© Crown copyright Met Office Decadal predictions of the Atlantic ocean and hurricane numbers Doug...

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© Crown copyright Met Office Decadal predictions of the Atlantic ocean and hurricane numbers Doug Smith, Nick Dunstone, Rosie Eade, David Fereday, James Murphy, Holger Pohlmann, Adam Scaife

Transcript of © Crown copyright Met Office Decadal predictions of the Atlantic ocean and hurricane numbers Doug...

Page 1: © Crown copyright Met Office Decadal predictions of the Atlantic ocean and hurricane numbers Doug Smith, Nick Dunstone, Rosie Eade, David Fereday, James.

© Crown copyright Met Office

Decadal predictions of the Atlantic ocean and hurricane numbersDoug Smith, Nick Dunstone, Rosie Eade, David Fereday, James Murphy, Holger Pohlmann, Adam Scaife

Page 2: © Crown copyright Met Office Decadal predictions of the Atlantic ocean and hurricane numbers Doug Smith, Nick Dunstone, Rosie Eade, David Fereday, James.

© Crown copyright Met Office

Impact of initialisation on hindcast skill5 year mean (Jun-Nov) surface temp : 15x15 degrees : start dates each Nov 1960 to 2005

Impact of initialisationTotal skill (anomaly correlation)

• HadCM3

• 9 member perturbed physics ensemble

• Starting every Nov from 1960 to 2005

(Smith et al. 2010)

Page 3: © Crown copyright Met Office Decadal predictions of the Atlantic ocean and hurricane numbers Doug Smith, Nick Dunstone, Rosie Eade, David Fereday, James.

© Crown copyright Met Office

Annual upper 500m Atlantic sub-polar gyre T & S

Initialised hindcasts Externally-forced hindcasts

Page 4: © Crown copyright Met Office Decadal predictions of the Atlantic ocean and hurricane numbers Doug Smith, Nick Dunstone, Rosie Eade, David Fereday, James.

© Crown copyright Met Office (Knight et al. 2005)

Atlantic meridional overturning circulation (AMOC)

(Msadek et al. 2010)

Page 5: © Crown copyright Met Office Decadal predictions of the Atlantic ocean and hurricane numbers Doug Smith, Nick Dunstone, Rosie Eade, David Fereday, James.

© Crown copyright Met Office (Pohlmann et al. 2011, in revision) Poster session C25

AMOC at 45oN in assimilation experiments

• Normalised analyses show a consistent signal

• AMOC increase from 1960-95, decrease thereafter

• Agrees with related observations

Page 6: © Crown copyright Met Office Decadal predictions of the Atlantic ocean and hurricane numbers Doug Smith, Nick Dunstone, Rosie Eade, David Fereday, James.

© Crown copyright Met Office(Pohlmann et al. 2011, in revision) Poster session C25

AMOC at 45oN in hindcast experiments

Initialised hindcasts Externally-forced hindcasts

• Skill in sub-polar gyre is consistent with improved AMOC predictions

Page 7: © Crown copyright Met Office Decadal predictions of the Atlantic ocean and hurricane numbers Doug Smith, Nick Dunstone, Rosie Eade, David Fereday, James.

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Potential climate impacts of north Atlantic SST

Observations Model

North Atlantic SST

Sahel rainfall

India rainfall

Hurricanes

(Zhang and Delworth, 2006)

Page 8: © Crown copyright Met Office Decadal predictions of the Atlantic ocean and hurricane numbers Doug Smith, Nick Dunstone, Rosie Eade, David Fereday, James.

© Crown copyright Met Office(Smith et al. 2010)

Atlantic tropical stormsSeasonal forecasts from May for June-Nov

Observations

Forecast

Corr = 0.61

No.

of s

torm

s (n

orm

alis

ed a

no

ma

ly)

HadCM3 (DePreSys) forecasts

Page 9: © Crown copyright Met Office Decadal predictions of the Atlantic ocean and hurricane numbers Doug Smith, Nick Dunstone, Rosie Eade, David Fereday, James.

© Crown copyright Met Office

Tropical storm predictions beyond the seasonal range

r=0.67

r=0.54

2000

First hurricane season (June-Nov) starting from

November (forecast months 8-13)

3-year means

Observations

Forecasts

Page 10: © Crown copyright Met Office Decadal predictions of the Atlantic ocean and hurricane numbers Doug Smith, Nick Dunstone, Rosie Eade, David Fereday, James.

