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CHFP2: A coupled multi- seasonal forecast system for Canada Bill Merryfield Canadian Centre for Climate Modelling and Analysis Victoria, BC In collaboration with : Woo-Sung Lee, Slava Kharin, George Boer, John Scinocca, Greg Flato (CCCma) Juan-Sebastian Fontecilla, Jacques Hodgson, Bertrand Denis, Benoit Archambault, Louis-Philippe Crevier, Lewis Poulin (CMC)

CHFP2: A coupled multi-seasonal forecast system for Canada Bill Merryfield Canadian Centre for Climate Modelling and Analysis Victoria, BC In collaboration

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Page 1: CHFP2: A coupled multi-seasonal forecast system for Canada Bill Merryfield Canadian Centre for Climate Modelling and Analysis Victoria, BC In collaboration

CHFP2: A coupled multi-seasonal

forecast system for Canada

Bill Merryfield

Canadian Centre for Climate Modelling and AnalysisVictoria, BC

In collaboration with:

Woo-Sung Lee, Slava Kharin, George Boer, John Scinocca, Greg Flato (CCCma)

Juan-Sebastian Fontecilla, Jacques Hodgson, Bertrand Denis, Benoit Archambault, Louis-Philippe Crevier, Lewis Poulin (CMC)

Page 2: CHFP2: A coupled multi-seasonal forecast system for Canada Bill Merryfield Canadian Centre for Climate Modelling and Analysis Victoria, BC In collaboration

WMO Global Producing Centresfor Long-Range Forecasts

GPCSystem

Configuration.

Atmospheric Model

Resolution

Hindcast Period

Year of Implementati

on

Washington, NCEP Coupled T126/L64 1982-2010Summer

2011

ECMWF Coupled T255/L92 1981-2010Late Fall

2011

Montreal, CMC Coupled2 Models T63/L31 T63/L35

1981-2010Late Fall

2011

Tokyo, JMA Coupled T95/L40 1979-2008 2010

Exeter, Met Office Coupled1.875x1.25/

L381981-2002 2009

Toulouse, Météo-Fr Coupled T63/L91 1997-2007 2008Beijing, BCC Coupled T63/L16 1983-2004 2005

Melbourne, BoM Coupled T47/L17 1980-2006 2002

Montreal, CMC 2-tier 4 Models 1969-20042007

to be retired in 2011

Seoul, KMA 2-tier T106/L21 1979-2007 1999 ?Cachoeira Paulista,

CPTEC2-tier T62/L28 1979-2001 2009

Moscow, HMC 2-tier 1.1x1.4/L28 1979-2003 2007Pretoria, SAWS 2-tier T42 1982-2001 2007

Page 3: CHFP2: A coupled multi-seasonal forecast system for Canada Bill Merryfield Canadian Centre for Climate Modelling and Analysis Victoria, BC In collaboration

Environment Canada’s Current Multi-Seasonal Forecasts

Dynamical2-Tier

StatisticalCCA

Page 4: CHFP2: A coupled multi-seasonal forecast system for Canada Bill Merryfield Canadian Centre for Climate Modelling and Analysis Victoria, BC In collaboration

CHFP2 development

• 2006 Funding from Canadian Foundation for Climate and Atmospheric Sciences (CFCAS)

• 2007-2008 CHFP1 pilot project (existing AR4 model, simple SST nudging initialization)

• 2008-2009 Model development leading to CanCM3/4,

CHFP2 initialization development

• 2009-2010 CHFP2 hindcast production

• 2011 CHFP2 operational implementation

CHFP2 = “Coupled Historical Forecasting Project, phase 2”

Page 5: CHFP2: A coupled multi-seasonal forecast system for Canada Bill Merryfield Canadian Centre for Climate Modelling and Analysis Victoria, BC In collaboration

CHFP2 Models

CanAM3 Atmospheric model - T63/L31 (2.8 spectral grid) - Deep convection scheme of Zhang & McFarlane (1995) - No shallow conv scheme - Also called AGCM3

CanAM4 Atmospheric model - T63/L35 (2.8 spectral grid) - Deep conv as in CanCM3 - Shallow conv as per von Salzen & McFarlane (2002) - Improved radiation, aerosols

CanOM4 Ocean model - 1.410.94L40 - GM stirring, aniso visc - KPP+tidal mixing - Subsurface solar heating climatological chlorophyll

