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Influence of surface temperature and emissivity on AMSU-A assimilation over land

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Abstract

AMSU-A (Advanced Microwave Sounding Unit-A) measurements for channels that are sensitive to the surface over land have not been widely assimilated into numerical weather prediction (NWP) models due to complicated land surface features. In this paper, the impact of AMSU-A assimilation over land in Southwest Asia is investigated with the Weather Research and Forecasting (WRF) model. Four radiance assimilation experiments with different land-surface schemes are designed, then compared and verified against radiosonde observations and global analyses. Besides the surface emissivity calculated from the emissivity model and surface temperature from the background field in current WRF variational data assimilation (WRF-VAR) system, the surface parameters from the operational Microwave Surface and Precipitation Products System (MSPPS) are introduced to understand the influence of surface parameters on AMSU-A assimilation over land.

The sensitivity of simulated brightness temperatures to different surface configurations shows that using MSPPS surface alternatives significantly improves the simulation with reduced root mean square error (RMSE) and allows more observations to be assimilated. Verifications of 24-h temperature forecasts from experiments against radiosonde observations and National Centers for Environmental Prediction (NCEP) global analyses show that the experiments using MSPPS surface alternatives generate positive impact on forecast temperatures at lower atmospheric layers, especially at 850 hPa. The spatial distribution of RMSE for forecast temperature validation indicates that the experiments using MSPPS surface temperature obviously improve forecast temperatures in the mountain areas. The preliminary study indicates that using proper surface temperature is important when assimilating lower sounding channels of AMSU-A over land.

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References

  • Auligne, T., A. McNally, and D. Dee, 2007: Adaptive bias correction for satellite data in a numerical weather prediction system. Quart. J. Roy. Meteor. Soc., 133, 631–642.

    Article  Google Scholar 

  • Baker, N. L., T. F. Hogan, W. F. Campbell, R. L. Pauley, and S. D. Swadley, 2005: The impact of AMSU-A radiance assimilation in the U. S. Navy’s Operational Global Atmospheric Prediction System (NOGAPS), NRL Memorandum Report Memo. Rep. (NRL/MR/7530-05-8836), 18pp Naval Res. Lab., Monterey, CA, 93943-5502.

  • Barker, D. M., W. Huang, Y.-R. Guo, A. J. Bourgeois, and Q. N. Xiao, 2004: A three-dimensional variational data assimilation system for MM5: Implementation and initial results. Mon. Wea. Rev., 132, 897–914.

    Article  Google Scholar 

  • Dee, D. P., 2005: Bias and data assimilation. Quart. J. Roy. Meteor. Soc., 131, 3323–3343.

    Article  Google Scholar 

  • He Wenying and Chen Hongbin, 2009: The characteristics of microwave land emissivity over Chinese Jianghuai-Huanghuai Region. Remote Sens. Tech. Appl., 24, 297–303. (in Chinese)

    Google Scholar 

  • Gu Songqiang, Wang Zhenhui, Weng Fuzhong, Xue Jishan, and Dong Peiming, 2006: A study for improving microwave land surface emissivity model with NOAA/AMSU data and the GRAPES 3DVar system. Plateau Meteorology, 25, 1101–1106. (in Chinese)

    Google Scholar 

  • Jones, A. S., and T. H. Vonder Haar, 1997: Retrieval of microwave surface emittance over land using coincident microwave and infrared satellite measurements. J. Geophys. Res., 102, D12, 13609-13626299-310.

    Google Scholar 

  • Karbou, F., C. Prigent, L. Eymard, and J. R. Pardo, 2005a: Microwave land emissivity calculations using AMSU measurements. IEEE Trans. Geosci. Rem. Sensing, 43, 948–959.

    Article  Google Scholar 

  • —, and —, 2005b: Calculation of microwave land surface emissivities from satellite observations: Validity of the specular approximation over snow-free surfaces. IEEE Trans. Geosci. Remote Sensing Letts., 2, 311–314.

    Article  Google Scholar 

  • —, E. Gérard, and F. Rabier, 2006: Microwave land emissivity and skin temperature for AMSU-A and -B assimilation over land. Quart. J. Roy. Meteor. Soc., 132, 2333–2355.

    Article  Google Scholar 

  • —, —, and —, 2010a: Global 4DVAR assimilation and forecast experiments using AMSU observations over land. Part I: Impacts of various land surface emissivity parameterizations. Wea. Forecasting, 25, 5–19.

