Assimilation of lake water surface temperature observations using an extended Kalman filter
References
, , , , , co-authors. Optical properties of boreal lake waters in Finland and Estonia. Boreal Environ. Res. 2008; 13: 133– 158. , , . A simplified bi-dimensional variational analysis of soil moisture from screen-level observations in a mesoscale numerical weather prediction model. J. Q. Roy. Meteorol. Soc. 2004; 130: 895– 915. , , , . A land assimilation system for soil moisture and temperature: an information content study. J. Hydrometeorol. 2007; 8: 1225– 1242. , , , , , co-authors. On the contribution of lakes in predicting near-surface temperature in a global weather forecasting model. Tellus A. 2012; 64: 15829. . Lake Climatology Data for Use in Atmospheric Modeling. 2012; , Russia, 78 (in Russian): Diploma Thesis, Monography, Saint-Petersburg. . A global analysis of snow depth for numerical weather prediction. J. Appl. Meteorol. 1999; 38: 726– 740. - Choulga
, Kourzeneva, Zakharova, Doganovsky. Estimation of mean depth of boreal lakes for use in numerical weather prediction and climate modeling. Tellus A. 2014; 66: 21295. http://dx.doi.org/10.3402/tellusa.v66.21295. , , , , , co-authors. A simplified extended Kalman filter for the global operational soil moisture analysis at ECMWF. Q. J. Roy. Meteorol. Soc. 2013; 139: 1199– 1213. , , , , , co-authors. The Operational Sea Surface Temperature and Sea Ice Analysis (OSTIA) system. Rem. Sens. Environ. 2012; 116: 140– 158. , , , , , co-authors. Towards improved validation of satellite sea surface skin temperature measurements for climate research. J. Clim. 2002; 15: 353– 369. , , . An EKF assimilation of AMSR-E soil moisture into the ISBA land surface scheme. J. Geophys. Res. 2009; 114: D20104. , , , , , co-authors. Ice-cover variability on shallow lakes at high latitudes: model simulations and observations. Hydrol. Process. 2003; 17: 3465– 3483. , , , . A study on effects of lake temperature and ice cover in HIRLAM. Boreal Environ. Res. 2010; 15: 130– 142. , , . An operational analysis of lake water surface temperature. Tellus A. 2013. in this issue. . Objective Analysis of Meteorological Fields. Available from ECMWF, Shinfield Park, Reading, Berkshire RG2 9AX, UK. , , , , . Climate change impact on thermal oxygen regime of shallow lakes. Tellus A. 2012; 64: 17264. . Development of mesoscale analysis scheme for nowcasting and very short range forecasting. Proceedings of the ECMWF Workshop on High Resolution Analysis. 1985; June. 24–26– 212. Available from ECMWF, Shinfield Park, Reading, Berkshire RG2 9AX, UK. . , , . Ocean data assimilation. Data Assimilation: Making Sense of Observations. 2010; Berlin: Springer. 517– 547. . Assimilation of screen-level observations by variational soil moisture analysis. Meteorol. Atmos. Phys. 2001; 77: 145– 154. - Homleid
. Sea surface temperature and sea ice concentration in HIRLAM and HARMONIE. HIRLAM Newsletter N55 part B. 2009; 55– 64. Online at: http://www.hirlam.org. , , . , , . Land surface data assimilation. Data Assimilation: Making Sense of Observations. 2010; Berlin: Springer. 549– 597. , , , . Radiatively driven convection in an ice-covered lake investigated by using temperature microstructure technique. J. Geophys. Res. 2003; 108( C6 ): 3183. . Atmospheric Modeling, Data Assimilation and Predictability. - Kheyrollah Pour
, Duguay, Solberg, Rudjord. Impact of satellite-based lake surface observations on the initial state of HIRLAM – part I: remotely-sensed lake water temperature observations. Tellus A. 2014a; 66: 21534. Online at: http://dx.doi.org/10.3402/tellusa.v66. - Kheyrollah Pour