SST bias vs OISST 1982-2009

C C

Page 6: CHFP2: A coupled multi-seasonal forecast system for Canada Bill Merryfield Canadian Centre for Climate Modelling and Analysis Victoria, BC In collaboration

HadISST 1970-99

*

Monthly SSTA standard deviation

CGCM3.1 IPCC AR4, CHFP1

CanCM3 CHFP2 CHFP2CanCM4

ENSO variability in models

Page 7: CHFP2: A coupled multi-seasonal forecast system for Canada Bill Merryfield Canadian Centre for Climate Modelling and Analysis Victoria, BC In collaboration

CHFP2 hindcast initialization

Forecast

SST nudging (OISST)Sea ice nudging (HadISST)

AGCM assim (ERA)

3D ocean T, S assimilation(GODAS)

1 Sep1 Aug1 Jul1 Jun 1 Oct1 May

multiple assimilation runs

Forecast 1 12 mos

Forecast 2 12 mos

Forecast 10 12 mos…

IC1

IC2

IC10

+ Anthropogenic forcing

Page 8: CHFP2: A coupled multi-seasonal forecast system for Canada Bill Merryfield Canadian Centre for Climate Modelling and Analysis Victoria, BC In collaboration

Forecast

SST nudging (CMC)Sea ice nudging (CMC)

AGCM assim (CMC)

1 Sep1 Aug1 Jul1 Jun 1 Oct1 May

Forecast 1 12 mos

Forecast 2 12 mos

Forecast 10 12 mos…

IC1

IC2

IC10

+ Anthropogenic forcing

CHFP2 operational initialization

multiple assimilation runs

3D ocean T, S assimilationGODAS daily

Page 9: CHFP2: A coupled multi-seasonal forecast system for Canada Bill Merryfield Canadian Centre for Climate Modelling and Analysis Victoria, BC In collaboration

Benefits of coupled atmospheric assimilation: Improved land initialization

SST nudging only

Soil temperature(top layer)

Soil moisture(top layer)

Correlation of assimilation run vs offline analysis

SST nudging + atmospheric assim

Page 10: CHFP2: A coupled multi-seasonal forecast system for Canada Bill Merryfield Canadian Centre for Climate Modelling and Analysis Victoria, BC In collaboration

Benefits of coupled atmospheric assimilation: Improved ocean initialization

Correlations vs obs in equatorial Pacific (5S5N)

zonal wind stressthermocline depthzonal surface currentsea surface temp

SST nudging + atmos assim SST nudging only

Page 11: CHFP2: A coupled multi-seasonal forecast system for Canada Bill Merryfield Canadian Centre for Climate Modelling and Analysis Victoria, BC In collaboration

Niño3.4 hindcasts initialized monthly from 1 Jan 1997 to 1 Dec 1997

1997 1998 1997 1998

ENSO SkillCase Study: 1997-98 El Niño

OBS

CanCM3

CanCM4

CHFP2 =CanCM3+4

Page 12: CHFP2: A coupled multi-seasonal forecast system for Canada Bill Merryfield Canadian Centre for Climate Modelling and Analysis Victoria, BC In collaboration

Nino3.4 Anomaly Correlation Skill

Ensemble ForecastsInitialization

1 June 1979-2008ERSST/OISST verification

CanCM3CanCM4CanCM3+4Persistence

Damped persistence}

-1 AC 1

=1 perfect fcst=0 clim fcst

Page 13: CHFP2: A coupled multi-seasonal forecast system for Canada Bill Merryfield Canadian Centre for Climate Modelling and Analysis Victoria, BC In collaboration

Nino3.4 Mean Square Skill Score (MSSS)

Ensemble ForecastsInitialization

1 June 1979-2008ERSST/OISST verification

CanCM3CanCM4CanCM3+4Persistence

Damped persistence}

- MSSS 1

=1 perfect fcst=0 clim fcst

Page 14: CHFP2: A coupled multi-seasonal forecast system for Canada Bill Merryfield Canadian Centre for Climate Modelling and Analysis Victoria, BC In collaboration

