Satellite data assimilation in global numerical weather prediction model using Kalman filter

被引:1
作者
Bogoslovskiy, Nikolay N. [1 ]
Erin, Sergei I. [1 ]
Borodina, Irina A. [1 ]
Kizhner, Lubov I. [1 ]
Alipova, Kseniya A. [1 ]
机构
[1] Tomsk State Univ, 36 Lenin Ave, Tomsk 634050, Russia
来源
22ND INTERNATIONAL SYMPOSIUM ON ATMOSPHERIC AND OCEAN OPTICS: ATMOSPHERIC PHYSICS | 2016年 / 10035卷
关键词
data assimilation; surface layer soil moisture; satellite observations; SOIL-MOISTURE; PARAMETERIZATION;
D O I
10.1117/12.2249275
中图分类号
P4 [大气科学(气象学)];
学科分类号
0706 ; 070601 ;
摘要
This paper examines the application of the Kalman filter for assimilation of satellite soil moisture measurement data into the SL-AV global numerical weather prediction (NWP) model. This technique allows to consider soil moisture data in areas with available satellite observations. Single-assimilation numerical experiments based on the Kalman filter revealed a reduction of errors in the initial surface layer soil moisture data.
引用
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页数:6
相关论文
共 12 条
[1]   A simplified bi-dimensional variational analysis of soil moisture from screen-level observations in a mesoscale numerical weather-prediction model [J].
Balsamo, G ;
Bouyssel, F ;
Noilhan, J .
QUARTERLY JOURNAL OF THE ROYAL METEOROLOGICAL SOCIETY, 2004, 130 (598) :895-915
[2]   Initial soil moisture retrievals from the METOP-A Advanced Scatterometer (ASCAT) [J].
Bartalis, Zoltan ;
Wagner, Wolfgang ;
Naeimi, Vahid ;
Hasenauer, Stefan ;
Scipal, Klaus ;
Bonekamp, Hans ;
Figa, Julia ;
Anderson, Craig .
GEOPHYSICAL RESEARCH LETTERS, 2007, 34 (20)
[3]  
Bogoslovskiy N. N., 2015, P SOC PHOTO-OPT INS, V9680, P1
[4]   Comparison of ASCAT satellite soil moisture measurements data with in-situ measurements [J].
Bogoslovskiy, Nikolay N. ;
Erin, Sergey I. ;
Borodina, Irina A. ;
Kizhner, Lubov I. .
20TH INTERNATIONAL SYMPOSIUM ON ATMOSPHERIC AND OCEAN OPTICS: ATMOSPHERIC PHYSICS, 2014, 9292
[5]  
Entekhabi D., 2012, INITIAL RELEASE, V1, P71
[6]   Soil moisture retrieval from space: The Soil Moisture and Ocean Salinity (SMOS) mission [J].
Kerr, YH ;
Waldteufel, P ;
Wigneron, JP ;
Martinuzzi, JM ;
Font, J ;
Berger, M .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2001, 39 (08) :1729-1735
[7]   The ISBA land surface parameterisation scheme [J].
Noilhan, J ;
Mahfouf, JF .
GLOBAL AND PLANETARY CHANGE, 1996, 13 (1-4) :145-159
[8]  
NOILHAN J, 1989, MON WEATHER REV, V117, P536, DOI 10.1175/1520-0493(1989)117<0536:ASPOLS>2.0.CO
[9]  
2
[10]   INTERACTION BETWEEN SOIL HYDROLOGY AND BOUNDARY-LAYER DEVELOPMENT [J].
PAN, HL ;
MAHRT, L .
BOUNDARY-LAYER METEOROLOGY, 1987, 38 (1-2) :185-202