UBERN Report 9/02/2006
D11 – Assessment of time varying influence of SST and atmospheric circulation on European surface T and precipitation. (Author Chris Folland)
Granger causality of North Atlantic SSTs on the NAO
We used a Vector AutoRegression (VAR) model to examine the feedback process between north Atlantic Sea Surface Temperature (SST) and the first principle component (PC) of EMSLP on the monthly timescale. The first PC shows the well known dipole pattern referred to as the North Atlantic Oscillation (NAO), known to influence mainly winter temperature and precipitation patterns over northern and western Europe.
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) AR is a linear statistical model incorporating the memory effects and feedback between multiple variables. A VAR model consisting of two variables X1 and X2 considering lagged values up to one time step before may be presented as:
The magnitude of the coefficients, 12 and 21 control the amount of feedback between the two variables whereas 11 and 22 indicate the amount of natural predictability there exists from persistence. This can be stated more concisely: A variable X1 is causal for another variable X2 if knowledge of the past history of X1 is useful for predicting the future state of X2 over and above knowledge of the past history of X2 itself (Mosedale et al. 2005; Granger 1969)
![](data:image/png;base64,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)
The coefficients, written:
If 12 is significantly different from zero then X2 is Granger causal of X1. Whereas if 21 is significantly different from zero then X1 is Granger causal of X2.
O![](data:image/png;base64,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) ne way to test the significance of is with the Omega statistic which compares the full model given in the first equation and a restricted model with no feedback allowed.
Where RSSr and RSSu are the Residual Sum of Squares of the restricted and unrestricted model respectively. N is the number of time points and p the maximum lag value. The Omega statistic is F-distributed.
Figure 1 shows the Omega statistic p-value of North Atlantic SSTs influence on the NAO. Areas in red are highly significant indicating that SST in these areas influences the NAO up to 6 months prior to the current NAO. The pattern of significant influence reveals the well known north Atlantic tripole SST pattern. A possible advantage of the VAR approach over simple linear analysis is that the model removes the influence of intrinsic autocorrelation in each variable.
F![](data:image/png;base64,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)
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