Estimation of snow water equivalent and snow depth in boreal forests by assimilating AMSR-E observations with in situ observations

被引:0
|
作者
Pulliainen, J [1 ]
Hallikainen, M [1 ]
Anttila, S [1 ]
Metsämäki, S [1 ]
机构
[1] Helsinki Univ Technol, Lab Space Technol, FIN-02015 Helsinki, Finland
关键词
snow; passive microwave radiometry; hydrological processes;
D O I
暂无
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
摘要
The retrieval of snow depth (SD) and snow water equivalent (SWE) using, a forward brightness temperature model-based assimilation technique to AMSR-E and ground-based data is discussed. The results obtained for Finland in the winter of 2004 are presented. In practise, it time series of passive microwave radiometer data is assimilated to SD estimates interpolated from weather station observations. The applied technique is based on Bayesian (statistical) inversion of an analytical brightness temperature model. The obtained results indicate that the data assimilation improves the performance of SD and SWE estimation when compared with the case of only using SD estimates interpolated from it discrete ground-based observation network.
引用
收藏
页码:2641 / 2644
页数:4
相关论文
共 50 条
  • [1] Assimilating MODIS and AMSR-E Snow Observations in a Snow Evolution Model
    Fletcher, Steven J.
    Liston, Glen E.
    Hiemstra, Christopher A.
    Miller, Steven D.
    [J]. JOURNAL OF HYDROMETEOROLOGY, 2012, 13 (05) : 1475 - 1492
  • [2] Snow depth and snow water equivalent estimation from AMSR-E data based on a priori snow characteristics in Xinjiang, China
    Dai, Liyun
    Che, Tao
    Wang, Jian
    Zhang, Pu
    [J]. REMOTE SENSING OF ENVIRONMENT, 2012, 127 : 14 - 29
  • [3] Estimation of snow water equivalent over first-year sea ice using AMSR-E and surface observations
    Langlois, A.
    Scharien, R.
    Geldsetzer, T.
    Iacozza, J.
    Barber, D. G.
    Yackel, J.
    [J]. REMOTE SENSING OF ENVIRONMENT, 2008, 112 (09) : 3656 - 3667
  • [4] Identification of atmospheric influences on the estimation of snow water equivalent from AMSR-E measurements
    Wang, J. R.
    Tedesco, M.
    [J]. REMOTE SENSING OF ENVIRONMENT, 2007, 111 (2-3) : 398 - 408
  • [5] A prototype AMSR-E global snow area and snow depth algorithm
    Kelly, RE
    Chang, AT
    Tsang, L
    Foster, JL
    [J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2003, 41 (02): : 230 - 242
  • [6] Assimilation of AMSR-E snow water equivalent data in a spatially-lumped snow model
    Dziubanski, David J.
    Franz, Kristie J.
    [J]. JOURNAL OF HYDROLOGY, 2016, 540 : 26 - 39
  • [7] Mapping of snow water equivalent by a deep-learning model assimilating snow observations
    Cui, Guotao
    Anderson, Michael
    Bales, Roger
    [J]. JOURNAL OF HYDROLOGY, 2023, 616
  • [8] A Comparison of AMSR-E/Aqua Snow Products with in situ Observations and MODIS Snow Cover Products in the Mackenzie River Basin, Canada
    Tong, Jinjun
    Velicogna, Isabella
    [J]. REMOTE SENSING, 2010, 2 (10) : 2313 - 2322
  • [9] Analysis of Aqua AMSR-E derived Snow Water Equivalent over Himalayan Snow Covered Regions
    Kumar, Vijay
    Rao, Y. S.
    Venkataraman, G.
    Sarwade, R. N.
    Snehmani
    [J]. 2006 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, VOLS 1-8, 2006, : 702 - +
  • [10] The contribution of AMSR-E 18.7 and 10.7 GHz measurements to improved boreal forest snow water equivalent retrievals
    Derksen, Chris
    [J]. REMOTE SENSING OF ENVIRONMENT, 2008, 112 (05) : 2701 - 2710