occurs with a decrease in snow depth but no/little decrease in snowpack area. Further developments are now needed to incorporate these high resolution observations of snow areas as inputs to hydrological models for better runoff analysis and improved management of water resources and flood risk. © 2018 Elsevier B.V. |
英文关键词 | Google Earth Engine; Himalayas; MODIS; Sentinel-1; Snow |
语种 | 英语 |
scopus关键词 | mapping method; MODIS; remote sensing; river basin; Sentinel; snow; synthetic aperture radar; Himalayas; India |
来源期刊 | International Journal of Applied Earth Observation and Geoinformation
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文献类型 | 期刊论文 |
条目标识符 | http://gcip.llas.ac.cn/handle/2XKMVOVA/156573 |
作者单位 | Cranfield University, Bedfordshire, MK43 0AL, United Kingdom; Water Resources Systems Division, National Institute of Hydrology, Roorkee, India |
推荐引用方式 GB/T 7714 | Snapir B.,Momblanch A.,Jain S.K.,et al. A method for monthly mapping of wet and dry snow using Sentinel-1 and MODIS: Application to a Himalayan river basin[J],2019,74. |
APA | Snapir B.,Momblanch A.,Jain S.K.,Waine T.W.,&Holman I.P..(2019).A method for monthly mapping of wet and dry snow using Sentinel-1 and MODIS: Application to a Himalayan river basin.International Journal of Applied Earth Observation and Geoinformation,74. |
MLA | Snapir B.,et al."A method for monthly mapping of wet and dry snow using Sentinel-1 and MODIS: Application to a Himalayan river basin".International Journal of Applied Earth Observation and Geoinformation 74(2019). |
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