References
- Auligné T. , McNally A. P. , Dee D. P . Adaptive bias correction for satellite data in a numerical weather prediction system. Q. J. Roy. Meteorol. Soc. 2007; 133: 631–642.
- Backus G. , Gilbert F . Uniqueness in the inversion of inaccurate gross earth data. Philos. Trans. Roy. Soc. 1970; 266: 123–192.
- Barker D. M. , Huang X. , Liu Z. , Auligne T. , Zhang X. , co-authors . The weather research and forecasting (WRF) model's community variational/ensemble data assimilation system: WRFDA. Bull. Am. Meteorol. Soc. 2012; 93: 831–843.
- Bauer P. , Auligné T. , Bell W. , Geer A. J. , Guidard V. , co-authors . Satellite cloud and precipitation assimilation at operational NWP centres. Q. J. Roy. Meteorol. Soc. 2011; 137: 1934–1951.
- Bauer P. , Geer A. J. , Lopez P. , Salmond D . Direct 4D-Var assimilation of all-sky radiances. Part I: implementation. Q. J. Roy. Meteorol. Soc. 2010; 136: 1868–1885.
- Bauer P. , Lopez P. , Benedetti A. , Salmond D. , Moreau E . Implementation of 1D+4D-Var assimilation of precipitation affected microwave radiances at ECMWF. I: 1D-Var. Q. J. Roy. Meteorol. Soc. 2006; 132: 2277–2306.
- Bell W. , Candy B. , Atkinson N. , Hilton F. , Baker N , co-authors . The assimilation of SSMIS radiances in numerical weather prediction models. IEEE Trans. Geosci. Remote Sensing. 2008; 46: 884–900.
- Blake E. S. , Kimberlain T. B. , Berg R. J. , Cangialosi J. P. , Beven J. L. II . Tropical cyclone report: Hurricane Sandy (AL182012). Technical Report, Natl. Hurricane Cent. Miami, Florida, 157 pp. 2013
- Chen F. , Dudhia J . Coupling an advanced land-surface/hydrology model with the Penn State/NCAR MM5 modeling system Part I: model description and implementation. Mon. Weather Rev. 2001; 129: 569–585.
- Dee D. P . Variational bias correction of radiance data in the ECMWF system. Proceedings of the ECMWF Workshop on Assimilation of High Spectral Resolution Sounders in NWP. 2004. Reading, UK, 28 June–1 July.
- Dee D. P. , da Silva A. M . The choice of variable for atmospheric moisture analysis. Mon. Weather Rev. 2010; 131: 155–171.
- Derber J. C. , Wu W.-S . The use of TOVS cloud-cleared radiances in the NCEP SSI analysis system. Mon. Weather Rev. 1998; 126: 2287–2299.
- Dudhia J . Numerical study of convection observed during the winter monsoon experiment using a mesoscale two-dimensional model. J. Atmos. Sci. 1989; 46: 3077–3107.
- Fiorino M . Record-setting performance of the ECMWF IFS in medium-range tropical cyclone track prediction. ECMWF Newslett. 2009; 118: 20–27.
- Geer A. J. , Bauer P . Enhanced Use of All-Sky Microwave Observations Sensitive to Water Vapor, Cloud and Precipitation, Technical Memo. 2010. ECMWF, Reading, UK, 620, 41 pp.
- Geer A. J. , Bauer P . Observation errors in all-sky data assimilation. Q. J. Roy. Meteorol. Soc. 2011; 137: 2024–2037.
- Geer A. J. , Bauer P. , Lopez P . Direct 4D-Var assimilation of all-sky radiances. Part II: assessment. Q. J. Roy. Meteorol. Soc. 2010; 136: 1886–1905.
- Greenwald T. J. , Hertenstein R. , Vukicevic T . An all-weather observational operator for radiance data assimilation with mesoscale forecast models. Mon. Weather Rev. 2002; 130: 1882–1897.
- Guidard V. , Fourrié N. , Brousseau P. , Rabier F . Impact of IASI assimilation at global and convective scales and challenges for the assimilation of cloudy scenes. Q. J. Roy. Meteorol. Soc. 2011; 137: 1975–1987.
