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Original Articles

A Coupled Data Assimilation Framework utilizing multifrequency passive microwave remote sensing in retrieval of land surface variables and integrated atmospheric variables: development and application over the Tibetan Plateau

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Pages 7774-7805 | Received 28 Mar 2011, Accepted 11 May 2012, Published online: 06 Jul 2012

References

  • Bannister , R.N. 2001 . Elementary 4D-VAR , Technical report, DARC, University of Reading .
  • Bousetta , S. 2005 . Development of a Land-Atmosphere Coupled Data Assimilation System for physical downscaling , PhD thesis, University of Tokyo .
  • Burrough , P. 1991 . Atmospheric Data Analysis , Cambridge : Cambridge University Press .
  • Choudhury , B.J. , Schmugge , T.J. , Chang , A. and Newton , R.W. 1979 . Effect of surface roughness on the microwave emission from soil . Geophysical Research , 84 : 5699 – 5706 .
  • Czekala , H. , Crewell , S. , Simmer , C. and Thiele , A. 2001 . Discrimination of cloud and rain liquid water path by ground based polarized microwave radiometry . Geophysical Research Letters , 28 : 267 – 270 .
  • Duan , Q. , Sorooshian , S. and Gupta , V. 1992 . Effective and efficient global optimization for conceptual rainfall-runoff models . Water Resources Research , 28 : 1015 – 1031 .
  • Duan , Q.Y. , Gupta , V.K. and Sorooshian , S. 1993 . Shuffled complex evolution approach for effective and efficient global minimization . Journal of Optimization Theory and Applications , 76 : 501 – 521 .
  • Evensen , G. 1994 . Inverse methods and data assimilation in nonlinear ocean models . Physica D , 77 : 108 – 129 .
  • Evensen , G. 2003 . The ensemble Kalman filter: theoretical formulation and practical implementation . Ocean Dynamics , 53 : 343 – 367 .
  • Fujii , H. and Koike , T. 2001 . Development of a TRMM/TMI algorithm for precipitation in the Tibetan Plateau by considering effects of land surface emissivity . Journal of the Meteorological Society of Japan , 79 : 475 – 483 .
  • Grabowski , W.W. 2000 . Cloud microphysics and the tropical climate: cloud resolving model perspective . Journal of Climate , 13 : 2306 – 2322 .
  • Graf , T. 2004 . Passive microwave remote sensing of snowfall by integrating in-situ and satellite data and model output , PhD thesis, University of Tokyo .
  • Guo , Y. , Kuo , Y. , Dudhia , J. , Parsons , D. and Rocken , C. 2000 . Four-dimensional variational data assimilation of heterogeneous mesoscale observations for a strong convective case . Monthly Weather Review , 128 : 619 – 643 .
  • Houtekamer , P. and Mitchell , H. 2001 . A sequential Kalman filter for atmospheric data assimilation . Monthly Weather Review , 129 : 123 – 137 .
  • Ide , K. , Courtier , P. , Gill , M. and Lorenc , A.C. 1997 . Unified notation for data assimilation: operational, sequential and variational . Journal of the Meteorological Society of Japan , 75 : 1 – 20 .
  • Iguchi , T. , Otha , K. , Oki , R. , Sato , S. , Shimizu , S. , Kachi , M. and Higashiuwatoko , T. 2002 . Rain as seen from space , Technical report, National Space Development Agency of Japan .
  • Ingber , L. 1993 . Simulated annealing: practice versus theory . Mathematical and Computer Modelling , 18 : 29 – 57 .
  • Jackson , T.J. and Schmugge , T.J. 1991 . Vegetation effects on the microwave emission of soils . Remote Sensing of Environment , 36 : 203 – 212 .