© Crown copyright Met Office

Tropical storm predictions beyond the seasonal range

(Smith et al. 2010)

Skill from external forcing and initialisation

5 year means

Initialised

Externally-forced

Observations

Page 11: © Crown copyright Met Office Decadal predictions of the Atlantic ocean and hurricane numbers Doug Smith, Nick Dunstone, Rosie Eade, David Fereday, James.

© Crown copyright Met Office

Remote influences on Atlantic hurricanes

(Smith et al. 2010)

Page 12: © Crown copyright Met Office Decadal predictions of the Atlantic ocean and hurricane numbers Doug Smith, Nick Dunstone, Rosie Eade, David Fereday, James.

© Crown copyright Met Office

Influence of high latitudes on ITCZ

Forcing flux Precipitation response

(Kang et al. 2008, 2009, 2011)

•Atmosphere GCM, slab ocean

•Imposed flux anomalies only at high latitudes (> 40o)

ITCZ shifts as forcing increases

Page 13: © Crown copyright Met Office Decadal predictions of the Atlantic ocean and hurricane numbers Doug Smith, Nick Dunstone, Rosie Eade, David Fereday, James.

© Crown copyright Met Office

Skill in tropical Atlantic atmosphere in idealised experiments

• 26 start dates

• Assimilate monthly mean ocean T and S

• Dunstone et al 2011

JJASON seasons, Forecast years 2-6:

temperature

zonal wind shear

precipitation

MSLP

Page 14: © Crown copyright Met Office Decadal predictions of the Atlantic ocean and hurricane numbers Doug Smith, Nick Dunstone, Rosie Eade, David Fereday, James.

© Crown copyright Met Office

Hurricane main development region

Dunstone et al, 2011

Forecast period (years)

Solid = forecasts

Dotted = persistence

Page 15: © Crown copyright Met Office Decadal predictions of the Atlantic ocean and hurricane numbers Doug Smith, Nick Dunstone, Rosie Eade, David Fereday, James.

© Crown copyright Met Office

Skill originates from sub-polar gyre

Dunstone et al, 2011

pre

cipi

tatio

n w

ind

shea

r

Page 16: © Crown copyright Met Office Decadal predictions of the Atlantic ocean and hurricane numbers Doug Smith, Nick Dunstone, Rosie Eade, David Fereday, James.

© Crown copyright Met Office

Sub-polar gyre influence on tropical Atlantic

No NAT

Arrows = warm minus cold sub-polar gyre composite

Colours = skill (correlation) of vertical velocity, years 2-6

Page 17: © Crown copyright Met Office Decadal predictions of the Atlantic ocean and hurricane numbers Doug Smith, Nick Dunstone, Rosie Eade, David Fereday, James.

© Crown copyright Met Office

Observed relationships: 5 year means

Correlation of number of hurricanes with SST

Atlantic tropical storms

(0-25oN)

Sub-polar gyre SST

SPG leads

MDR SST leads

SPG SST vs tropical storms

SPG SST vs MDR SST

MDR SST vs tropical storms

Sub-polar gyre (SPG)

Hurricane main development region (MDR)

SPG lags

MDR SST lags

Page 18: © Crown copyright Met Office Decadal predictions of the Atlantic ocean and hurricane numbers Doug Smith, Nick Dunstone, Rosie Eade, David Fereday, James.

© Crown copyright Met Office

External forcing of tropical storms

• Key role of aerosols in model (and maybe in reality?)

suppressed the number of storms since 1860

produce multi-decadal variability

• Future: opposing trends from aerosols and greenhouse gases

Page 19: © Crown copyright Met Office Decadal predictions of the Atlantic ocean and hurricane numbers Doug Smith, Nick Dunstone, Rosie Eade, David Fereday, James.

© Crown copyright Met Office

Summary

• Initialisation improves temperature predictions in north Atlantic sub-polar gyre and tropical Pacific

Consistent with improved AMOC predictions

• Present generation climate models can predict hurricane frequency for the coming few years

Not perfect! Intensity? Land fall?

• Much of the skill comes from external forcing

especially aerosols

• The high latitude north Atlantic plays an active role

• Need improved models to predict impacts over land

Page 20: © Crown copyright Met Office Decadal predictions of the Atlantic ocean and hurricane numbers Doug Smith, Nick Dunstone, Rosie Eade, David Fereday, James.

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Ensemble size: 5 year means

9 members

(r=0.60)

45 members

(r=0.82)