Analysing the contribution of snow water equivalent to the terrestrial water storage over Canada

被引:19
作者
Bahrami, Ala [1 ]
Goita, Kalifa [1 ]
Magagi, Ramata [1 ]
机构
[1] Univ Sherbrooke, Dept Geomat Appl, Ctr Applicat & Rech Teledetect CARTEL, Sherbrooke, PQ J1K 2R1, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
AMSR-E; CMC SWE data; GlobSnow2; GRACE; snow water equivalent; terrestrial water storage; WGHM; GLACIAL ISOSTATIC-ADJUSTMENT; COMMUNITY LAND MODEL; DATA ASSIMILATION; GRACE DATA; VARIABILITY; ENSEMBLE; CLIMATE; COVER; ACCUMULATION; PRODUCTS;
D O I
10.1002/hyp.13625
中图分类号
TV21 [水资源调查与水利规划];
学科分类号
081501 ;
摘要
In this study, the spatial and temporal variabilities of terrestrial water storage anomaly (TWSA) and snow water equivalent anomaly (SWEA) information obtained from the Gravity Recovery and Climate Experiment (GRACE) twin satellites data were analysed in conjunction with multisource snow products over several basins in the Canadian landmass. Snow water equivalent (SWE) data were extracted from three different sources: Global Snow Monitoring for Climate Research version 2 (GlobSnow2), Advanced Microwave Scanning Radiometer-Earth Observing System (AMSR-E), and Canadian Meteorological Centre (CMC). The objective of the study was to understand whether SWE variations have a significant contribution to terrestrial water storage anomalies in the Canadian landmass. The period was considered from December 2002 to March 2011. Significant relationships were observed between TWSA and SWEA for most of the 15 basins considered (53% to 80% of the basins, depending on the SWE products considered). The best results were obtained with the CMC SWE products compared with satellite-based SWE data. Stronger relationships were found in snow-dominated basins (R-s > = 0.7), such as the Liard [root mean square error (RMSE) = 21.4 mm] and Peace Basins (RMSE = 26.76 mm). However, despite high snow accumulation in the north of Quebec, GRACE showed weak or insignificant correlations with SWEA, regardless of the data sources. The same behaviour was observed in the Western Hudson Bay basin. In both regions, it was found that the contribution of non-SWE compartments including wetland, surface water, as well as soil water storages has a significant impact on the variations of total storage. These components were estimated using the Water-Global Assessment and Prognosis Global Hydrology Model (WGHM) simulations and then subtracted from GRACE observations. The GRACE-derived SWEA correlation results showed improved relationships with three SWEA products. The improvement is particularly important in the sub-basins of the Hudson Bay, where very weak and insignificant results were previously found with GRACE TWSA data. GRACE-derived SWEA showed a significant relationship with CMC data in 93% of the basins (13% more than GRACE TWSA). Overall, the results indicated the important role of SWE on terrestrial water storage variations.
引用
收藏
页码:175 / 188
页数:14
相关论文
共 50 条
[21]   Evaluation and Intercomparison of Multiple Snow Water Equivalent Products over the Tibetan Plateau [J].
Bian, Qingyun ;
Xu, Zhongfeng ;
Zhao, Long ;
Zhang, Yong-Fei ;
Zheng, Hui ;
Shi, Chunxiang ;
Zhang, Shuai ;
Xie, Conghui ;
Yang, Zong-Liang .
JOURNAL OF HYDROMETEOROLOGY, 2019, 20 (10) :2043-2055
[22]   Projection of droughts and their socioeconomic exposures based on terrestrial water storage anomaly over China [J].
Yin, Jiabo ;
Guo, Shenglian ;
Yang, Yan ;
Chen, Jie ;
Gu, Lei ;
Wang, Jun ;
He, Shaokun ;
Wu, Boyang ;
Xiong, Jinghua .
SCIENCE CHINA-EARTH SCIENCES, 2022, 65 (09) :1772-1787
[23]   Use of multiple reference data sources to cross-validate gridded snow water equivalent products over North America [J].
Mortimer, Colleen ;
Mudryk, Lawrence ;
Cho, Eunsang ;
Derksen, Chris ;
Brady, Mike ;
Vuyovich, Carrie .
CRYOSPHERE, 2024, 18 (12) :5619-5639
[24]   Estimating snow depth or snow water equivalent from space [J].
Dai, LiYun ;
Che, Tao .
SCIENCES IN COLD AND ARID REGIONS, 2022, 14 (02) :79-90
[25]   Intercomparison of snow water equivalent observations in the Northern Great Plains [J].
Tuttle, Samuel E. ;
Jacobs, Jennifer M. ;
Vuyovich, Carrie M. ;
Olheiser, Carrie ;
Cho, Eunsang .
HYDROLOGICAL PROCESSES, 2018, 32 (06) :817-829
[26]   Improving Snow Water Equivalent Maps With Machine Learning of Snow Survey and Lidar Measurements [J].
Broxton, Patrick D. ;
van Leeuwen, Willem J. D. ;
Biederman, Joel A. .
WATER RESOURCES RESEARCH, 2019, 55 (05) :3739-3757
[27]   Investigating ANN architectures and training to estimate snow water equivalent from snow depth [J].
Ntokas, Konstantin F. F. ;
Odry, Jean ;
Boucher, Marie-Amelie ;
Garnaud, Camille .
HYDROLOGY AND EARTH SYSTEM SCIENCES, 2021, 25 (06) :3017-3040
[28]   Operational determination of snow water equivalent using Radarsat data over a large hydroelectric complex in eastern Canada [J].
Gauthier, Y ;
Bernier, M ;
Fortin, JP ;
Gauthier, R ;
Roy, R ;
Vincent, P .
REMOTE SENSING AND HYDROLOGY 2000, 2001, (267) :343-348
[29]   Inductive machine learning for improved estimation of catchment-scale snow water equivalent [J].
Buckingham, David ;
Skalka, Christian ;
Bongard, Josh .
JOURNAL OF HYDROLOGY, 2015, 524 :311-325
[30]   Determination of snow water equivalent using RADARSAT SAR data in eastern Canada [J].
Bernier, M ;
Fortin, JP ;
Gauthier, Y ;
Gauthier, R ;
Roy, R ;
Vincent, P .
HYDROLOGICAL PROCESSES, 1999, 13 (18) :3041-3051