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f
Fig. 14.5
corresponding to the same data groupings
showninFig. 14.4 .The red curves in each case represent the lines
The transformed frequency distributions
abs x
= f where
y D
f is
. o C b / 1=2 corresponding to the best fit Gaussian distributions shown in Fig. 14.4
the estimate of
for the in situ observations, there are typically a significant number of outliers,
particularly in the case of salinity. Following Andersson and Jarvinen ( 1999 ), the
threshold parameter
was chosen to reflect a significant departure of the straight
lines in Fig. 14.5 from the distribution. Based on Fig. 14.5 , we apply ( 14.9 ) only to
the in situ observations with
˛
, which corresponds to rejecting observations
that are greater than 4. b C o / 1=2 from the mean of the distribution, which
corresponds to 2:8 ı Cand 1:2
˛ D 16
for in situ temperature and salinity respectively.
When applying ( 14.9 ), the prescribed
o evaluated at the observation
locations are used during each 4D-Var cycle. For this choice of
b and
it was found that
on average less than 1 % of the in situ observations are rejected during 4D-Var.
˛
14.4.6
Preliminary Results
At the time of writing, WCRA31 is underway with 5
years completed so far and
will require approximately another 3 months to complete. In this section we are
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