Impact of Infrared, Microwave, and Radio Occultation Satellite Observations on Operational Numerical Weather Prediction

AbstractA comparison of the impact of infrared (IR), microwave (MW), and radio occultation (RO) observations on NCEP’s operational global forecast model over the month of March 2013 is presented. Analyses and forecasts with only IR, MW, and RO observations are compared with analyses and forecasts with no satellite data and with each other. Overall, the patterns of the impact of the different satellite systems are similar, with the MW observations producing the largest impact on the analyses and RO producing the smallest. Without RO observations, satellite radiances are over– or under–bias corrected and RO acts as an anchor observation, reducing the forecast biases globally. Positive correlation coefficients of temperature impacts are generally found between the different satellite observation analyses, indicating that the three satellite systems are affecting the global temperatures in a similar way. However, the correlation in the lower troposphere among all three systems is surprisingly small. Correlati...

[1]  R. J. Purser,et al.  A bending angle forward operator for global positioning system radio occultation measurements , 2013 .

[2]  D. P. DEE,et al.  Bias and data assimilation , 2005 .

[3]  Shinfield Park,et al.  Assimilation of GPS radio occultation measurements at ECMWF , 2008 .

[4]  Rolf H. Langland,et al.  Estimation of observation impact using the NRL atmospheric variational data assimilation adjoint system , 2004 .

[5]  S. Healy,et al.  The combined impact of future space‐based atmospheric sounding instruments on numerical weather‐prediction analysis fields: A simulation study , 2003 .

[6]  D. Dee,et al.  Variational bias correction of radiance data in the ECMWF system , 2004 .

[7]  L. Cucurull Improvement in the Use of an Operational Constellation of GPS Radio Occultation Receivers in Weather Forecasting , 2010 .

[8]  H. Shao Assimilation of GPS Radio Occultation Observations , 2005 .

[9]  Fuzhong Weng,et al.  Absolute Calibration of ATMS Upper Level Temperature Sounding Channels Using GPS RO Observations , 2014, IEEE Transactions on Geoscience and Remote Sensing.

[10]  D. Dee,et al.  Variational bias correction of satellite radiance data in the ERA‐Interim reanalysis , 2009 .

[11]  Christian Rocken,et al.  Inversion and error estimation of GPS radio occultation Data , 2004 .

[12]  V. Kumar,et al.  Systematic Differences in Aircraft and Radiosonde Temperatures , 2008 .

[13]  S. Healy,et al.  Impact of GPS radio occultation measurements in the ECMWF system using adjoint‐based diagnostics , 2014 .

[14]  Massimo Bonavita,et al.  On some aspects of the impact of GPSRO observations in global numerical weather prediction , 2014 .

[15]  Larry J. Romans,et al.  Assessment of GPS Occultations for Atmospheric Profiling , 1994 .

[16]  R. Errico,et al.  Examination of various-order adjoint-based approximations of observation impact , 2007 .

[17]  Paul Poli,et al.  Quality Control, Error Analysis, and Impact Assessment of FORMOSAT-3/COS MIC in Numerical Weather Prediction , 2009 .

[18]  Carla Cardinali,et al.  Forecast sensitivity to observations ( FSO ) as a diagnostic tool : monitoring the impact of observations on the short range forecast , 2009 .

[19]  Richard A. Anthes,et al.  Radio occultation observations as anchor observations in numerical weather prediction models and associated reduction of bias corrections in microwave and infrared satellite observations , 2014 .

[20]  S. B. Healy,et al.  Surface pressure information retrieved from GPS radio occultation measurements , 2013 .

[21]  Ricardo Todling,et al.  Comparing Two Approaches for Assessing Observation Impact , 2013 .

[22]  C. Marquardt,et al.  Forecast impact experiment with GPS radio occultation measurements , 2005 .

[23]  X. Zou,et al.  Analysis and validation of GPS/MET data in the neutral atmosphere , 1997 .

[24]  R. Anthes,et al.  Exploring earth's atmosphere with radio occultation: contributions to weather, climate and space weather , 2011 .

[25]  Peter Bauer,et al.  GNSS Radio Occultation Constellation Observing System Experiments , 2014 .

[26]  Lars Isaksen,et al.  Use and impact of automated aircraft data in a global 4DVAR data assimilation system , 2003 .

[27]  Godelieve Deblonde,et al.  Impact of the Assimilation of CHAMP Refractivity Profiles on Environment Canada Global Forecasts , 2008 .

[28]  J. Schofield,et al.  Observing Earth's atmosphere with radio occultation measurements using the Global Positioning System , 1997 .

[29]  Benjamin M. Herman,et al.  The GPS radio occulation technique , 2000 .

[30]  Carla Cardinali,et al.  Performance measurement with advanced diagnostic tools of all‐sky microwave imager radiances in 4D‐Var , 2011 .

[31]  M. Rennie,et al.  The impact of GPS radio occultation assimilation at the Met Office , 2010 .

[32]  John Derber,et al.  Enhanced radiance bias correction in the National Centers for Environmental Prediction's Gridpoint Statistical Interpolation data assimilation system , 2014 .

[33]  Jean-Noël Thépaut,et al.  Assimilation experiments with CHAMP GPS radio occultation measurements , 2006 .

[34]  R. Errico Interpretations of an adjoint-derived observational impact measure , 2007 .

[35]  Paul Poli,et al.  Assimilation of Global Positioning System radio occultation data in the ECMWF ERA–Interim reanalysis , 2010 .

[36]  Massimo Bonavita,et al.  The Role of Satellite Data in the Forecasting of Hurricane Sandy , 2014 .

[37]  John Derber,et al.  The Use of TOVS Cloud-Cleared Radiances in the NCEP SSI Analysis System , 1998 .

[38]  Ronald Gelaro,et al.  Examination of observation impacts derived from observing system experiments (OSEs) and adjoint models , 2009 .

[39]  W. G. Melbourne,et al.  The application of spaceborne GPS to atmospheric limb sounding and global change monitoring , 1994 .

[40]  Roger Daley,et al.  Observation and background adjoint sensitivity in the adaptive observation‐targeting problem , 2007 .

[41]  W. Bertiger,et al.  A technical description of atmospheric sounding by GPS occultation , 2002 .