Preliminary Assimilation of Satellite Derived Land Surface Temperature from SEVIRI in the Surface Scheme of the AROME- France Model

被引:4
作者
Sassi, Mohamed Zied [1 ]
Fourrie, Nadia [1 ]
Guidard, Vincent [1 ]
Birman, Camille [1 ]
机构
[1] Univ Toulouse, CNRM, Meteo France, CNRS, Toulouse, France
关键词
remote sensing; infrared satellite observations; observation error diagnostics; Land Surface Temperature retrieval; data assimilation; surface analysis; Numerical Weather Prediction; SKIN TEMPERATURE; ERROR COVARIANCES; SOIL; PARAMETERIZATION; MESOSCALE; VARIABLES; IMPACT; RETRIEVALS; EMISSIVITY;
D O I
10.16993/tellusa.48
中图分类号
P4 [大气科学(气象学)];
学科分类号
0706 ; 070601 ;
摘要
The goal of this study is to examine the impact of assimilating satellite derived surface temperature over land (LST) in the surface scheme of AROME-France model. The LST is retrieved from SEVIRI radiances during the assimilation process in the atmospheric model. The assimilation of LST is performed using an optimal interpolation technique, similarly to the assimilation of other near-surface parameters (temperature and relative humidity at 2 meters). Observation and background errors were diagnosed before to prescribe them in the surface assimilation scheme. First, this LST assimilation has been evaluated in terms of analysis and forecast quality over a two-month summer period. A positive impact has been found on the assimilation of 2 m temperature and relative humidity with a slight decrease in bias of the background departure. An improvement has also been found for the assimilation of microwave humidity sensitive channels. The assimilation of microwave sensors benefits from an updated land surface temperature through the retrieval of the emissivity. Moreover, the assimilation of SEVIRI LST has improved the nighttime forecasts of temperature and relative humidity near the surface and up to 700 hPa. Several open issues for improving these preliminary results are finally proposed.
引用
收藏
页码:88 / 107
页数:20
相关论文
共 50 条
[41]   Simulating the Effects of Irrigation over the United States in a Land Surface Model Based on Satellite-Derived Agricultural Data [J].
Ozdogan, Mutlu ;
Rodell, Matthew ;
Beaudoing, Hiroko Kato ;
Toll, David L. .
JOURNAL OF HYDROMETEOROLOGY, 2010, 11 (01) :171-184
[42]   LDAS-Monde Sequential Assimilation of Satellite Derived Observations Applied to the Contiguous US: An ERA-5 Driven Reanalysis of the Land Surface Variables [J].
Albergel, Clement ;
Munier, Simon ;
Bocher, Aymeric ;
Bonan, Bertrand ;
Zheng, Yongjun ;
Draper, Clara ;
Leroux, Delphine J. ;
Calvet, Jean-Christophe .
REMOTE SENSING, 2018, 10 (10)
[43]   Evaluation of Satellite Estimates of Land Surface Temperature from GOES over the United States [J].
Pinker, Rachel T. ;
Sun, Donglian ;
Hung, Meng-Pai ;
Li, Chuan ;
Basara, Jeffrey B. .
JOURNAL OF APPLIED METEOROLOGY AND CLIMATOLOGY, 2009, 48 (01) :167-180
[44]   Algorithm development for land surface temperature measurement from GOES-R satellite [J].
Yu, Yunyue ;
Tarpley, Dan ;
Raja, M. K. Rama Varma ;
Xu, Hui ;
Privette, Jeffrey L. .
REMOTE SENSING FOR ENVIRONMENTAL MONITORING, GIS APPLICATIONS, AND GEOLOGY VII, 2007, 6749
[45]   Cloudy-sky land surface temperature from VIIRS and MODIS satellite data using a surface energy balance-based method [J].
Jia, Aolin ;
Ma, Han ;
Liang, Shunlin ;
Wang, Dongdong .
REMOTE SENSING OF ENVIRONMENT, 2021, 263
[46]   Forward-Looking Assimilation of MODIS-Derived Snow-Covered Area into a Land Surface Model [J].
Zaitchik, Benjamin F. ;
Rodell, Matthew .
JOURNAL OF HYDROMETEOROLOGY, 2009, 10 (01) :130-148
[47]   Comparing land surface phenology derived from satellite and GPS network microwave remote sensing [J].
Matthew O. Jones ;
John S. Kimball ;
Eric E. Small ;
Kristine M. Larson .
International Journal of Biometeorology, 2014, 58 :1305-1315
[48]   Comparing land surface phenology derived from satellite and GPS network microwave remote sensing [J].
Jones, Matthew O. ;
Kimball, John S. ;
Small, Eric E. ;
Larson, Kristine M. .
INTERNATIONAL JOURNAL OF BIOMETEOROLOGY, 2014, 58 (06) :1305-1315
[49]   Sources of discrepancies between satellite-derived and land surface model estimates of latent heat fluxes [J].
Lipton, Alan E. ;
Liang, Pan ;
Jimenez, Carlos ;
Moncet, Jean-Luc ;
Aires, Filipe ;
Prigent, Catherine ;
Lynch, Richard ;
Galantowicz, John F. ;
d'Entremont, Robert P. ;
Uymin, Gennady .
JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 2015, 120 (06) :2325-2341
[50]   Towards Land Surface Model Validation from Using Satellite Retrieved Soil Moisture [J].
Yee, M. ;
Walker, J. P. ;
Dumedah, G. ;
Monerris, A. ;
Ruediger, C. .
20TH INTERNATIONAL CONGRESS ON MODELLING AND SIMULATION (MODSIM2013), 2013, :2890-2896