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The role of the stratosphere in extended-range forecasting Thomas Jung Alfred Wegener Institute Helmholtz Centre for Polar and Marine Research Germany

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Page 1: The role of the stratosphere in extended- range forecasting Thomas Jung Alfred Wegener Institute Helmholtz Centre for Polar and Marine Research Germany

The role of the stratosphere in extended-range forecasting

Thomas Jung

Alfred Wegener Institute Helmholtz Centre for Polar and Marine Research

Germany

Page 2: 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

o The winter of 2005/06o The winter of 2009/10

Case study: The January 2009 sudden stratospheric warming event

Page 3: The role of the stratosphere in extended- range forecasting Thomas Jung Alfred Wegener Institute Helmholtz Centre for Polar and Marine Research Germany

Early experiments: Motivation

Page 4: The role of the stratosphere in extended- range forecasting Thomas Jung Alfred Wegener Institute Helmholtz Centre for Polar and Marine Research Germany

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)

Page 5: The role of the stratosphere in extended- range forecasting Thomas Jung Alfred Wegener Institute Helmholtz Centre for Polar and Marine Research Germany

Stratospheric response (Z50)

Jung and Barkmeijer (2006); MWR

Page 6: The role of the stratosphere in extended- range forecasting Thomas Jung Alfred Wegener Institute Helmholtz Centre for Polar and Marine Research Germany

Stratospheric response (Z1000)

Jung and Barkmeijer (2006), MWR

Page 7: The role of the stratosphere in extended- range forecasting Thomas Jung Alfred Wegener Institute Helmholtz Centre for Polar and Marine Research Germany

Downward propagation: ERA-40

Jung and Leutbecher (2007), QJRMS

Page 8: The role of the stratosphere in extended- range forecasting Thomas Jung Alfred Wegener Institute Helmholtz Centre for Polar and Marine Research Germany

Downward propagation: TL95L91

Jung and Leutbecher (2007), QJRMS

Page 9: The role of the stratosphere in extended- range forecasting Thomas Jung Alfred Wegener Institute Helmholtz Centre for Polar and Marine Research Germany

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

Page 10: The role of the stratosphere in extended- range forecasting Thomas Jung Alfred Wegener Institute Helmholtz Centre for Polar and Marine Research Germany

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)

Page 11: The role of the stratosphere in extended- range forecasting Thomas Jung Alfred Wegener Institute Helmholtz Centre for Polar and Marine Research Germany

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

Page 12: The role of the stratosphere in extended- range forecasting Thomas Jung Alfred Wegener Institute Helmholtz Centre for Polar and Marine Research Germany

Relaxation regions

Stratospheric relaxation Tropical relaxation

Page 13: The role of the stratosphere in extended- range forecasting Thomas Jung Alfred Wegener Institute Helmholtz Centre for Polar and Marine Research Germany

NH Z500 scores

Jung et al (2010a), MWR

Page 14: The role of the stratosphere in extended- range forecasting Thomas Jung Alfred Wegener Institute Helmholtz Centre for Polar and Marine Research Germany

NH Z500 forecast error reduction

Jung et al (2010a), MWR

Page 15: The role of the stratosphere in extended- range forecasting Thomas Jung Alfred Wegener Institute Helmholtz Centre for Polar and Marine Research Germany

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)

Page 16: The role of the stratosphere in extended- range forecasting Thomas Jung Alfred Wegener Institute Helmholtz Centre for Polar and Marine Research Germany

The cold European winter 2005/06

Jung et al. (2010b), MWR

Page 17: The role of the stratosphere in extended- range forecasting Thomas Jung Alfred Wegener Institute Helmholtz Centre for Polar and Marine Research Germany

Seasonal forecasts

Statistical techniques predicted negative NAO Dynamical techniques also predicted negative NAO (ie cold

winter) However, observed circulation anomaly not strictly the NAO

Page 18: The role of the stratosphere in extended- range forecasting Thomas Jung Alfred Wegener Institute Helmholtz Centre for Polar and Marine Research Germany

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+

Page 19: The role of the stratosphere in extended- range forecasting Thomas Jung Alfred Wegener Institute Helmholtz Centre for Polar and Marine Research Germany

