390 likes | 519 Views
The role of the stratosphere in extended-range forecasting Thomas Jung Alfred Wegener Institute Helmholtz Centre for Polar and Marine Research Germany. Overview. Early experiments Relaxation experiments Extended-range predictions Dynamics of two recent cold European winters
E N D
The role of the stratosphere in extended-range forecasting Thomas Jung Alfred Wegener Institute Helmholtz Centre for Polar and Marine Research Germany
Overview • Early experiments • Relaxation experiments • Extended-range predictions • Dynamics of two recent cold European winters • The winter of 2005/06 • The winter of 2009/10 • Case study: The January 2009 sudden stratospheric warming event
Early experiments • F is the mean optimal forcing (adjoint method, 18 cases) • F is applied in the stratosphere only • Three 40-day forecasts for each of the winters 1980-2001 • Control • Positive forcing (strong vortex) • Negative forcing (weak vortex) • TL95L60 (cycle 28r1)
Stratospheric response (Z50) Jung andBarkmeijer (2006); MWR
Stratospheric response (Z1000) Jung andBarkmeijer (2006), MWR
Downward propagation: ERA-40 Jung andLeutbecher (2007), QJRMS
Downward propagation: TL95L91 Jung andLeutbecher (2007), QJRMS
Conclusions: Part I • “Classical” stratospheric forcing experiments indicate downward control of stratospheric circulation anomalies in the ECMWF model • Downward control is also found in long unforced integrations • The magnitude of the response in unforced experiments looks smaller than in forced experiments
Relaxation experiments • Study the impact of Northern Hemisphere stratosphere on tropospheric forecast skill • Strategy: • Perform set of control experiments (standard NWP setting) • Perform additional experiments with forecast error suppressed in the NH stratosphere • Perform similar experiments for other areas (e.g. tropics)
Experimental setup • TL159L60 (32r1) • 88 30-day forecasts (15th of Nov, Dec, Jan and Feb. of the period 1980/81-2000/01) • Initial and boundary conditions from ERA-40 • Relaxation towards ERA-40 • Persisted SST and sea ice • Control, stratospheric and tropical relaxation experiments
Relaxation regions Stratosphericrelaxation Tropical relaxation
NH Z500 scores Jung et al (2010a), MWR
NH Z500 forecast error reduction Jung et al (2010a), MWR
Conclusions: Part II • Relaxation experiments suggest that reducing stratospheric forecast error leads to better tropospheric forecasts • Overall the impacts on Northern Hemisphere forecast skill moderate • Locally larger impacts (e.g. North America and North West Europe) • Results in good agreement with Newman and Sardeshmukh (LIMs)
The cold European winter 2005/06 Jung et al. (2010b), MWR
Seasonal forecasts • Statistical techniques predicted negative NAO • Dynamical techniques also predicted negative NAO (ie cold winter) • However, observed circulation anomaly not strictly the NAO
Suggested mechanisms • Folland et al. (2006) • Reemergence of North Atlantic SST anomalies • Scaife and Knight (2008) • Atlantic SST • January SSW • Croci-Maspoli and Davies (2009) • SST and 2mT anomalies in the western North Atlantic and close to the eastern US seaboard • Bader and Latif (2003) • Cold SST anomalies Indian ocean NAO- • Greatbatch and Jung (2007) • La Nina NAO+
Experimental setup • TL95L60 (32r1) • Atmosphere-only with observed SST/sea ice • Lagged ensemble (17 members) started in the middle of November 2005 • Calibrations runs with and without relaxation (1990-2006) • Relaxation experiments (various regions)
Conclusions: Part III • Origin of the cold European 2005/06 has been studied • Various mechanisms have been proposed including an important role of the Northern Hemisphere stratosphere • Our results suggest that the tropics have been important (for the NH troposphere and stratosphere) • Tropical stratosphere: QBO • Tropical troposphere • South America • Indian Ocean
The extreme negative NAO winter 2009/10 Jung et al. (2011), GRL
Operational ECMWF forecasts Jung et al. (2011), GRL
Experimental setup • TL159L60 (36R1) • ECMWF Monthly Forecasting System • Forecasts started on 1 November 2009 • 40 Ensemble members • Control integration • Various sensitivity experiments • Hindcasts for each of the configurations • 1991-2008 • 4 ensemble members Jung et al. (2011), GRL
Sensitivity experiments I Jung et al. (2011), GRL
Sensitivity experiments II Verifyinganalysis D+18-D+32 D+18-D+32 Jung et al. (2011), GRL
Conclusions: Part IV • The winter 2009/10 was one of the most negative NAO winters on record • Extremely good monthly and seasonal forecast skill during the second half of the winter • Sensitivity experiments imply that external forcing and the Northern Hemisphere stratosphere played a secondary role • Internal tropospheric dynamics (highly predictable)?
The January 2009 SSW: A case study • Sensitivity experiments have been strongly forced • Consider unforced experiments • Case selection • Good extended-range forecasts during the late part of the winter 2008/09 • Strong SSW in January 2009 • Did the SSW contribute to the high skill? Work with Frederic Vitart
Forecasts data • ECMWF VarEPS • T255 up to D+9 • T399 from D+10 • 62 levels in the vertical (up to 5 hPa) • Atmosphere-ocean coupling from day-10 • 50 ensemble members (operationally)
The January 2009 SSW Start: 15. January 2009 Start: 8. January 2009
Separation into good and poor forecasts • Focus on forecasts started on 15. January 2009 • Increase ensemble size to 100 members • Separate into best and worst 10 SSW cases
Z500 anomalies Z500 forecastanomalies (initialized on 15. January 2009)
The role of vertical resolution Start: 8. January 2009 Start: 15. January 2009
Conclusions: Part V • Major SSW occurred in January 2009 • Extended-range forecasts for Europe have been quite skilful following the SSW • Role of the SSW has been assessed by splitting ensemble into two sub-groups (good and poor SSW forecasts) • Impact of the SSW seem to have played a secondary role • More cases need to be considered in future studies
Some general thoughts • Stratosphere provides a source of extended-range forecast skill in the Northern Hemisphere troposphere • Some areas might benefit in particular (e.g. Europe) • However, the influence is likely to be moderate at best (disagreement with Douville et al?) • It is somewhat surprising that there is such a spread regarding possible mechanisms of recent cold European winters