Assessment of MERRA-2 and ERA5 to Model the Snow Water Equivalent in the High Atlas (1981-2019)

被引:13
作者
Baba, Mohamed Wassim [1 ]
Boudhar, Abdelghani [1 ,2 ]
Gascoin, Simon [3 ]
Hanich, Lahoucine [1 ,4 ]
Marchane, Ahmed [1 ]
Chehbouni, Abdelghani [1 ,3 ]
机构
[1] Mohammed VI Polytech Univ UM6P, Ctr Remote Sensing Applicat CRSA, Ben Guerir 43150, Morocco
[2] Sultan Moulay Slimane Univ, Fac Sci & Tech, Water Resources Management & Valorizat & Remote S, Beni Mellal 23000, Morocco
[3] Univ Toulouse, CESBIO, CNES CNRS IRD INRA UPS, F-31400 Toulouse, France
[4] Univ Cadi Ayyad, Dept Sci Terre, Lab Geosci Geoenvironm & Genie Civil, Fac Sci & Tech Gueliz, Av A Khattabi,BP 549, Marrakech 40000, Morocco
关键词
snow cover; snow water equivalent; Morocco; MERRA-2; ERA5;
D O I
10.3390/w13070890
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Melt water runoff from seasonal snow in the High Atlas range is an essential water resource in Morocco. However, there are only few meteorological stations in the high elevation areas and therefore it is challenging to estimate the distribution of snow water equivalent (SWE) based only on in situ measurements. In this work we assessed the performance of ERA5 and MERRA-2 climate reanalysis to compute the spatial distribution of SWE in the High Atlas. We forced a distributed snowpack evolution model (SnowModel) with downscaled ERA5 and MERRA-2 data at 200 m spatial resolution. The model was run over the period 1981 to 2019 (37 water years). Model outputs were assessed using observations of river discharge, snow height and MODIS snow-covered area. The results show a good performance for both MERRA-2 and ERA5 in terms of reproducing the snowpack state for the majority of water years, with a lower bias using ERA5 forcing.
引用
收藏
页数:14
相关论文
共 52 条
  • [41] The Andes Cordillera. Part II: Rio Olivares Basin snow conditions (1979-2014), central Chile
    Mernild, Sebastian H.
    Liston, Glen E.
    Hiemstra, Christopher A.
    Yde, Jacob C.
    McPhee, James
    Malmros, Jeppe K.
    [J]. INTERNATIONAL JOURNAL OF CLIMATOLOGY, 2017, 37 (04) : 1699 - 1715
  • [42] Isotopic signatures for the assessment of snow water resources in the Moroccan high Atlas mountains: contribution to surface and groundwater recharge
    N'da, Angoran Baudelaire
    Bouchaou, Lhoussaine
    Reichert, Barbara
    Hanich, Lahoucine
    Brahim, Yassine Ait
    Chehbouni, Abdelghani
    Beraaouz, El Hassane
    Michelot, Jean-Luc
    [J]. ENVIRONMENTAL EARTH SCIENCES, 2016, 75 (09)
  • [43] Understanding the hydrological system dynamics of a glaciated alpine catchment in the Himalayan region using the J2000 hydrological model
    Nepal, S.
    Krause, P.
    Fluegel, W. -A.
    Fink, M.
    Fischer, C.
    [J]. HYDROLOGICAL PROCESSES, 2014, 28 (03) : 1329 - 1344
  • [44] Exposure of global mountain systems to climate warming during the 21st Century
    Nogues-Bravo, D.
    Araujo, M. B.
    Errea, M. P.
    Martinez-Rica, J. P.
    [J]. GLOBAL ENVIRONMENTAL CHANGE-HUMAN AND POLICY DIMENSIONS, 2007, 17 (3-4): : 420 - 428
  • [45] The value of MODIS snow cover data in validating and calibrating conceptual hydrologic models
    Parajka, J.
    Bloschl, G.
    [J]. JOURNAL OF HYDROLOGY, 2008, 358 (3-4) : 240 - 258
  • [46] Raimonet M, 2017, J HYDROMETEOROL, V18, P3027, DOI [10.1175/JHM-D-17-0018.1, 10.1175/jhm-d-17-0018.1]
  • [47] Revisiting a simple degree-day model for integrating satellite data: implementation of SWE-SCA hystereses
    Riboust, Philippe
    Thirel, Guillaume
    Le Moine, Nicolas
    Ribstein, Pierre
    [J]. JOURNAL OF HYDROLOGY AND HYDROMECHANICS, 2019, 67 (01) : 70 - 81
  • [48] Correcting basin-scale snowfall in a mountainous basin using a distributed snowmelt model and remote-sensing data
    Shrestha, M.
    Wang, L.
    Koike, T.
    Tsutsui, H.
    Xue, Y.
    Hirabayashi, Y.
    [J]. HYDROLOGY AND EARTH SYSTEM SCIENCES, 2014, 18 (02) : 747 - 761
  • [49] Simonneaux V., 2008, 13 IWRA WORLD WAT C
  • [50] Dynamics of seasonal snowpack over the High Atlas
    Tuel, Alexandre
    Chehbouni, Abdelghani
    Eltahir, Elfatih A. B.
    [J]. JOURNAL OF HYDROLOGY, 2021, 595