Retrieval of snow water equivalent over boreal forest in Canada from passive microwave measurements using the HUT snow emission model

被引:0
|
作者
Roy, V [1 ]
Goïta, K [1 ]
Royer, A [1 ]
Walker, AE [1 ]
Goodison, BE [1 ]
机构
[1] Univ Sherbrooke, CARTEL, Sherbrooke, PQ J1K 2R1, Canada
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The objective of this research is to validate the Helsinki University of Technology (HUT) snow emission model and evaluate it's efficiency for snow water equivalent (SWE) estimation in a Canadian boreal forest environment. The model validation over the BOREAS study area shows a correlation (R(2)greater than or equal to0.4) between the errors in the simulated brightness temperatures and the snow grain size, which controls the snow cover extinction behavior in the HUT model. Therefore, we propose a different empirical relationship for the extinction coefficient of the snow cover for the environment considered. Better predictions of brightness temperatures at 18 and 37 GHz in both polarizations were obtained using this relation. The accuracy of SWE estimated by inverse modeling based on minimization techniques was also improved, with a mean retrieval error on SWE of less than 15 mm and negligible bias. In comparison, conventional empirical algorithms, based on brightness temperature gradients, tend to underestimate SWE in boreal conditions with a mean retrieval error in the order of 20 to 30 mm.
引用
收藏
页码:220 / 222
页数:3
相关论文
共 50 条
  • [11] Challenges in determining snow water equivalent over Canada using microwave radiometry
    Walker, AE
    Goodison, BE
    [J]. IGARSS 2000: IEEE 2000 INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, VOL I - VI, PROCEEDINGS, 2000, : 1551 - 1554
  • [12] Application of a Markov Chain Monte Carlo algorithm for snow water equivalent retrieval from passive microwave measurements
    Pan, Jinmei
    Durand, Michael T.
    Vander Jagt, Benjamin J.
    Liu, Desheng
    [J]. REMOTE SENSING OF ENVIRONMENT, 2017, 192 : 150 - 165
  • [13] OBSERVING SEASONAL SNOW CHANGES IN THE BOREAL FOREST AREA USING ACTIVE AND PASSIVE MICROWAVE MEASUREMENTS
    Pulliainen, J.
    Lemmetyinen, J.
    Kontu, A.
    Arslan, A.
    Wiesmann, A.
    Nagler, T.
    Rott, H.
    Davidson, M.
    Schuettemeyer, D.
    Kern, M.
    [J]. 2010 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, 2010, : 2375 - 2378
  • [14] Inversion of a passive microwave snow emission model for water equivalent estimation using airborne and satellite data
    Parde, M.
    Goita, K.
    Royer, A.
    [J]. REMOTE SENSING OF ENVIRONMENT, 2007, 111 (2-3) : 346 - 356
  • [15] MICROWAVE SNOW EMISSION MODELING OF BOREAL FOREST ENVIRONMENTS
    Roy, Alexandre
    Royer, Alain
    Montpetit, Benoit
    Langlois, Alexandre
    [J]. 2015 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS), 2015, : 754 - 757
  • [16] DERIVATION OF SNOW WATER EQUIVALENT IN BOREAL FORESTS USING MICROWAVE RADIOMETRY
    FOSTER, JL
    CHANG, ATC
    HALL, DK
    RANGO, A
    [J]. ARCTIC, 1991, 44 : 147 - 152
  • [17] A NEURAL NETWORK APPROACH TO INVERSION OF SNOW WATER EQUIVALENT FROM PASSIVE MICROWAVE MEASUREMENTS
    CHANG, ATC
    TSANG, L
    [J]. NORDIC HYDROLOGY, 1992, 23 (03) : 173 - 182
  • [18] Advances in seasonal snow water equivalent (SWE) retrieval using in situ passive microwave measurements over first-year sea ice
    Langlois, A.
    Barber, D. G.
    [J]. INTERNATIONAL JOURNAL OF REMOTE SENSING, 2008, 29 (16) : 4781 - 4802
  • [19] Retrieval of regional Snow Water Equivalent from space-borne passive microwave observations
    Pulliainen, J
    Hallikainen, M
    [J]. REMOTE SENSING OF ENVIRONMENT, 2001, 75 (01) : 76 - 85
  • [20] Estimation of snow depth in the UK using the HUT snow emission model
    Department of Meteorology, COMSATS Institute of Information Technology, Islamabad-44000, Pakistan
    不详
    [J]. Int. J. Remote Sens., 14 (4249-4267):