Nino3.4: all forecasts, leads 0-6 1979-2005

0

0.1

0.2

0.3

0.4

0.5

0.6

0.7

0.8

0.9

1

Anomaly Correlation MSSS

Me

an

Sk

ill

ECMWF

IFM

Meteo-France

UKMO/HadGEM2

INGV

UKMO/DePreSys

CCCma/CanCM3

CCCma/CanCM4

CCCma/CHFP2

Comparison with EU ENSEMBLES

Comparison of individual model forecasts (ENSEMBLES forecasts use ensemble size 9, CCCma ensemble size 10), with CHFP2 skills shown for comparison

CanCM4

CanCM3

Page 15: CHFP2: A coupled multi-seasonal forecast system for Canada Bill Merryfield Canadian Centre for Climate Modelling and Analysis Victoria, BC In collaboration

CHFP2 vs

CFSv2

CHFP2 vs

CFSv1

Comparison with NCEP CFS

Page 16: CHFP2: A coupled multi-seasonal forecast system for Canada Bill Merryfield Canadian Centre for Climate Modelling and Analysis Victoria, BC In collaboration

Anomaly correlation 2-tier vs CHFP2

2-tier

CHFP2

Page 17: CHFP2: A coupled multi-seasonal forecast system for Canada Bill Merryfield Canadian Centre for Climate Modelling and Analysis Victoria, BC In collaboration

Anomaly correlation 2-tier vs CHFP2

Mean Seasonal Global 2m Temp Anomaly Correlation Lead 0 All Forecasts 1979-2001 ERA Verification

0

0.1

0.2

0.3

0.4

0.5

0.6

0.7

Global Land Ocean

Ano

mal

y C

orre

latio

n

CanCM3

CanCM4

CHFP2

HFP2/MM4Cu

rren

t s

ys

tem

Cu

rren

t s

ys

tem

Cu

rren

t s

ys

tem

Ne

w

sy

ste

m

Ne

w

sy

ste

m

Ne

w

sy

ste

m

Global Land Ocean

Page 18: CHFP2: A coupled multi-seasonal forecast system for Canada Bill Merryfield Canadian Centre for Climate Modelling and Analysis Victoria, BC In collaboration

CHFP2 sea ice predictionsAnomaly correlation, Sep mean ice concentration

CanCM3 CanCM4

Forecasts initializedEnd of July

Forecasts initializedEnd of June

Page 19: CHFP2: A coupled multi-seasonal forecast system for Canada Bill Merryfield Canadian Centre for Climate Modelling and Analysis Victoria, BC In collaboration

Probability forecast interface

3-category Probabilistic Forecastyear=2010 JFM 0-month lead

Page 20: CHFP2: A coupled multi-seasonal forecast system for Canada Bill Merryfield Canadian Centre for Climate Modelling and Analysis Victoria, BC In collaboration

Probability forecast interface

3-category Probabilistic Forecastyear=2010 JFM 0-month lead

Local Probability ForecastLat=53.6N Lon=62.8W

Page 21: CHFP2: A coupled multi-seasonal forecast system for Canada Bill Merryfield Canadian Centre for Climate Modelling and Analysis Victoria, BC In collaboration

Probability forecast verification

3-category Probabilistic Forecastyear=2010 JFM 0-month lead

Observed Temperature Percentileyear=2010 JFM

Page 22: CHFP2: A coupled multi-seasonal forecast system for Canada Bill Merryfield Canadian Centre for Climate Modelling and Analysis Victoria, BC In collaboration

• Competitive ENSO skill achieved with limited resources, low-tech ocean assimilation

Conclusions

Page 23: CHFP2: A coupled multi-seasonal forecast system for Canada Bill Merryfield Canadian Centre for Climate Modelling and Analysis Victoria, BC In collaboration

• Competitive ENSO skill achieved with limited resources, low-tech ocean assimilation

• CHFP2 to replace 2-tier + statistical system December 1

Conclusions

Page 24: CHFP2: A coupled multi-seasonal forecast system for Canada Bill Merryfield Canadian Centre for Climate Modelling and Analysis Victoria, BC In collaboration

• Competitive ENSO skill achieved with limited resources, low-tech ocean assimilation

• CHFP2 to replace 2-tier + statistical system December 1

• Watch out for La Nina!

Conclusions

Page 25: CHFP2: A coupled multi-seasonal forecast system for Canada Bill Merryfield Canadian Centre for Climate Modelling and Analysis Victoria, BC In collaboration

New CMC

http://iri.columbia.edu/climate/ENSO/currentinfo/SST_table.html