Top Banner
Climate Forecasting Unit On the North Pacific reduced skill in near-term climate predictions of sea surface temperatures Virginie Guemas With the collaboration of : Francisco Doblas-Reyes, Fabian Lienert, Hui Du, Yves Soufflet
29

Climate Forecasting Unit On the North Pacific reduced skill in near-term climate predictions of sea surface temperatures Virginie Guemas With the collaboration.

Jan 04, 2016

Download

Documents

Jasmine Wilcox
Welcome message from author
This document is posted to help you gain knowledge. Please leave a comment to let me know what you think about it! Share it to your friends and learn new things together.
Transcript
Page 1: Climate Forecasting Unit On the North Pacific reduced skill in near-term climate predictions of sea surface temperatures Virginie Guemas With the collaboration.

Climate Forecasting Unit

On the North Pacific reduced skill in near-term climate predictions of

sea surface temperatures

Virginie Guemas

With the collaboration of : Francisco Doblas-Reyes, Fabian Lienert, Hui Du, Yves Soufflet

Page 2: Climate Forecasting Unit On the North Pacific reduced skill in near-term climate predictions of sea surface temperatures Virginie Guemas With the collaboration.

Climate Forecasting Unit

Francisco J Doblas-Reyes : The Head

Hui Du : Initial perturbations, sea ice

Javier García-Serrano : AMO, African monsoon

Virginie Guemas : Sea ice, North Pacific skill

Fabian Lienert : regionalisation, PDO

Melanie Davis : climate services

Danila Volpi : initialisation techniques

Luis Ricardo Rodrigues : ENSO, statistical models

Aida Pintó : extremes

Muhammad Asif : EC-Earth

Oriol Mula-Valls : system administrator

Domingo Manubens : autosubmit developer

Our focus : Seasonal to decadal prediction

We share, on request :

1) Autosubmit

2) Our decadal hindcasts

3) Monthly sea ice restarts

4) R diagnostic functions

We run on :

1) Marenostrum ( Spain )

2) ECMWF

3) HECTOR ( Scotland )

4) Lindgren ( Sweden )

5) Our local cluster

Page 3: Climate Forecasting Unit On the North Pacific reduced skill in near-term climate predictions of sea surface temperatures Virginie Guemas With the collaboration.

Climate Forecasting Unit

On the North Pacific reduced skill in near-term climate predictions of

sea surface temperatures

Virginie Guemas

With the collaboration of : Francisco Doblas-Reyes, Fabian Lienert, Hui Du, Yves Soufflet

Page 4: Climate Forecasting Unit On the North Pacific reduced skill in near-term climate predictions of sea surface temperatures Virginie Guemas With the collaboration.

Climate Forecasting Unit

The climate prediction exercise

Fig. 2 of Meehl et al. (2009, BAMS)

Page 5: Climate Forecasting Unit On the North Pacific reduced skill in near-term climate predictions of sea surface temperatures Virginie Guemas With the collaboration.

Climate Forecasting Unit

Nov 60 Nov 65 Nov 70 Nov 75 Nov 80 ...

Multi-model ensemble system with coupled initialized GCMs

Model 1 Model 2 Model 3 Model 4 Model 5 Model 6

Leadtime = 10 years

Obs

The climate prediction exercise

Page 6: Climate Forecasting Unit On the North Pacific reduced skill in near-term climate predictions of sea surface temperatures Virginie Guemas With the collaboration.

Climate Forecasting Unit

Multi-model ensemble system with coupled initialized GCMs

Model 1 Model 2 Model 3 Model 4 Model 5 Model 6

Nov 60 Nov 65 Nov 70 Nov 75 Nov 80 ...

Obs

Leadtime = 5 years

The climate prediction exercise

Page 7: Climate Forecasting Unit On the North Pacific reduced skill in near-term climate predictions of sea surface temperatures Virginie Guemas With the collaboration.

Climate Forecasting Unit

Model 1 Model 2 Model 3 Model 4 Model 5 Model 6

Leadtime = 2-5 years

Obs

Multi-model ensemble system with coupled initialized GCMs

Nov 60 Nov 65 Nov 70 Nov 75 Nov 80 ...

The climate prediction exercise

Page 8: Climate Forecasting Unit On the North Pacific reduced skill in near-term climate predictions of sea surface temperatures Virginie Guemas With the collaboration.