- Han Y. , van Delst P. , Liu Q. , Weng F. , Yan B , co-authors . JCSDA Community radiative Transfer Model (CRTM)-Version 1. NOAA Tech. Rep. NESDIS. 2006; 122 33 pp.
- Harris B. A. , Kelly G . Asatellite radiance-bias correction scheme for data assimilation. Q. J. Roy. Meteorol. Soc. 2001; 127: 1453–1468.
- Heilliette S . Assimilation of cloud-affected infrared radiances at environment Canada. ECMWF-JCSDA Workshop. 2010. 15–17 June 2010, Reading, UK.
- Heilliette S. , Garand L . A practical approach for the assimilation of cloudy infrared radiances and its evaluation using AIRS simulated observations. Atmos. Ocean. 2007; 45: 211–225.
- Hong S. , Lim J. J . The WRF Single-Moment 6-Class Microphysics Scheme (WSM6). J. Korean Meteorol. Soc. 2006; 42: 129–151.
- Hong S. , Noh Y. , Dudhia J . Anew vertical diffusion package with an explicit treatment of entrainment processes. Mon. Weather Rev. 2006; 134: 2318–2341.
- Hsiao L. , Liou C. , Yeh T. , Guo Y. , Chen D. , co-authors . A vortex relocation scheme for tropical cyclone initialization in advanced research WRF. Mon. Weather Rev. 2010; 138: 3298–3315.
- Iacono M. J. , Delamere J. S. , Mlawer E. J. , Shephared M. W. , Clough S. A. , co-authors . Radiative forcing by longlived greenhouse gases: calculations with the AER radiative transfer models. J. Geophys. Res. 2008; 113: 13103.
- Imaoka K. , Kachi M. , Fujii H. , Murakami H. , Hori M. , co-authors . Global change observation Mission (GCOM) for monitoring carbon, water cycles, and climate change. Proc. IEEE. 2010; 98M: 717–734.
- Junker N. W. , Hoke J. E. , Sullivan B. E. , Brill K. F. , Hughes F. J . Seasonal and geographic variations in quantitative precipitation prediction by NMC's nested-grid model and medium-range forecast model. Weather Forecast. 1992; 7: 410–429.
- Kawanishi T. , Sezai T. , Ito Y. , Imaoka K. , Takeshima T. , co-authors . The advanced microwave scanning radiometer for the earth observing system (AMSR-E), NASDA's contribution to the EOS for global energy and water cycle studies. IEEE Trans. Geosci. Remote Sensing. 2003; 41: 184–194.
- Kazumori M . Satellite radiance assimilation in the JMA operational mesoscale 4DVAR system. Mon. Weather Rev. 2014; 142: 1361–1381.
- Kazumori M. , Egawa T . Assimilation of GCOM-W/AMSR2 Radiance Data in the JMA NWP Systems. WGNE Blue Book: Research Activities in Atmospheric and Ocean Modeling. 2014. WMO/Working Group on Numerical Experimentation. 1. 07-08.
- Kazumori M. , Geer A. J. , English S. J . Effects of All-Sky Assimilation of GCOM-W1/AMSR2 Radiances in the ECMWF System. 2014. Technical Memo 732. ECMWF, Reading, UK, 34 pp.
- Kazumori M. , Liu Q. , Treadon R. , Derber J. C . Impact study of AMSR-E radiances in the NCEP global data assimilation system. Mon. Weather Rev. 2008; 136: 541–559.
- Kim M. , English S. , Bauer P. , Geer A. , Okamoto K . Comparison of Progress in Assimilating Cloud-Affected Microwave Radiances at NCEP, ECMWF, JMA and the Met Office. 2008. Document NWPSAF-MO-VS-037. EUMETSAT, Hessen, Germany.
- Kummerow C. , Barnes W. , Kozu T. , Shiue J. , Simpson J . The Tropical Rainfall Measuring Mission (TRMM) sensor package. J. Atmos. Ocean. Technol. 1998; 15: 809–817.
- Kunkee D. B. , Poe G. A. , Boucher D. J. , Swadley S. D. , Hong Y. , co-authors . Design and evaluation of the first special sensor microwave imager/sounder. IEEE Trans. Geosci. Remote Sensing. 2008; 46: 863–883.