  • Jazwinski , A.H. 1970 . Stochastic Processes and Filtering Theory , New York : Academic Press .
  • Kalman , R.E. 1960 . A new approach to linear filtering and prediction problems . Transactions of the ASME – Journal of Basic Engineering , 82 : 35 – 45 .
  • Kessler , E. 1969 . On the Distribution and Continuity of Water Substance in Atmospheric Circulations , Vol. 32 , Boston , MA : American Meteorological Society .
  • Kim , M.J. , Weinman , J.A. and Houze , R.A. 2004 . Validation of maritime rainfall retrievals from the TRMM microwave radiometer . Journal of Applied Meteorology , 43 : 847 – 859 .
  • Kirkpatrick , S.C. Jr. , C.D.G. and Vecchi , M.P. 1983 . Optimization by simulated annealing . Science , 220 : 671 – 680 .
  • Kummerow , C. , Hong , Y. , Olson , W.S. , Yang , S. , Adler , R.F. , McCollum , J. , Ferraro , R. , Petty , G. , Shin , D. and Wilheit , T.T. 2001 . The evolution of the Goddard Profiling Algorithm (GPROF) for rainfall estimation from passive microwave sensors . Journal of Applied Meteorology , 40 : 1801 – 1820 .
  • Kuria , D. and Koike , T. 2011 . Convective cloud discrimination using multi-frequency microwave signatures of the AMSR-E sensor: evaluation over the Tibetan Plateau . International Journal of Remote Sensing , 32 : 3451 – 3460 .
  • Kuria , D. , Koike , T. , Gachari , M. and Boussetta , S. 2011a . A Land Data Assimilation System utilizing low frequency passive microwave remote sensing: a case study of the Tibetan Plateau . International Transaction Journal of Engineering, Management, & Applied Sciences & Technologies , 2 : 303 – 324 .
  • Kuria , D. , Koike , T. , Lu , H. , Graf , T. and Tsutsui , H. 2011b . A coupled Land Atmosphere Radiative-Transfer Model (LA-RTM) for multi-frequency passive microwave remote sensing: development and application over Wakasa Bay and the Tibetan Plateau . International Journal of Remote Sensing , 32 : 1779 – 1796 .
  • Kuria , D. , Koike , T. , Lu , H. , Tsutsui , H. and Graf , T. 2007 . Field-supported verification and improvement of a passive microwave surface emission model for rough, bare and wet soil surfaces by incorporating shadowing effects . IEEE Transactions on Geoscience and Remote Sensing , 45 : 1207 – 1216 .
  • Lin , Y.L. , Farley , R.D. and Orville , H.D. 1983 . Bulk parameterization of the snow field in a cloud model . Journal of Climate and Applied Meteorology , 22 : 1065 – 1089 .
  • Liu , G. 1998 . A fast and accurate model for microwave radiance calculations . Journal of the Meteorological Society of Japan , 76 : 335 – 343 .
  • Lu , H. 2006 . Development of a microwave radiative transfer model for a soil layer and its application to satellite remote sensing of soil moisture , PhD thesis, University of Tokyo .
  • Mahadevan , P. , Koike , T. , Fujii , H. , Tamagawa , K. , Li , X. and Kaihotsu , I. 2007 . Modification and application of the satellite based Land Data Assimilation Scheme for very dry soil regions using AMSR-E images: model validation for Mongolia a CEOP data platform . Journal of the Meteorological Society of Japan , 82A : 243 – 260 .
  • Mirza , C.R. 2005 . Development of a Cloud Microphysics Data Assimilation System over ocean for improved precipitation prediction by integrating satellite data , PhD thesis, University of Tokyo .
  • Mirza , C.R. , Koike , T. , Yang , K. and Graf , T. 2008 . Retrieval of atmospheric integrated water vapor and cloud liquid water content over the ocean from satellite data using the 1-D-Var Ice Cloud Microphysics Data Assimilation System (IMDAS) . IEEE Transactions on Geoscience and Remote Sensing , 46 : 119 – 129 .
