China land soil moisture EnKF data assimilation based on satellite remote sensing data

Science China Earth Sciences

Volumn 54, Issue 9, 2011, Pages 1430-1440

  Shi, Chun Xiang ^a   Xie, Zheng Hui ^b   Qian, Hui ^c   Liang, Miao Ling ^a   Yang, Xiao Chun ^a  

^a NATIONAL SATELLITE METEOROLOGICAL CENTER   (China)

^b INSTITUTE OF ATMOSPHERIC PHYSICS   (China)

^c INSTITUTE OF GEOLOGY   (China)

Author keywords

AMSR E soil moisture; EnKF land data assimilation; FY2C geostationary satellite; high resolution precipitation; surface incident solar radiation

Indexed keywords

AMSR-E SOIL MOISTURE; ATMOSPHERIC FORCING; CHONGQING; CLIMATIC EFFECTS; DATA ASSIMILATION; ENSEMBLE KALMAN FILTER; FY2C GEOSTATIONARY SATELLITE; GEOPHYSICAL PARAMETERS; GEOSTATIONARY METEOROLOGICAL SATELLITES; GLOBAL SCALE; GUANGXI; HIGH RESOLUTION; LAND DATA ASSIMILATION; LAND MODEL; MOISTURE DATA; NATIONAL CENTER FOR ATMOSPHERIC RESEARCHES; OBSERVATION DATA; PEOPLE'S REPUBLIC OF CHINA; PROCESS MODEL; SATELLITE REMOTE SENSING DATA; SEA SURFACE TEMPERATURES; SENSIBLE HEAT; SICHUAN PROVINCE; SOIL MOISTURE DISTRIBUTION; SOLAR RADIATION DATA; SUMMER DROUGHTS; SURFACE EMISSIVITY; SURFACE REFLECTIVITY;

ATMOSPHERIC TEMPERATURE; CLIMATOLOGY; COMPUTER SIMULATION; DATA PROCESSING; DROUGHT; FORESTRY; GEOLOGIC MODELS; GEOSTATIONARY SATELLITES; HEAT FLUX; INCIDENT SOLAR RADIATION; MOISTURE DETERMINATION; REMOTE SENSING; SOIL MOISTURE; SUN; SURFACE PROPERTIES; WATER SUPPLY;

SOIL SURVEYS;

AIR-SOIL INTERACTION; AMSR-E; CLIMATE EFFECT; DATA ASSIMILATION; GEOSTATIONARY SATELLITE; PRECIPITATION (CLIMATOLOGY); REMOTE SENSING; SATELLITE DATA; SOIL MOISTURE; SOLAR RADIATION;

CHINA; DATA PROCESSING; LAND USE; METEOROLOGY; MOISTURE CONTENT; PRECIPITATION; RESOLUTION; SATELLITES; SIMULATION; SOIL; SUN LIGHT; SURVEYS; TEMPERATURE;

EID: 80052261679     PISSN: 16747313     EISSN: None     Source Type: Journal    
DOI: 10.1007/s11430-010-4160-3     Document Type: Article

References (27)