- Li X. , Ming J. , Xue M. , Wang Y. , Zhao K . Implementation of a dynamic equation constraint based on the steady state momentum equations within the WRF hybrid ensemble 3DVar data assimilation system and test with radar T-TREC wind assimilation for tropical Cyclone Chanthu (2010). J. Geophys. Res. Atmos. 2015; 120: 4017–4039.
- Liu Z. , Barker D. M . Radiance assimilation in WRF-Var: implementation and initial results. 7th WRF Users Workshop. 2006. June 19–22, Boulder, CO.
- Liu Z. , Rabier F . The interaction between model resolution, observation resolution and observation density in data assimilation: a one-dimensional study. Q. J. Roy. Meteorol. Soc. 2002; 128: 1367–1386.
- Liu Z. , Rabier F . The potential of high-density observations for numerical weather prediction. Q. J. Roy. Meteorol. Soc. 2003; 129: 3013–3035.
- Liu Z. , Schwartz C. S. , Snyder C. , Ha S . Impact of assimilating AMSU-A radiances on forecasts of 2008 Atlantic tropical cyclones initialized with a limited-area Ensemble Kalman Filter. Mon. Weather Rev. 2012; 140: 4017–4034.
- Liu Z. , Zhang X. , Auligné T. , Lin H . Variational Analysis of Hydrometeors with Satellite Radiance Observations: a simulated study. 10th WRF Users’ Workshop. 2009. 23–26 June 2009, Boulder, CO.
- Lupu C. , McNally A. P . Assimilation of cloud-affected radiances from Meteosat-9 at ECMWF. EUMETSAT/ECMWF Fellowship Programme Research Reports. 2012. ECMWF, Reading, UK, 33 p.
- Macpherson B . Operational experience with assimilation of rainfall data in the Met Office mesoscale model. Meteorol. Atmos. Phys. 2001; 76: 3–8.
- Maeda T. , Imaoka K . GCOM-W1 AMSR2 level 1R product: dataset of brightness temperature resampled by antenna pattern matching. 35th Canadian Symposium on Remote Sensing. 2014. July 13–18, 2014, Quebec, Canada.
- McNally A. P . A note on the occurrence of cloud in meteorologically sensitive areas and the implications for advanced infrared sounders. Q. J. Roy. Meteorol. Soc. 2002; 128: 2551–2556.
- McNally A. P . The direct assimilation of cloud-affected satellite infrared radiances in the ECMWF 4D-Var. Q. J. Roy. Meteorol. Soc. 2009; 129: 2411–2323.
- McNally T. , Bonavita M. , Thépaut J . The Role of Satellite Data in the Forecasting of Hurricane Sandy. Mon. Weather Rev. 2014; 142: 634–646.
- Mlawer E. J. , Taubman S. J. , Brown P. D. , Iacono M. J. , Clough S. A . Radiative transfer for inhomogeneous atmosphere: rRTM, a validated correlated-k model for the long-wave. J. Geophys. Res. 1997; 102: 16663–16682.
- Monin A. S. , Obukhov A. M . Basic laws of turbulent mixing in the surface layer of the atmosphere. Contribut. Geophys. Inst. Slovak Acad. Sci. 1954; 24: 163–187.
- Moreau E. , Lopez P. , Bauer P. , Tompkins A. M. , Janiskova M. , co-authors . Variational retrieval of temperature and humidity profiles using rain rates versus microwave brightness temperatures. Q. J. Roy. Meteorol. Soc. 2004; 130: 617–628.
- Okamoto K . Assimilation of overcast cloudy infrared radiances of the geostationary MTSAT-1R imager. Q. J. Roy. Meteorol. Soc. 2013; 139: 715–730.
- Pangaud T. , Fourrié N. , Guidard V. , Dahoui M. , Rabier F . Assimilation of AIRS radiances affected by mid- to low-level clouds. Mon. Weather Rev. 2009; 137: 4276–4292.
- Parrish D. F. , Derber J. C . The National Meteorological Center's spectral statistical interpolation analysis system. Mon. Weather Rev. 1992; 120: 1747–1763.
- Pavelin E. G. , English S. J. , Eyre J. R . The assimilation of cloud-affected infrared satellite radiances for numerical weather prediction. Q. J. Roy. Meteorol. Soc. 2008; 134: 737–749.
