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

页数：6

共 50 条

[1] An Ensemble Kalman Filter for Numerical Weather Prediction Based on Variational Data Assimilation: VarEnKF
Buehner, Mark
Mctaggart-Cowan, Ron
Heilliette, Sylvain
[J]. MONTHLY WEATHER REVIEW, 2017, 145 (02) : 617 - 635
[2] Continuous data assimilation for global numerical weather prediction
Lean, P.
Holm, E. V.
Bonavita, M.
Bormann, N.
McNally, A. P.
Jarvinen, H.
[J]. QUARTERLY JOURNAL OF THE ROYAL METEOROLOGICAL SOCIETY, 2021, 147 (734) : 273 - 288
[3] Impact of surface data assimilation using an ensemble Kalman filter technique on the improvement of weather prediction
Trilaksono, N.J.
Taqiyya, M.
Dewani, N.
Junnaedhi, I.D.G.A.
Riawan, E.
Fitriani, R.
[J]. Journal of Physics: Conference Series, 2019, 1127 (01)
[4] Impact of surface data assimilation using an ensemble Kalman filter technique on the improvement of weather prediction
Trilaksono, N. J.
Taqiyya, M.
Dewani, N.
Junnaedhi, I. D. G. A.
Riawan, E.
Fitriani, R.
[J]. 6TH INTERNATIONAL CONFERENCE ON MATHEMATICS AND NATURAL SCIENCES, 2019, 1127
[5] ASSIMILATION FOR A NUMERICAL EUTROPHICATION MODEL USING ENSEMBLE KALMAN FILTER
Li, Zhijie
Chen, Qiuwen
[J]. PROCEEDINGS OF THE 36TH IAHR WORLD CONGRESS: DELTAS OF THE FUTURE AND WHAT HAPPENS UPSTREAM, 2015, : 651 - 656
[6] Numerical Weather Prediction and Data Assimilation
Podgorski, Krzysztof
[J]. INTERNATIONAL STATISTICAL REVIEW, 2021, 89 (02) : 431 - 432
[7] Numerical Weather Prediction and Data Assimilation
Podgorski, Krzysztof
[J]. INTERNATIONAL STATISTICAL REVIEW, 2021,
[8] On data assimilation in a pseudo-spectral wave prediction model using a Kalman filter
Yoon, Seongjin
Kim, Jinwhan
Choi, Wooyoung
[J]. OCEANS, 2012 - YEOSU, 2012,
[9] Data assimilation with the ensemble Kalman filter in a numerical model of the North Sea
Ponsar, Stephanie
Luyten, Patrick
Duliere, Valerie
[J]. OCEAN DYNAMICS, 2016, 66 (08) : 955 - 971
[10] Data assimilation with the ensemble Kalman filter in a numerical model of the North Sea
Stéphanie Ponsar
Patrick Luyten
Valérie Dulière
[J]. Ocean Dynamics, 2016, 66 : 955 - 971

← 1 2 3 4 5 →