    Article  Google Scholar 

  • —, F. Rabier, J. -P. Lafore, J. -L. Redelsperger, and O. Bock, 2010b: Global 4DVAR assimilation and forecast experiments using AMSU observations over land. Part II: Impacts of assimilating surface-sensitive channels on the African monsoon during AMMA. Wea. Forecasting, 25, 20–36.

    Article  Google Scholar 

  • Liu Z.-Q., X. Zhang, T. Auligne, and H. -C. Lin, 2009: Variational Analysis of Hydrometeors with Satellite Radiance Observations: A Simulated Study. 10th WRF Users Workshop, June 23–26, 2009, Boulder, Colorado.

  • —, and D. M. Barker, 2006: Radiance Assimilation in WRF-Var: Implementation and Initial Results. 7th WRF Users Workshop, June 19–22, 2006, Boulder, Colorado.

  • Matzler, 1990: Seasonal evolution of microwave radiation from an oat field. Remote Sens. Environ., 31, 161–173.

    Article  Google Scholar 

  • —, 1994: Passive microwave signatures of landscapes in winter. Meteor. Atmos. Phys., 54, 241–260.

    Article  Google Scholar 

  • McNally A. P., J. C. Derber, W. -S. Wu, and B. B. Katz, 2000: The use of TOVS level-1B radiances in the NCEP SSI analysis system. Quart. J. Roy. Meteor. Soc., 126, 689–724.

    Article  Google Scholar 

  • Prigent, C., W. B. Rossow, and E. Matthews, 1997: Microwave land surface emissivities estimated from SSM/I observations. J. Geophys. Res., 102, 21867–21890.

    Article  Google Scholar 

  • —, —, and —, 1998: Global maps of microwave land surface emissivities: Potential for land surface characterization. Radio Sci., 33, 745–751.

    Article  Google Scholar 

  • —, F. Chevallier, F. Karbou, P. Bauer, and G. Kelly, 2005: AMSU-A land surface emissivity estimation for numerical weather prediction assimilation schemes. J. Appl. Meteor., 44, 416–426.

    Article  Google Scholar 

  • Ruston R. C., and T. H. Vonder Haar, 2004: Characterization of summertime microwave emissivity from the Special Sensor Microwave Imager over the conterminous United States. J. Geophys. Res., 109, D19103, doi:10.1029/2004JD004890.

    Article  Google Scholar 

  • Wan, Z., Y. Zhang, R. Wang, and Z. -L. Li, 2002: Validation of the land-surface temperature products retrieved from Terra Moderate Resolution Imaging Spectroradiometer data. Remote Sens. Environ., 83, 163–180.

    Article  Google Scholar 

  • Weng, F., 2007: Advances in radiative transfer modeling in support of satellite data assimilation. J. Atmos. Sci., 64, 3803–3811.

    Google Scholar 

  • —, B. Yan, and N. C. Grody, 2001: A microwave land emissivity model. J. Geophys. Res., 106, 20115–20123.

    Article  Google Scholar 

  • Wigneron, J. -P., D. Guyon, J. -C. Calvet, G. Courrier, and N. Bruiguier, 1997: Monitoring coniferous forest characteristics using a multifrequency microwave radiometry. Remote Sens. Environ., 60, 299–310.

    Article  Google Scholar 

  • Xu J., S. Rugg, L. Byerle, and Z. Liu, 2009: Weather forecasts by the WRF-ARW model with the GSI data assimilation system in the complex terrain areas of Southwest Asia. Wea. Forecasting, 24, 987–1008.

    Article  Google Scholar 

  • Zhao Y., and B. Wang, 2008: Numerical experiments for Typhoon Dan incorporating AMSU-A retrieved data with 3DVM. Adv. Atmos. Sci., 25, 692–703.

    Article  Google Scholar 

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Correspondence to Wenying He  (何文英).

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Supported by the National Key Basic Research and Development (973) Program of China (2010CB950802 and 2010CB428602) and the National Natural Science Foundation of China (40605011).

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He, W., Liu, Z. & Chen, H. Influence of surface temperature and emissivity on AMSU-A assimilation over land. Acta Meteorol Sin 25, 545–557 (2011). https://doi.org/10.1007/s13351-011-0501-1

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  • DOI: https://doi.org/10.1007/s13351-011-0501-1

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