1. Houser P R. Remote-sensing soil moisture using four-dimensional data assimilation. Doctoral Dissertation. Arizona: University of Arizona, 1996.
2. Houser P R, Shuttleworth W J, Famiglietti J S, et al. Integration of soil moisture remote sensing and hydrologic modeling using data assimilation. Water Resour Res, 1998, 34: 3405-4320.
3. Evensen G. Sequential data assimilation with a non-linear geostrophic model using Monte Carlo methods to forecast error statistics. J Geophys Res, 1994, 99: 10143-10162.
4. Li X, Toshio K, Cheng G D. A land data assimilation algorithm based on simulated annealing. Adv Earth Sci, 2003, 18: 632-636.
5. Huang C L, Li X. A summary of researches of land data assimilation systems. Remote Sens Technol Appl, 2004, 19: 424-430.
6. Yang K, Takahiro W, Toshio K, et al. Auto-calibration system developed to assimilate AMSR-E data into a land surface model for estimating soil moisture and the surface energy budget. J Meteorol Soc Japan, 2007, 85A: 229-242.
7. Tian X J, Xie Z H, Zhang S L, et. al. A subsurface runoff parameterization with water storage and recharge based on the Boussinesq-Storage equation for a land surface model, Sci China Ser D-Earth Sci, 2006, 49: 622-631.
8. Tian X J, Xie Z H. A land surface soil moisture data assimilation framework in consideration of the model subgrid-scale heterogeneity and soil water thawing and freezing. Sci China Ser D-Earth Sci, 2008, 51: 992-1000.
9. Tian X J, Xie Z H, Dai A G. An ensemble-based explicit four-dimensional variational assimilation method, J Geophys Res, 2008, 113: D21124.
10. Tian X J, Xie Z H, Dai A G. A land surface soil moisture data assimulation system based on the dual-UKF method and the Community Land Model. J Geophys Res, 2008, 113: D14127.
11. Tian X J, Xie Z H. An ensemble-based three-dimensional variational assimilation method for land data assimilation. Atmos Oceanic Sci Lett, 2009, 2: 125-129.
12. Tian X J, Xie Z H. An explicit four-dimensional variational data assimilation method based on the proper orthogonal decomposition: theoretics and evaluation, Sci China Ser D-Earth Sci, 2009, 52: 279-286.
13. Tian X Z, Xie Z H, Dai A G, et al. A dual-pass variational data assimilation framework for estimating soil moisture profiles from AMSR-E microwave brightness temperature. J Geophys Res, 2009, 114: D16102.
14. Zhang S L, Xie Z H, Tian X J, et al. A soil moisture assimilation method based on soil water model and station data. Adv Earth Sci, 2006, 21: 1350-1362.
15. Zhang S L, Xie Z H, Shi C X, et al. Application of collective Kalman filter in soil moisture assimilation. Atmos Sci, 2008, 32: 1419-1430.
16. Jia B H, Xie Z H, Tian X J, et al. A soil moisture assimilation scheme based on microwave luminance temperature and collective Kalman filter. Sci China Ser D-Earth Sci, 2009, 52: 1835-1848.
17. Oleson K W, Dai Y J, Bonan G, et al. Technical description of the Community Land Model (CLM), NCAR/TN-461+STR. 2004.
18. Lu Q F. Influence of land surface boundary conditions (such as LAI) on the regional climate simulation and preparation of land surface remotelysensed parameters for regional climate model (CWRF+CLM). Doctoral Dissertation. Nanjing: Nanjing University of Information Science and Technology, 2006.
19. Qian T T, Dai A G, Trenberth K, et al. Simulation of global land surface conditions from 1948 to 2004, part I: Forcing data and evaluations. J Hydrometeorol, 2006, 7: 953-975.
20. Shi C X, Xie Z H. A time downscaling scheme of precipitation by using geostationary meteorological satellite data. Adv Earth Sci, 2008, 27: 15-22.
21. Shi C X. A study of satellite soil moisture data assimilation based on EnKF algorithm. Doctoral Dissertation. Beijing: Graduate University of Chinese Academy of Sciences, 2008.
22. Stamnes K, Tsay S C, Wiscombe W, et al. Numerically stable algorithm for discrete ordinate method radiative transfer in multiple scattering and emitting layered media. Appl Optics, 1988, 27: 502-509.
23. Stuhlmann R, Paschke E, An improvement of the IGMK model to derive total and diffuse solar radiation at the surface from satellite data. J Appl Meteorol, 1990, 29: 596-603.
24. Evensen G. The Ensemble Kalman Filter: Theoretical formulation and practical implementation. Ocean Dynamics, 2003, 53: 343-367.
25. Evensen G. Sampling strategies and square root analysis schemes for the EnKF. Ocean Dynamics, 2004, 54: 539-560.
26. Njoku E G, Jackson T J, Lakshmi V, et al. Soil moisture retrieval from AMSR-E. IEEE Trans Geosci Remote Sensing, 2003, 41: 215-229.
27. Zhu C H, Zhang Q. A brief introduction of the drought and flood climate monitoring service system of China. Meteorol Sci Technol, 1996, 2: 33-35.