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)

Page 20: The role of the stratosphere in extended- range forecasting Thomas Jung Alfred Wegener Institute Helmholtz Centre for Polar and Marine Research Germany

Z500 anomalies: DJF 2005/06

Page 21: The role of the stratosphere in extended- range forecasting Thomas Jung Alfred Wegener Institute Helmholtz Centre for Polar and Marine Research Germany

Z50 anomalies: DJF 2005/06

Page 22: The role of the stratosphere in extended- range forecasting Thomas Jung Alfred Wegener Institute Helmholtz Centre for Polar and Marine Research Germany

Z500 anomalies: DJF 2005/06

Page 23: The role of the stratosphere in extended- range forecasting Thomas Jung Alfred Wegener Institute Helmholtz Centre for Polar and Marine Research Germany

Ensemble mean anomalies: Polar Z50

Page 24: The role of the stratosphere in extended- range forecasting Thomas Jung Alfred Wegener Institute Helmholtz Centre for Polar and Marine Research Germany

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

o South Americao Indian Ocean

Page 25: The role of the stratosphere in extended- range forecasting Thomas Jung Alfred Wegener Institute Helmholtz Centre for Polar and Marine Research Germany

The extreme negative NAO winter 2009/10

Jung et al. (2011), GRL

Page 26: The role of the stratosphere in extended- range forecasting Thomas Jung Alfred Wegener Institute Helmholtz Centre for Polar and Marine Research Germany

Operational ECMWF forecasts

Jung et al. (2011), GRL

Page 27: The role of the stratosphere in extended- range forecasting Thomas Jung Alfred Wegener Institute Helmholtz Centre for Polar and Marine Research Germany

Experimental setup

Jung et al. (2011), GRL

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

Page 28: The role of the stratosphere in extended- range forecasting Thomas Jung Alfred Wegener Institute Helmholtz Centre for Polar and Marine Research Germany

Sensitivity experiments I

Jung et al. (2011), GRL

Page 29: The role of the stratosphere in extended- range forecasting Thomas Jung Alfred Wegener Institute Helmholtz Centre for Polar and Marine Research Germany

Sensitivity experiments II

D+18-D+32

D+18-D+32

Verifying analysis

Jung et al. (2011), GRL

Page 30: The role of the stratosphere in extended- range forecasting Thomas Jung Alfred Wegener Institute Helmholtz Centre for Polar and Marine Research Germany

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)?

Page 31: The role of the stratosphere in extended- range forecasting Thomas Jung Alfred Wegener Institute Helmholtz Centre for Polar and Marine Research Germany

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

Page 32: The role of the stratosphere in extended- range forecasting Thomas Jung Alfred Wegener Institute Helmholtz Centre for Polar and Marine Research Germany

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)

Page 33: The role of the stratosphere in extended- range forecasting Thomas Jung Alfred Wegener Institute Helmholtz Centre for Polar and Marine Research Germany

The January 2009 SSW

Start: 8. January 2009 Start: 15. January 2009

Page 34: The role of the stratosphere in extended- range forecasting Thomas Jung Alfred Wegener Institute Helmholtz Centre for Polar and Marine Research Germany

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

Page 35: The role of the stratosphere in extended- range forecasting Thomas Jung Alfred Wegener Institute Helmholtz Centre for Polar and Marine Research Germany

Z500 anomalies

Z500 forecast anomalies (initialized on 15. January 2009)

Page 36: The role of the stratosphere in extended- range forecasting Thomas Jung Alfred Wegener Institute Helmholtz Centre for Polar and Marine Research Germany

The role of vertical resolution

Start: 8. January 2009 Start: 15. January 2009

Page 37: The role of the stratosphere in extended- range forecasting Thomas Jung Alfred Wegener Institute Helmholtz Centre for Polar and Marine Research Germany

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

Page 38: The role of the stratosphere in extended- range forecasting Thomas Jung Alfred Wegener Institute Helmholtz Centre for Polar and Marine Research Germany

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

Page 39: The role of the stratosphere in extended- range forecasting Thomas Jung Alfred Wegener Institute Helmholtz Centre for Polar and Marine Research Germany

Further reading: