- cansips - the canadian seasonal to interannual ... … · ipcc-type projections (scenario...

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- CanSIPS - The Canadian Seasonal to Interannual Prediction System Bertrand Denis 1 (Normand Gagnon) & Bill Merryfield 2 ,,Juan-Sebastian Fontecilla 1 , Slava Kharin 2, Woo-Sung Lee 2 , Jacques Hodgson 1 , Louis-Philippe Crevier 1 , Benoit Archambault 1 , Lewis Poulin 1 , Ping-An Tan 1 1 Canadian Meteorological Centre (CMC) 2 Canadian Centre for Climate Modelling and Analysis (CCCma) Meteorological Service of Canada 2012 NAEFS meeting, Monterey

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Page 1: - CanSIPS - The Canadian Seasonal to Interannual ... … · IPCC-type projections (scenario dependent) Extended es Long-Range * Medium Short soil moisture initial conditions Madden-Julian

- CanSIPS -

The Canadian Seasonal to Interannual

Prediction System

Bertrand Denis1 (Normand Gagnon)

&

Bill Merryfield2,,Juan-Sebastian Fontecilla1, Slava Kharin2, Woo-Sung Lee2, Jacques Hodgson1, Louis-Philippe

Crevier1, Benoit Archambault1, Lewis Poulin1, Ping-An Tan1

1 Canadian Meteorological Centre (CMC) 2 Canadian Centre for Climate Modelling and Analysis (CCCma)

Meteorological Service of Canada

2012 NAEFS meeting, Monterey

Page 2: - CanSIPS - The Canadian Seasonal to Interannual ... … · IPCC-type projections (scenario dependent) Extended es Long-Range * Medium Short soil moisture initial conditions Madden-Julian

OUTLINE

• Background

• Description of the new system

• Forecast skill improvements

• El Nino / La Nina predictions

• Future works

Page 3: - CanSIPS - The Canadian Seasonal to Interannual ... … · IPCC-type projections (scenario dependent) Extended es Long-Range * Medium Short soil moisture initial conditions Madden-Julian

day week month season year decade century

(Multi-)Decadal IPCC-type projections

(scenario dependent)

Extended

Long-Range

now

Fo

recast

Ran

ges

S

ou

rces o

f P

red

icta

bil

ity*

Medium

Short

soil moisture initial conditions

Madden-Julian Oscillation

*Not complete

atmospheric

initial conditions

ENSO

PDV/AMV?

Forcing scenarios

Page 4: - CanSIPS - The Canadian Seasonal to Interannual ... … · IPCC-type projections (scenario dependent) Extended es Long-Range * Medium Short soil moisture initial conditions Madden-Julian

day week month season year decade century

(Multi-)Decadal IPCC-type projections

(scenario dependent)

Extended

Long-Range

Fo

recast

Ran

ges

S

ou

rces o

f P

red

icta

bil

ity*

Medium

Short

soil moisture initial conditions

Madden-Julian Oscillation

atmospheric

initial conditions

ENSO

PDV/AMV?

Forcing scenarios

now

this talk

*Not complete

Page 6: - CanSIPS - The Canadian Seasonal to Interannual ... … · IPCC-type projections (scenario dependent) Extended es Long-Range * Medium Short soil moisture initial conditions Madden-Julian

Motivation for

coupled vs

2-tier system Mar 2006

Apr 2006

May 2006

Jun 2006

Jul 2006

Oct 2006

Observed SST anomaly

“Forecast” (persisted) SST anomaly

Example: consider 2-tier

forecast (persisted

SSTA) from 1 April 2006

2-tier system with

persisted SSTA cannot

predict the onset of an El

Niño or La Niña

Page 7: - CanSIPS - The Canadian Seasonal to Interannual ... … · IPCC-type projections (scenario dependent) Extended es Long-Range * Medium Short soil moisture initial conditions Madden-Julian

Coupled Historical Forecasting Project II

(CHFP2)

• 1-tier system -> two atmos-ocean-ice coupled systems

- CanCM3 = AGCM3 (T63/L31) + OGCM4 10 members

+ - CanCM4 = AGCM4(T63/L35) + OGCM4 10 members

• 20 Assimilation & forecast streams

• “Burst” initialization

- Initial conditions valid just before forecast starts – no time lags

• System climatology based on CanCM3 + CanCM4 Hindcasts

- Initialized every month 1981-2010 (30 years)

Page 8: - CanSIPS - The Canadian Seasonal to Interannual ... … · IPCC-type projections (scenario dependent) Extended es Long-Range * Medium Short soil moisture initial conditions Madden-Julian

Anomaly correlation skill

2-tier vs CanSIPS

2-tier

CanSIPS

Page 9: - CanSIPS - The Canadian Seasonal to Interannual ... … · IPCC-type projections (scenario dependent) Extended es Long-Range * Medium Short soil moisture initial conditions Madden-Julian

First season (Lead 0 months)

Global 2m temperature

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

An

om

aly

Co

rrela

tio

n

CanCM3

CanCM4

CHFP2

HFP2/MM4

Pre

vio

us

sys

tem

Ca

nC

M3

Ca

nC

M3

Ca

nC

M3

Ca

nC

M4

Ca

nC

M4

Ca

nC

M4

Ca

nS

IPS

Ca

nS

IPS

Ca

nS

IPS

Pre

vio

us

sys

tem

Pre

vio

us

sys

tem

Page 10: - CanSIPS - The Canadian Seasonal to Interannual ... … · IPCC-type projections (scenario dependent) Extended es Long-Range * Medium Short soil moisture initial conditions Madden-Julian

ENSO Skill

- Nino 3.4 region -

Page 11: - CanSIPS - The Canadian Seasonal to Interannual ... … · IPCC-type projections (scenario dependent) Extended es Long-Range * Medium Short soil moisture initial conditions Madden-Julian

ENSO Prediction Skill

Case Study: 1997-98 El Niño

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

1997 1998 1997 1998

OBS

CanCM3

CanCM4

CanSIPS =

CanCM3+4

Page 12: - CanSIPS - The Canadian Seasonal to Interannual ... … · IPCC-type projections (scenario dependent) Extended es Long-Range * Medium Short soil moisture initial conditions Madden-Julian

CanSIPS

vs

CFSv2

CanSIPS

vs

CFSv1

CanSIPS

CanSIPS

ENSO Skill Comparison with NCEP CFS

Now partners in NMME!

Page 13: - CanSIPS - The Canadian Seasonal to Interannual ... … · IPCC-type projections (scenario dependent) Extended es Long-Range * Medium Short soil moisture initial conditions Madden-Julian

Forecast for next summer…Temperature at 2m

El Nino will be back ?

Page 14: - CanSIPS - The Canadian Seasonal to Interannual ... … · IPCC-type projections (scenario dependent) Extended es Long-Range * Medium Short soil moisture initial conditions Madden-Julian

Forecast for next summer…Precipitation

Page 15: - CanSIPS - The Canadian Seasonal to Interannual ... … · IPCC-type projections (scenario dependent) Extended es Long-Range * Medium Short soil moisture initial conditions Madden-Julian

• New products

- Nino indices

- Sea Ice

- Tropical cyclone potential

- ...

• New web interface

- Menu driven

- Interactive display of probability forecasts

- Display all hindcasts, verifications

CanSIPS phase II implementation

Page 16: - CanSIPS - The Canadian Seasonal to Interannual ... … · IPCC-type projections (scenario dependent) Extended es Long-Range * Medium Short soil moisture initial conditions Madden-Julian

Probability forecast interface

3-category Probabilistic Forecast

year=2010 JFM 0-month lead

Local Probability Forecast

Lat=53.6N Lon=62.8W

Page 17: - CanSIPS - The Canadian Seasonal to Interannual ... … · IPCC-type projections (scenario dependent) Extended es Long-Range * Medium Short soil moisture initial conditions Madden-Julian

We are considering:

• More ensemble members

• Higher resolution

• Improved ocean data assimilation in CanCM3/4

• Add coupled GEM-NEMO (GEM=NWP model)

• Land surface data assimilation

Towards CanSIPSv2

Page 18: - CanSIPS - The Canadian Seasonal to Interannual ... … · IPCC-type projections (scenario dependent) Extended es Long-Range * Medium Short soil moisture initial conditions Madden-Julian

For more information

• Details of recent implementations at CMC – http://collaboration.cmc.ec.gc.ca/cmc/cmoi/product_guide/docs/changes_e.html

• Environment Canada’s official seasonal forecast web

pages – http://www.weatheroffice.gc.ca/saisons/index_e.html

• Description of Climate models developed at CCCma - http://www.ec.gc.ca/ccmac-cccma/default.asp?lang=En&n=4A642EDE-1