Sensitivity of Dynamical Intraseasonal Prediction Skills to Different Initial Conditions

AbstractPredictability of intraseasonal oscillation (ISO) relies on both initial conditions and lower boundary conditions (or atmosphere–ocean interaction). The atmospheric reanalysis datasets are commonly used as initial conditions. Here, the biases of three reanalysis datasets [the NCEP reanalysis 1 and 2 (NCEP-R1 and -R2) and the ECMWF Re-Analysis Interim (ERA-Interim)] in describing ISO were briefly revealed and the impacts of these biases as initial conditions on ISO prediction skills were assessed. A signal-recovery method is proposed to improve ISO prediction.Although all three reanalyses underestimate the intensity of the equatorial eastward-propagating ISO, the overall quality of the ERA-Interim is better than the NCEP-R1 and -R2. When these reanalyses are used as initial conditions in the ECHAM4-University of Hawaii hybrid coupled model (UH-HCM), skillful ISO prediction reaches only about 1 week for both the 850-hPa zonal winds (U850) and rainfall over Southeast Asia and the global tropics. An e...

[1]  Richard Neale,et al.  Application of MJO Simulation Diagnostics to Climate Models , 2009 .

[2]  Bin Wang,et al.  The Asian monsoon , 2006 .

[3]  S. Saha,et al.  The NCEP Climate Forecast System , 2006 .

[4]  M. Tiedtke A Comprehensive Mass Flux Scheme for Cumulus Parameterization in Large-Scale Models , 1989 .

[5]  Dennis L. Hartmann,et al.  Modulation of Eastern North Pacific Hurricanes by the Madden-Julian Oscillation , 2000 .

[6]  A. Sterl,et al.  The ERA‐40 re‐analysis , 2005 .

[7]  Jeffrey S. Whitaker,et al.  A Study of Subseasonal Predictability , 2003 .

[8]  B. Kirtman,et al.  The Impact of Air–Sea Interactions on the Simulation of Tropical Intraseasonal Variability , 2008 .

[9]  Ping Liu,et al.  Experimental Dynamical Forecast of an MJO Event Observed during TOGA-COARE Period , 2008 .

[10]  C. Jones,et al.  Prediction skill of the Madden and Julian Oscillation in dynamical extended range forecasts , 2000 .

[11]  J. Shukla,et al.  Dynamical predictability of monthly means , 1981 .

[12]  L. Isaksen,et al.  The ERA-40 Reanalysis , 2004 .

[13]  Renate Hagedorn,et al.  Strategies: Revolution in Climate Prediction is Both Necessary and Possible: A Declaration at the World Modelling Summit for Climate Prediction , 2009 .

[14]  Duane E. Waliser,et al.  Assessing the Skill of an All-Season Statistical Forecast Model for the Madden–Julian Oscillation , 2008 .

[15]  H. Hsu,et al.  Role of submonthly disturbance and 40–50 day ISO on the extreme rainfall event associated with Typhoon Morakot (2009) in Southern Taiwan , 2010 .

[16]  Shu-Ping Weng,et al.  Interannual and intraseasonal variations in monsoon depressions and their westward-propagating predecessors , 1999 .

[17]  Uang,et al.  The NCEP Climate Forecast System Reanalysis , 2010 .

[18]  Antonio J. Busalacchi,et al.  Addressing the Complexity of the Earth System , 2010 .

[19]  T. N. Krishnamurti,et al.  One-Month Forecasts of Wet and Dry Spells of the Monsoon , 1992 .

[20]  Hai Lin,et al.  Forecast Skill of the Madden-Julian Oscillation in Two Canadian Atmospheric Models , 2008 .

[21]  P. Webster,et al.  Sensitivity of MJO Simulation and Predictability to Sea Surface Temperature Variability , 2007 .

[22]  Arun Kumar,et al.  Impacts of Ocean Surface on the Northward Propagation of the Boreal Summer Intraseasonal Oscillation in the NCEP Climate Forecast System , 2009 .

[23]  K. Lau,et al.  Tropical Intraseasonal Oscillation and Its Prediction by the NMC Operational Model. , 1992 .

[24]  Nedjeljka Žagar,et al.  Balanced tropical data assimilation based on a study of equatorial waves in ECMWF short‐range forecast errors , 2005 .

[25]  Li Tao,et al.  Satellite data reveal the 3‐D moisture structure of Tropical Intraseasonal Oscillation and its coupling with underlying ocean , 2006 .

[26]  H. Hendon,et al.  Intraseasonal Surface Fluxes in the Tropical Western Pacific and Indian Oceans from NCEP Reanalyses , 1999 .