  • NASA, 2012, NASA Facts – CloudSat. http://www.nasa.gov/pdf/136796main_cloudsat-factsheet.pdf2012 (http://www.nasa.gov/pdf/136796main_cloudsat-factsheet.pdf2012)
  • Paloscia , S. and Pampaloni , P. 1988 . Microwave polarization index for monitoring vegetation growth . IEEE Transactions on Geoscience and Remote Sensing , 26 : 617 – 621 .
  • Pfaff , T. 2003 . Remote sensing of snowfall and cloud liquid water using ground based passive microwave radiometry , Master's thesis, University of Tokyo .
  • Rasmy , M. , Koike , T. , Boussetta , S. , Hui , L. and Xin , L. 2011 . Development of a Satellite Land Data Assimilation System Coupled with a mesoscale model in the Tibetan Plateau . IEEE Transactions on Geoscience and Remote Sensing , 49 : 2847 – 2862 .
  • Reichle , R.H. , Walker , J.P. , Koster , R.D. and Houser , P.R. 2002 . Extended versus Ensemble Kalman filtering for Land Data Assmilation . Journal of Hydrometeorology , 3 : 728 – 740 .
  • Schmugge , T.J. and Jackson , T.J. 1992 . A dielectric model of the vegetation effects on the microwave emission from soils . IEEE Transactions on Geoscience and Remote Sensing , 30 : 757 – 760 .
  • Sellers , P.J. , Los , S.O. , Tucker , C.J. , Justice , C.O. , Dazlich , D.A. , Collatz , G.J. and Randall , D.A. 1996 . A revised land surface parameterization (SiB2) for atmospheric GCMs: Part II: the generation of global fields of terrestrial biophysical parameters from satellite data . Journal of Climate , 9 : 706 – 737 .
  • Sellers , P.J. , Sud , Y.C. and Dalcher , A. 1986 . A Simple Biosphere Model (SiB) for use within General Circulation Models . Journal of the Atmospheric Sciences , 43 : 505 – 531 .
  • Talagrand , O. 1997 . Assimilation of observations, an introduction . Journal of the Meteorological Society of Japan , 75 : 193 – 209 .
  • Ulaby , F.T. , Moore , R.K. and Fung , A.K. 1981 . Microwave Remote Sensing: Fundamentals and Radiometry , Vol. 1 , Norwood , MA : Artech House .
  • Ulaby , F.T. , Moore , R.K. and Fung , A.K. 1982 . Microwave Remote Sensing: Radar Remote Sensing and Surface Scattering and Emission Theory , Vol. 2 , Norwood , MA : Artech House .
  • Ulaby , F.T. , Moore , R.K. and Fung , A.K. 1986 . Microwave Remote Sensing: From Theory to Applications , Vol. 3 , Norwood , MA : Artech House .
  • Van Leeuwen , P.J. and Evensen , G. 1996 . Data assimilation and inverse methods in terms of a probabilistic formulation . Monthly Weather Review , 124 : 2898 – 2913 .
  • Wang , J. , Rossow , W.B. and Zhang , Y. 2000 . Cloud vertical structure and its variations from a 20 year global rawinsonde dataset . Journal of Climate , 13 : 3041 – 3056 .
  • West , R. , Tsang , L. and Winebrenner , D.P. 1993 . Dense Medium Radiative Transfer theory for two scattering layers with a Rayleigh distribution of particles sizes . IEEE Transactions on Geoscience and Remote Sensing , 31 : 426 – 437 .
  • Xue , M. , Wang , D. , Gao , J. , Brewster , K. and Droegemeier , K.K. 2003 . The Advanced Regional Prediction System (ARPS), storm-scale numerical weather prediction and data assimilation . Meteorology and Atmospheric Physics , 82 : 139 – 170 .
  • Yang , K. , Chen , Y.Y. and Qin , J. 2009 . Some practical notes on the land surface modeling in the Tibetan Plateau . Hydrology and Earth System Sciences Discussions , 6 : 1291 – 1320 .

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