Climate Forecasting Unit

Model 1 Model 2 Model 3 Model 4 Model 5 Model 6

Leadtime = 2-5 years

Obs

Multi-model ensemble system with coupled initialized GCMs

Nov 60 Nov 65 Nov 70 Nov 75 Nov 80 ...

The climate prediction exercise

Page 9: Climate Forecasting Unit On the North Pacific reduced skill in near-term climate predictions of sea surface temperatures Virginie Guemas With the collaboration.

Climate Forecasting Unit

Model 1 Model 2 Model 3 Model 4 Model 5 Model 6

Leadtime = 2-5 years

Obs

Multi-model ensemble system with coupled initialized GCMs

Nov 60 Nov 65 Nov 70 Nov 75 Nov 80 ...

The climate prediction exercise

Page 10: Climate Forecasting Unit On the North Pacific reduced skill in near-term climate predictions of sea surface temperatures Virginie Guemas With the collaboration.

Climate Forecasting Unit

CERFACS UKMO IFM-GEOMAR

ECMWF DePreSys EC-Earth

2m atmospheric temperature skillCorrelation modelled and ERA40 T2M. Leadtimes : 2-5 years

Page 11: Climate Forecasting Unit On the North Pacific reduced skill in near-term climate predictions of sea surface temperatures Virginie Guemas With the collaboration.

Climate Forecasting Unit

CERFACS UKMO IFM-GEOMAR

ECMWF DePreSys EC-Earth

Correlation modelled and ERSST SST. Leadtimes : 2-5 years

Sea Surface Temperature skill

Page 12: Climate Forecasting Unit On the North Pacific reduced skill in near-term climate predictions of sea surface temperatures Virginie Guemas With the collaboration.

Climate Forecasting Unit

Correlation between multi-model ensemble-mean and ERSST SST

Sea Surface Temperature skill

Page 13: Climate Forecasting Unit On the North Pacific reduced skill in near-term climate predictions of sea surface temperatures Virginie Guemas With the collaboration.

Climate Forecasting Unit

CERFACS UKMO IFM-GEOMAR

ECMWF DePreSys EC-Earth

Which major events are missed ?Sea Surface Temperature anomalies (155°E-235°E, 10°N-45°N)

Page 14: Climate Forecasting Unit On the North Pacific reduced skill in near-term climate predictions of sea surface temperatures Virginie Guemas With the collaboration.

Climate Forecasting Unit

Outline

Links with well-known variability modes ?

Mechanism explaining the 1963 event

Mechanism explaining the 1968 event

Possible cause for the failure of forecasting systems

Page 15: Climate Forecasting Unit On the North Pacific reduced skill in near-term climate predictions of sea surface temperatures Virginie Guemas With the collaboration.

Climate Forecasting Unit

Outline

Links with well-known variability modes ?

Mechanism explaining the 1963 event

Mechanism explaining the 1968 event

Possible cause for the failure of forecasting systems

Page 16: Climate Forecasting Unit On the North Pacific reduced skill in near-term climate predictions of sea surface temperatures Virginie Guemas With the collaboration.

Climate Forecasting Unit

Two major warmings in the North Pacific Ocean in

1963 and 1968

Da Silva et al. (1994) turbulent

Da Silva et al. (1994) total

OAFluxes turbulent

ERSST

Sea Surface Temperature anomalies (155-235°E 10-45°N )

Upward surface heat fluxes anomalies (155-235°E 10-45°N )

155-235°E 10-45°N

Page 17: Climate Forecasting Unit On the North Pacific reduced skill in near-term climate predictions of sea surface temperatures Virginie Guemas With the collaboration.

Climate Forecasting Unit

No links with the main modes of variability

http://www.esrl.noaa.gov/psd/data/climateindices/

Monthly values

12-month running mean

Page 18: Climate Forecasting Unit On the North Pacific reduced skill in near-term climate predictions of sea surface temperatures Virginie Guemas With the collaboration.

Climate Forecasting Unit

Outline

Links with well-known variability modes ?

Mechanism explaining the 1963 event

Mechanism explaining the 1968 event

Possible cause for the failure of forecasting systems

Page 19: Climate Forecasting Unit On the North Pacific reduced skill in near-term climate predictions of sea surface temperatures Virginie Guemas With the collaboration.