[27]  T. Reichler,et al.  Long-Range Predictability in the Tropics. Part I: Monthly Averages , 2005 .

[28]  M. Balmaseda,et al.  The role of the ocean in the Madden–Julian Oscillation: Implications for MJO prediction , 2007 .

[29]  H. Annamalai,et al.  Active / break cycles: diagnosis of the intraseasonal variability of the Asian Summer Monsoon , 2001 .

[30]  Martin Köhler,et al.  Advances in simulating atmospheric variability with the ECMWF model: From synoptic to decadal time‐scales , 2008 .

[31]  J. Alpert,et al.  Systematic Errors in the Annual and Intraseasonal Variations of the Planetary-Scale Divergent Circulation in NMC Medium-Range Forecasts , 1990 .

[32]  Bin Wang,et al.  An Intermediate Model of the Tropical Pacific Ocean , 1995 .

[33]  Bin Wang,et al.  Vertical Moist Thermodynamic Structure and Spatial-Temporal Evolution of the MJO in AIRS Observations , 2006 .

[34]  W. Collins,et al.  The NCEP–NCAR 50-Year Reanalysis: Monthly Means CD-ROM and Documentation , 2001 .

[35]  K. Sperber,et al.  Coupled model simulations of boreal summer intraseasonal (30–50 day) variability, Part 1: Systematic errors and caution on use of metrics , 2007 .

[36]  Hyemi Kim,et al.  Assessment of MJO Predictability for Boreal Winter with Various Statistical and Dynamical Models , 2010 .

[37]  Frederic Vitart,et al.  Monthly Forecast of the Madden–Julian Oscillation Using a Coupled GCM , 2007 .

[38]  Charles Jones,et al.  Occurrence of Extreme Precipitation Events in California and Relationships with the Madden–Julian Oscillation , 2000 .

[39]  Franco Molteni,et al.  Collaborative research at the intersection of weather and climate , 2007 .

[40]  N. Graham,et al.  A Statistical Extended-Range Tropical Forecast Model Based on the Slow Evolution of the Madden–Julian Oscillation , 1999 .

[41]  Antonio J. Busalacchi,et al.  An Earth-system prediction initiative for the twenty-first century , 2010 .

[42]  Charles Jones,et al.  Forecast skill of the tropical intraseasonal oscillation in the NCEP GFS dynamical extended range forecasts , 2005 .

[43]  Tetsuzo Yasunari,et al.  Cloudiness Fluctuations Associated with the Northern Hemisphere Summer Monsoon , 1979 .

[44]  J. Slingo,et al.  The Importance of High-Frequency Sea Surface Temperature Variability to the Intraseasonal Oscillation of Indian Monsoon Rainfall , 2008 .

[45]  E. Lorenz,et al.  The essence of chaos , 1993 .

[46]  Roberto Buizza,et al.  The new VarEPS-monthly forecasting system: A first step towards seamless prediction , 2008 .

[47]  W. Briggs Statistical Methods in the Atmospheric Sciences , 2007 .

[48]  A. Matthews,et al.  Intraseasonal oscillations in 15 atmospheric general circulation models: results from an AMIP diagnostic subproject , 1996 .

[49]  Harry H. Hendon,et al.  Medium-Range Forecast Errors Associated with Active Episodes of theMadden–Julian Oscillation , 2000 .

[50]  M. Wheeler,et al.  An All-Season Real-Time Multivariate MJO Index: Development of an Index for Monitoring and Prediction , 2004 .

[51]  M. Rodwell,et al.  Toward Seamless Prediction: Calibration of Climate Change Projections Using Seasonal Forecasts , 2008 .

[52]  J. Whitaker,et al.  The Experimental MJO Prediction Project , 2006 .

[53]  Miloud Bessafi,et al.  Modulation of South Indian Ocean Tropical Cyclones by the Madden–Julian Oscillation and Convectively Coupled Equatorial Waves , 2006 .

[54]  G. Meehl,et al.  AGCM simulations of intraseasonal variability associated with the Asian summer monsoon , 2003 .

[55]  E. Lorenz Deterministic nonperiodic flow , 1963 .

[56]  J. Thepaut,et al.  Assimilation and Modeling of the Atmospheric Hydrological Cycle in the ECMWF Forecasting System , 2005 .

[57]  R. Koster,et al.  Variance and Predictability of Precipitation at Seasonal-to-Interannual Timescales , 2000 .

[58]  Bin Wang,et al.  A coupled modeling study of the seasonal cycle of the Pacific cold tongue , 2001 .

[59]  Bin Wang,et al.  Advance and prospectus of seasonal prediction: assessment of the APCC/CliPAS 14-model ensemble retrospective seasonal prediction (1980–2004) , 2009 .

