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Publication Additional Information Download
Publication Type
Journal Article
Authorship
Thompson, A. and R.E.J. Kelly
Title
Radar retrieval of snow water equivalent for mid-latitude agricultural sites
Year
2021
Publication Outlet
Canadian Journal of Remote Sensing. 47(1): 119-142
DOI
https://doi.org/10.1080/07038992.2021.1898938
Citation
Thompson, A. and R.E.J. Kelly (2021) Radar retrieval of snow water equivalent for mid-latitude agricultural sites, Canadian Journal of Remote Sensing. 47(1): 119-142. https://doi.org/10.1080/07038992.2021.1898938 .
Abstract
Mid-latitude snow is understudied compared to snow in the northern high latitudes despite its importance as a source of freshwater to this economically significant region. The mid-latitudes provide opportunity to understand the influence on SWE retrievals of ice and vegetation, conditions which may encroach the north with a warming climate. Successful retrieval of SWE and snow depth was demonstrated using the Microwave Emission Model of Layered Snowpacks, adapted for backscattering (MEMLS3&a) with multi-angle Ku-band UWScat snow observations (VV polarization), of agricultural fields in Maryhill and Englehart, Ontario. A single-layer parameterization provided best results for Maryhill (RMSE of 21.9 mm SWE) while a dual-layer parameterization provided best results for Englehart (RMSE of 24.6 mm). Accounting for soil effects using a soil-subtraction method improved RMSE by up to 6.3 mm SWE. Retrievals were repeated with in situ snow depths improving accuracy at both sites (RMSE = 12.0 and 10.9 mm SWE for Maryhill and Englehart, respectively). Observations containing ice lenses and partially buried vegetation yielded a retrieval accuracy of RMSE = 60.4 mm which improved with in situ snow depths (RMSE = 21.1 mm SWE). These results compared favorably with the often-cited accuracy requirement of RMSE = 30 mm SWE.
Program Affiliations
GWF: Global Water Futures
Project Affiliations
GWF-TSTSW: Transformative Sensor Technologies and Smart Watersheds
Publication Stage
Published
Additional Information
TTSW, Refereed Publications
Download Links
https://doi.org/10.1080/07038992.2021.1898938
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