C. G. Fletcher, P. J. Kushner, J. Cohen - Atmospheric Dynamics Group
C. G. Fletcher, P. J. Kushner, J. Cohen - Atmospheric Dynamics Group
C. G. Fletcher, P. J. Kushner, J. Cohen - Atmospheric Dynamics Group
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Can the Stratosphere Control the<br />
Extratropical Circulation Response to<br />
Surface Forcing?<br />
Chris <strong>Fletcher</strong> and Paul <strong>Kushner</strong><br />
<strong>Atmospheric</strong> Physics <strong>Group</strong><br />
University of Toronto<br />
Canada<br />
Judah <strong>Cohen</strong><br />
AER Inc., Lexington, MA, USA<br />
Thanks: Steven Hardiman (U Toronto), Michael Sigmond (UVic) and<br />
CFCAS funding<br />
AGU Chapman Conference, Santorini. September 27, 2007.
In this talk I will:<br />
• Explain why we are still interested in Siberian snow cover<br />
• Show results from a large ensemble of transient simulations<br />
using a low top model forced with anomalous Siberian snow<br />
extent<br />
• Demonstrate the large variability in tropospheric responses to<br />
snow forcing<br />
• Try to convince you that, to better predict how the troposphere<br />
will respond to snow forcing, you should look at the initial state<br />
of the stratosphere rather than the troposphere<br />
• Conclude that it’s probably not just about snow
Why are we interested in Siberian snow?<br />
• Snow forcing in autumn/fall is<br />
proposed as a source of<br />
seasonal predictability in the NH<br />
extratropics during winter<br />
• Dynamical mechanism<br />
involves wave-mean flow<br />
interaction in the stratosphere<br />
<strong>Cohen</strong> et al. [2007]
Results from NCEP Reanalysis<br />
• Correlations ~0.5 ⇒ suggests it’s unreliable<br />
• Stratospheric circulation anomalies can arise without<br />
a clear tropospheric precursor<br />
<strong>Cohen</strong> et al. [2007]<br />
<strong>Cohen</strong> et al. [2007]
Results from NCEP Reanalysis<br />
• Correlations ~0.5 ⇒ suggests it’s unreliable<br />
• Stratospheric circulation anomalies can arise without<br />
a clear tropospheric precursor<br />
<strong>Cohen</strong> et al. [2007]<br />
<strong>Cohen</strong> et al. [2007]
Results from ECHAM3 low top AGCM<br />
<strong>Cohen</strong> et al. [2007] Gong et al [2003]
Motivation<br />
• Reanalysis data are suggestive but not conclusive; r ~ 0.5<br />
• Previous modeling results are from a small ensemble, an old AGCM<br />
and with no information about response variability<br />
Research Questions:<br />
1. Can snow really act as a<br />
precursor to strat-trop<br />
interaction?<br />
2. If so, are there conditions<br />
where interaction is more<br />
likely to occur?<br />
<strong>Cohen</strong> et al. [2007]
GFDL AM2 low-top AGCM<br />
Full atmospheric GCM run in standard configuration for<br />
tropospheric seasonal/climate prediction:<br />
– Finite-volume dynamical core: 2 o x 2.5 o (lat x lon)<br />
– 24 vertical levels with lid at 1hPa; 4 above 100hPa<br />
– Rayleigh drag in top level sponge layer<br />
– Decorrelation timescales of NAM and geopotential height<br />
compare well with reanalyses
Experimental Design<br />
i. Set of 100 independent Oct 1st initial conditions from long preindustrial<br />
control run:<br />
– <strong>Atmospheric</strong> composition = 1870 levels<br />
– Climatological SST / sea ice
Experimental Design<br />
i. Set of 100 independent Oct 1st initial conditions from long preindustrial<br />
control run:<br />
– <strong>Atmospheric</strong> composition = 1870 levels<br />
– Climatological SST / sea ice<br />
ii.<br />
From each initial condition we fix snow mass at Oct 1st levels then<br />
run two new simulations Oct 1st - Dec 31st:<br />
(1) HIGH SNOW = Fixed Oct 1st snow + 40cm snow over Siberia<br />
(2) LOW SNOW = Fixed Oct 1st snow<br />
Snow Mass for Ensemble Member k<br />
HIGH SNOW k<br />
Initial<br />
Condition k<br />
LOW SNOW k<br />
40cm<br />
Siberia<br />
Time:<br />
Oct 1st . . . . . . . . . . . . . . . . . . . . . . .Dec 31st
Experimental Design<br />
i. Set of 100 independent Oct 1st initial conditions from long preindustrial<br />
control run:<br />
– <strong>Atmospheric</strong> composition = 1870 levels<br />
– Climatological SST / sea ice<br />
ii.<br />
