A NEURAL NETWORK APPROACH TO INVERSION OF SNOW WATER EQUIVALENT FROM PASSIVE MICROWAVE MEASUREMENTS

被引:0
|
作者
CHANG, ATC
TSANG, L
机构
关键词
D O I
暂无
中图分类号
TV21 [水资源调查与水利规划];
学科分类号
081501 ;
摘要
The inversion of snow water equivalent, SWE, from passive microwave remote sensing measurements may be accomplished by using a neural network trained with a dense media multiple scattering model. Brightness temperatures from 19 GHz vertical and horizontal polarizations, 22 GHz vertical polarization and 37 GHz vertical and horizontal polarizations which are available from the SSM/I sensors, are used as input to the neural network. The percentage error for estimated SWE varies from 9 % to 57 % for different snow conditions.
引用
收藏
页码:173 / 182
页数:10
相关论文
共 50 条
  • [41] Examination of the impacts of vegetation on the correlation between snow water equivalent and passive microwave brightness temperature
    Cai, Shanshan
    Li, Dongyue
    Durand, Michael
    Margulis, Steven A.
    [J]. REMOTE SENSING OF ENVIRONMENT, 2017, 193 : 244 - 256
  • [42] Physical properties of Arctic versus subarctic snow: Implications for high latitude passive microwave snow water equivalent retrievals
    Derksen, C.
    Lemmetyinen, J.
    Toose, P.
    Silis, A.
    Pulliainen, J.
    Sturm, M.
    [J]. JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 2014, 119 (12) : 7254 - 7270
  • [43] Using artificial neural networks to estimate snow water equivalent from snow depth
    Odry, J.
    Boucher, M. A.
    Cantet, P.
    Lachance-Cloutier, S.
    Turcotte, R.
    St-Louis, P. Y.
    [J]. CANADIAN WATER RESOURCES JOURNAL, 2020, 45 (03) : 252 - 268
  • [44] Passive microwave measurements of seasonal snow in South America
    Foster, JL
    Chang, ATC
    Hall, DK
    Kelley, R
    [J]. IGARSS 2001: SCANNING THE PRESENT AND RESOLVING THE FUTURE, VOLS 1-7, PROCEEDINGS, 2001, : 807 - 809
  • [45] Review of snow water equivalent microwave remote sensing
    Shi JianCheng
    Xiong Chuan
    Jiang LingMei
    [J]. SCIENCE CHINA-EARTH SCIENCES, 2016, 59 (04) : 731 - 745
  • [46] Mapping snow water equivalent by combining a spatially distributed snow hydrology model with passive microwave remote-sensing data
    Wilson, LL
    Tsang, L
    Hwang, JN
    Chen, CT
    [J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 1999, 37 (02): : 690 - 704
  • [47] Review of snow water equivalent microwave remote sensing
    JianCheng Shi
    Chuan Xiong
    LingMei Jiang
    [J]. Science China Earth Sciences, 2016, 59 : 731 - 745
  • [48] Review of snow water equivalent microwave remote sensing
    SHI JianCheng
    XIONG Chuan
    JIANG LingMei
    [J]. Science China Earth Sciences, 2016, 59 (04) : 731 - 745
  • [49] Application of the Getis statistic to hemispheric and regional scale passive microwave derived snow water equivalent imagery
    Derksen, C
    Wulder, M
    LeDrew, E
    Goodison, B
    [J]. IGARSS '98 - 1998 INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, PROCEEDINGS VOLS 1-5: SENSING AND MANAGING THE ENVIRONMENT, 1998, : 977 - 979
  • [50] Evaluation of passive microwave brightness temperature simulations and snow water equivalent retrievals through a winter season
    Derksen, C.
    Toose, P.
    Lemmetyinen, J.
    Pulliainen, J.
    Langlois, A.
    Rutter, N.
    Fuller, M. C.
    [J]. REMOTE SENSING OF ENVIRONMENT, 2012, 117 : 236 - 248