Climate Forecasting Unit

1963: 3-dimensional structure of the anomaly

Pattern of ERSST anomalies (155-235°E 10-45°N )

NEMOVAR temperature anomaly profile (180-205°E – 35-45°N)°C

Page 20: Climate Forecasting Unit On the North Pacific reduced skill in near-term climate predictions of sea surface temperatures Virginie Guemas With the collaboration.

Climate Forecasting Unit

1963: advection of the anomaly

Hoevmuller ERSST anomalies ( 35°N-45°N latitude band)

NEMOVAR backward trajectories computed with ARIANE

ARIANE ( http://stockage.univ-brest.fr/~grima/Ariane/)

April 1963November 1960

°C

Page 21: Climate Forecasting Unit On the North Pacific reduced skill in near-term climate predictions of sea surface temperatures Virginie Guemas With the collaboration.

Climate Forecasting Unit

1963: modulation of the amplitude by mixing

Hoevmuller ERSST anomalies ( 35°N-45°N latitude band) °C

NEMOVAR climatological mixed layer depth ( 35°N-45°N ) m

Page 22: Climate Forecasting Unit On the North Pacific reduced skill in near-term climate predictions of sea surface temperatures Virginie Guemas With the collaboration.

Climate Forecasting Unit

Outline

Links with well-known variability modes ?

Mechanism explaining the 1963 event

Mechanism explaining the 1968 event

Possible cause for the failure of forecasting systems

Page 23: Climate Forecasting Unit On the North Pacific reduced skill in near-term climate predictions of sea surface temperatures Virginie Guemas With the collaboration.

Climate Forecasting Unit

1968: 3-dimensional structure of the anomaly

Pattern of ERSST anomalies (155-235°E 10-45°N ) °C

NEMOVAR temperature anomaly profile (170-235°E – 10-35°N)

Page 24: Climate Forecasting Unit On the North Pacific reduced skill in near-term climate predictions of sea surface temperatures Virginie Guemas With the collaboration.

Climate Forecasting Unit

1968: upward transfer of the anomaly

NEMOVAR temperature anomaly profile (170-235°E – 10-45°N)

Page 25: Climate Forecasting Unit On the North Pacific reduced skill in near-term climate predictions of sea surface temperatures Virginie Guemas With the collaboration.

Climate Forecasting Unit

1968: amplification by the atmosphere forcing

Wind speed anomalies (170-235°E, 10-35°N)

DFS4.3NCEP

NEMOVAR temperature anomaly profile (170-235°E – 10-45°N)

Page 26: Climate Forecasting Unit On the North Pacific reduced skill in near-term climate predictions of sea surface temperatures Virginie Guemas With the collaboration.

Climate Forecasting Unit

Outline

Links with well-known variability modes ?

Mechanism explaining the 1963 event

Mechanism explaining the 1968 event

Possible cause for the failure of forecasting systems

Page 27: Climate Forecasting Unit On the North Pacific reduced skill in near-term climate predictions of sea surface temperatures Virginie Guemas With the collaboration.

Climate Forecasting Unit

Stratification in the Pacific Ocean

NE

MO

VA

R-C

OM

BIN

EC

ER

FA

CS

IFM

-GE

OM

AR

EC

-Earth

v2

FMA mixed layer depth (density criteria) in m

Page 28: Climate Forecasting Unit On the North Pacific reduced skill in near-term climate predictions of sea surface temperatures Virginie Guemas With the collaboration.

Climate Forecasting Unit

Conclusion

North Pacific region = region of lowest skill in near-term climate predictions ( 2- 5 years )

Major warm events around 1963 and 1968 missed by every forecasting systems = main cause for the low skill

1963 : heat anomaly advected along the Kuroshio-Oyashio and confined to an increasingly thinnner mixed layer

1968 : deep heat anomaly transferred toward the surface and then amplified by the atmospheric noise

Biases in the Pacific ocean stratification could be responsible for the failure of the forecasting systems

Page 29: Climate Forecasting Unit On the North Pacific reduced skill in near-term climate predictions of sea surface temperatures Virginie Guemas With the collaboration.

Climate Forecasting Unit

Thanks for your attentionThanks for your attention

[email protected]@ic3.cat