From each initial condition we fix snow mass at Oct 1st levels then<br />
run two new simulations Oct 1st - Dec 31st:<br />
(1) HIGH SNOW = Fixed Oct 1st snow + 40cm snow over Siberia<br />
(2) LOW SNOW = Fixed Oct 1st snow<br />
Snow Mass for Ensemble Member k<br />
HIGH SNOW k<br />
Initial<br />
Condition k<br />
LOW SNOW k<br />
40cm<br />
Siberia<br />
Time:<br />
Oct 1st . . . . . . . . . . . . . . . . . . . . . . .Dec 31st<br />
iii.<br />
Response is defined as minus
Surface Albedo Response<br />
Snow Perturbation Region<br />
(typical January extent)<br />
Albedo response ~0.4-0.5
Early Surface Response to Snow Forcing<br />
Peak Cooling ~ 12 K in<br />
2 weeks<br />
SLP maximum ~ 6 hPa
Polar Cap Height Response<br />
70<br />
-25<br />
15
Polar Cap Height Response<br />
70<br />
-25<br />
15<br />
Response highly<br />
variable in the<br />
troposphere:
Can we Better Predict the Response?<br />
[Z] Initial Condition:<br />
5 days before perturbation<br />
48<br />
-12<br />
Strongest and most<br />
significant ‘predictor’ is<br />
located in the lower<br />
stratosphere<br />
Following Reichler et al. [2005]
Can we Better Predict the Response?<br />
[Z] Initial Condition:<br />
5 days before perturbation<br />
Initially<br />
WARM<br />
115<br />
Initially<br />
COLD<br />
50<br />
Strongest and most<br />
significant ‘predictor’ is<br />
located in the lower<br />
stratosphere<br />
25<br />
Following Reichler et al. [2005]
Strat-Trop Interaction Diagnostic<br />
Snow forcing begins Oct 1st, but strat-trop interaction is associated<br />
with WAF pulses whose timing is difficult to predict:<br />
- Find strongest WAF pulses then look at lagged SLP response<br />
- Does strat. initial condition influence interaction?<br />
d1-50: Find day of max upward<br />
∆WAF at 50 hPa<br />
(e.g. Polvani and Waugh [2004])<br />
Wait 10 days, then record<br />
30-day mean ∆SLP
30-day Mean ∆SLP Following WAF Pulses<br />
Init. WARM: 18/51 Init. COLD: 20/49<br />
(e.g. Polvani and Waugh [2004])
Annular Mode Response in SLP<br />
Init WARM<br />
Init COLD<br />
(e.g. Polvani and Waugh [2004])
Annular Mode Response in SLP<br />
Init WARM<br />
Init COLD<br />
p(NAM < -1.0):<br />
WARM = 0.18<br />
COLD = 0.10<br />
Subtle difference in NAM probabilities, but focused in areas of low seasonal<br />
predictability (e.g. East Coast US, Northern Europe).
Conclusions<br />
1. Can snow really act as a precursor to strat-trop interaction?<br />
- Response is highly variable but snow forcing does induce WAF pulses,<br />
causing strat. and trop. warming responses<br />
2. Are there conditions where interaction is more likely to occur?<br />
- Initial condition in polar strat. provides useful predictor of trop. response to<br />
snow forcing (better than trop. predictor)<br />
- Similar freq of interaction in “Init WARM” and “Init COLD” cases<br />
- “Init WARM”: interaction events produce more systematic downward prop<br />
and negative NAM response<br />
3. Is this really about the snow?<br />
- No. Results should also apply to SST/sea ice forcing
Conclusions<br />
1. Can snow really act as a precursor to strat-trop interaction?<br />
- Response is highly variable but snow forcing does induce WAF pulses,<br />
causing strat. and trop. warming responses<br />
2. Are there conditions where interaction is more likely to occur?<br />
- Initial condition in polar strat. provides useful predictor of trop. response<br />
to snow forcing (better than trop. predictor)<br />
- Similar freq of interaction in “Init WARM” and “Init COLD” cases<br />
- “Init WARM”: interaction events produce more systematic downward prop<br />
and negative NAM response<br />
3. Is this really about the snow?<br />
- No. Results should also apply to SST/sea ice forcing<br />
4. Results suggest a dynamical mechanism<br />
5. Limitations: strat. resolution/drag scheme, persistence?<br />
6. Ongoing: do we observe the same behavior in a strat-resolving<br />
model? Initial findings: confusing…<br />
<strong>Fletcher</strong>, C. G. et al. (2007) Geophys. Res. Let., In Press.<br />
Preprint: http://www.atmosp.physics.utoronto.ca/people/cgf/
The end.
Northern Annular Mode in SLP<br />
AM2<br />
Reanalysis<br />
Source: NCEP/CPC
Zonal mean climatologies<br />
ERA-40<br />
AM2-trop.<br />
AM2-strat.