- Petty G . Physical retrievals of over-ocean rain rate from multichannel microwave imagery. Part I: theoretical characteristics of the normalized polarization and sattering indices. Meteorol. Atmos. Phys. 1994; 54: 79–99.
- Petty G. , Katsaros K . Precipitation observed over the South China Sea by the Nimbus-7 scanning multichannel microwave radiometer during winter MONEX. J. Appl. Meteorol. 1990; 29: 273–287.
- Renshaw R. , Francis P. N . Variational assimilation of cloud fraction in the operational Met Office Unified Model. Q. J. Roy. Meteorol. Soc. 2011; 137: 1963–1974.
- Skamarock W. C. , Klemp J. B. , Dudhia J. , Gill D. O. , Barker D. M , co-authors . A Description of the Advanced Research WRF version 3. 2008. NCAR Tech. Note NCAR/TN-475+STR, 133 pp.
- Sun N. , Weng F . Retrieval of cloud ice water path from special sensor microwave imager/sounder (SSMIS). J. Appl. Meteorol. Climatol. 2011; 51: 366–379.
- Tauchi T. , Takeuchi Y. , Sato Y . Assimilation of the Aqua/AMSR-E data to numerical weather predictions. Proceedings of Geoscience and Remote Sensing Symposium, IGARSS ‘04. IEEE International. 2004. IEEE Operations Center, Piscataway, NJ, pp. 3199–3202.
- Taylor R. , Renshaw R. , Saunders R. , Francis P . Assimilation of SEVIRI cloud-top parameters in the Met Office regional forecast model. In: 2008 EUMETSAT Meteorological Satellite Conference, September 8–12. 2008. Darmstadt, Germany.
- Tiedtke M . A comprehensive mass flux scheme for cumulus parameterization in large-scale models. Mon. Weather Rev. 1989; 117: 1779–1800.
- Tsuyuki T. , Koizumi K. , Ishikawa Y . The JMA mesoscale 4DVAR system and assimilation of precipitation and moisture data. Proceeding Workshop on Humidity Analysis, Reading, United Kingdom. 2002. Reading, UK, ECMWF, pp. 59–67.
- Wang P. , Li J. , Goldberg M. D. , Schmit T. J. , Lim A. H. N. , co-authors . Assimilation of thermodynamic information from advanced infrared sounders under partially cloudy skies for regional NWP. J. Geophys. Res. Atmos. 2015; 120: 5469–5484.
- Wang P. , Li J. , Li J. , Li Z. , Schmit T. J. , Bai W . Advanced infrared sounder subpixel cloud detection with imagers and its impact on radiance assimilation in NWP. Geophys. Res. Lett. 2014; 41: 1773–1780.
- Weng F . Advances in radiative transfer modeling in support of satellite data assimilation. J. Atmos. Sci. 2007; 64: 3799–3807.
- Weng F. , Grody N. C . Retrieval of ice cloud parameters using a microwave imaging radiometer. J. Atmos. Sci. 2000; 57: 1069–1081.
- Xiao Q. , Kuo Y. H. , Sun J. , Lee W. C. , Barker D. M . An approach of radar reflectivity data assimilation and its assessment with the inland QPF of typhoon Rusa (2002) at landfall. J. Appl. Meteorol. Clim. 2007; 46: 14–22.
- Zhang C. , Wang Y. , Hamilton K . Improved representation of boundary layer clouds over the southeast Pacific in ARW-WRF using a modified Tiedtke cumulus parameterization scheme. Mon. Weather Rev. 2011; 139: 3489–3513.
- Zhu T. , Weng F . Hurricane Sandy warm-core structure observed from advanced Technology Microwave Sounder. Geophys. Res. Lett. 2013; 40: 3325–3330.
- Zhu Y., Derber J., Collard A., Dee D., Treadon R., co-authors. Enhanced radiance bias correction in the National Centers for Environmental Prediction's Gridpoint Statistical Interpolation data assimilation system. Q. J. Roy. Meteorol. Soc. 2013; 140: 1479–1492. DOI: http://dx.doi.org/10.1002/qj.2233.
- Zou X . Introduction to microwave imager radiance observations from polar-orbiting meteorological satellites. Adv. Meteorol. Sci. Technol. 2012; 2(3): 45–50 (in Chinese).