, Rontu, Duguay, Eerola, Kourzeneva. Impact of satellite-based lake surface observations on the initial state of HIRLAM – part II: analysis of lake surface temperature and ice cover. Tellus A. 2014b; 66: 21395. Online at: http://dx.doi.org/10.3402/tellusa.v66. , , , . Simulation of surface temperature and ice cover of large northern lakes with 1-D models: a comparison with MODIS satellite data and in-situ measurements. Tellus A. 2012; 64: 17614. . Modeling the impact of global warming on water temperature and seasonal mixing regimes in small temperate lakes. Boreal Environ. Res. 2010; 15: 279– 293. , , , . Global gridded dataset of lake coverage and lake depth for use in numerical weather prediction and climate modeling. Tellus A. 2012a; 64: 15640. , , , . Climate data for parameterisation of lakes in numerical weather prediction models. Tellus A. 2012b; 64: 17226. . Impact of lakes and wetlands on boreal climate. J. Geophys. Res. 2003; 108( D16 ): 4520. - Le Moigne
, Boone, Calvet, Decharme, Faroux, co-authors. SURFEX Scientific Documentation. 2009; Météo France, France: CNRM. 221. Online at: http://www.cnrm.meteo.fr/surfex/. Jr. . A revised classification of lakes based on mixing. Can. J. Fish. Aquat. Sci. 1983; 40: 1779– 1787. , . Surface water temperature observations of large lakes by Optimal Estimation. Can. J. Rem. Sens. 2012; 38( 1 ): 25– 45. . Analysis of soil moisture from near-surface parameters: a feasibility study. J. Appl. Meteorol. 1991; 30: 1534– 1547. , , , , , co-authors. A comparison of two off-line soil analysis schemes for assimilation of screen level observations. J. Geophys. Res. 2009; 114: D08105. , , , , . Interactive lakes in the Canadian regional climate model, version 5: the role of lakes in the regional climate of North America. Tellus A. 2012; 64: 16226. , , , , , co-authors. The SURFEX7.2 land and ocean surface platform for coupled offline simulation of earth surface variables and fluxes. Geosci. Model Dev. 2012; 5: 3771– 3851. . Parameterization of Lakes in Numerical Weather Prediction. Description of a Lake Model. 2008. COSMO Technical Report 11, Deutscher Wetterdienst, Offenbach am Main, Germany. , , , , , co-authors. Parameterisation of sea and lake ice in numerical weather prediction models of the German Weather Service. Tellus A. 2012; 64: 17330. . Analysis of 2 m Temperature and Relative Humidity. 1997; Norrköping, Sweden: SMHI. HIRLAM Technical Report No 28. , , , , . Remote sensing of water quality parameters over Alqueva Reservoir in the South of Portugal. Int. J. Rem. Sens. 2011; 32( 12 ): 3373– 3388. , , , , . Variational soil moisture analysis from screen-level atmospheric parameters: application to a short-range weather forecast model. Q. J. Roy. Meteorol. Soc. 1999; 125: 2427– 2448. , , , . Data assimilation and parametrisation of lakes in HIRLAM. Tellus A. 2012; 64: 17611. , . Coupling of the FLake model to the surfex externalized surface model. Boreal Environ. Res. 2010; 15: 231– 244. , , . The impact of lakes on the European climate as simulated by a regional climate model. Boreal Environ. Res. 2010; 15: 113– 129. , , , , , co-authors. The AROME-France convective-scale operational model. Mon. Weather. Rev. 2010; 139: 976– 990. , , , , . Assimilation of satellite images into a sediment transport model of Lake Michigan. Water Resour. Res. 2009; 45: W02419. - Undén
, Rontu, Järvinen, Lynch, Calvo, co-authors. The HIRLAM-5 scientific documentation. 2002. Online at: http://hirlam.org. , , , . Assimilation of current measurements into a circulation model of Lake Michigan. Water Resour. Res. 2007; 43: W11407.
DOI: https://doi.org/10.3402/tellusa.v66.21510 | Journal eISSN: 3035-9554
Language: English
Page range: 21510 - 21510
Submitted on: May 23, 2013
Accepted on: Sep 3, 2014
Published on: Dec 1, 2014
Published by: Stockholm University Press
In partnership with: Paradigm Publishing Services
© 2014 Ekaterina Kourzeneva, published by Stockholm University Press
This work is licensed under the Creative Commons Attribution 4.0 License.