[60]  F. Molteni,et al.  Dynamical Extended-Range Prediction of Early Monsoon Rainfall over India , 2009 .

[61]  Bin Wang,et al.  Sea Surface Temperature Feedback Extends the Predictability of Tropical Intraseasonal Oscillation , 2008 .

[62]  A. Lorenc,et al.  Collaboration of the Weather and Climate Communities to Advance Subseasonal-to-Seasonal Prediction , 2010 .

[63]  Jon Gottschalck,et al.  Evaluation of MJO Forecast Skill from Several Statistical and Dynamical forecast Models , 2009 .

[64]  Daily modes of South Asian summer monsoon variability in the NCEP climate forecast system , 2011 .

[65]  John S. Woollen,et al.  NCEP-DOE AMIP-II reanalysis (R-2). Bulletin of the American Meteorological Society . , 2002 .

[66]  Duane E. Waliser,et al.  A Statistical Forecast Model of Tropical Intraseasonal Convective Anomalies , 2004 .

[67]  Bin Wang,et al.  Synoptic climatology of transient tropical intraseasonal convection anomalies: 1975–1985 , 1990 .

[68]  Bin Wang,et al.  Impacts of initial conditions on monsoon intraseasonal forecasting , 2009 .

[69]  Ad Stoffelen,et al.  Impact Assessment of Simulated Doppler Wind Lidars with a Multivariate Variational Assimilation in the Tropics , 2008 .

[70]  Z. Tóth,et al.  Bridging the Gap between Weather and Climate Forecasting: Research Priorities for Intraseasonal Prediction , 2007 .

[71]  R. Reynolds,et al.  The NCEP/NCAR 40-Year Reanalysis Project , 1996, Renewable Energy.

[72]  J. Gottschalck A Framework for Assessing Operational Model MJO Forecasts: A Project of the CLIVAR Madden-Julian Oscillation Working Group , 2009 .

[73]  B. Goswami,et al.  Clustering of synoptic activity by Indian summer monsoon intraseasonal oscillations , 2003 .

[74]  K. Salzen,et al.  Temperature, Relative Humidity, and Divergence Response to High Rainfall Events in the Tropics: Observations and Models , 2010 .

[75]  Bin Wang,et al.  Coupling between Northward-Propagating, Intraseasonal Oscillations and Sea Surface Temperature in the Indian Ocean* , 2003 .

[76]  Wanqiu Wang,et al.  Representation of MJO Variability in the NCEP Climate Forecast System , 2011 .

[77]  R. Higgins,et al.  Intercomparison of the Principal Modes of Interannual and Intraseasonal Variability of the North American Monsoon System , 2001 .

[78]  Duane E. Waliser,et al.  Potential Predictability of the Madden–Julian Oscillation , 2003 .

[79]  Tong Zhu,et al.  Satellite Data Assimilation in Numerical Weather Prediction Models. Part II: Uses of Rain-Affected Radiances from Microwave Observations for Hurricane Vortex Analysis , 2007 .

[80]  Lennart Bengtsson,et al.  On the potential of assimilating meteorological analyses in a global climate model for the purpose of model validation , 1996 .

[81]  Li Tao,et al.  Impact of Atmosphere-Ocean Coupling on the Predictability of Monsoon Intraseasonal Oscillations , 2007 .

[82]  P. R. Julian,et al.  Description of Global-Scale Circulation Cells in the Tropics with a 40–50 Day Period , 1972 .

[83]  R. Pielke Wielicki, 2009: A Unified Modeling Approach to Climate System Prediction. Bulletin of the American Meteorological Society 1819-1832. , 2010 .

[84]  G. Meehl,et al.  A Unified Modeling Approach to Climate System Prediction , 2009 .

[85]  M. Claussen,et al.  The atmospheric general circulation model ECHAM-4: Model description and simulation of present-day climate , 1996 .

[86]  J. Shukla,et al.  Predictability in the midst of chaos: A scientific basis for climate forecasting , 1998, Science.

[87]  Philip J. Rasch,et al.  Tropical Intraseasonal Variability in 14 IPCC AR4 Climate Models. Part I: Convective Signals , 2006 .

[88]  Michael G. Bosilovich,et al.  NASA’s modern era retrospective-analysis for research and applications: integrating Earth observations , 2008 .

[89]  Bin Wang,et al.  The Boreal-Summer Intraseasonal Oscillations Simulated in a Hybrid Coupled Atmosphere–Ocean Model* , 2004 .

[90]  Joel Susskind,et al.  Improved atmospheric soundings and error estimates from analysis of AIRS/AMSU data , 2007, SPIE Optical Engineering + Applications.