Geoscience Reference
In-Depth Information
a
b
37.2
37.2
36.8
36.8
0.05
36.4
1
36.4
0.04
0.8
0.6
0.03
36.0
36.0
0.4
0.02
0.2
0.01
0
35.6
35.6
−123.2
−122.8
−122.4
−122.0
−121.6
−123.2
−122.8
−122.4
−122.0
−121.6
LONGITUDE
LONGITUDE
Fig. 8.4 Left : A composite map of five columns of the B g operator. White circles denote locations
of the diagonal elements of the corresponding correlation matrices. Right panel shows the map of
the non-normalized diagonal elements of B g . Depth contours are in meters
to u with the corresponding “background” length scale
2 D
,where
ı.
x
/
is
the spatia lly va rying grid step. The length of the larger axis
1 is set to be equal to
.1; p j u j =
max
/ 2 ,where u is a prescribed threshold value of j u j.If u is a velocity
field, then a structure like this simulates enhanced diffusive transport of model errors
in the regions of strong currents on the background of isotropic error diffusion with
the decorrelation scale
u
2 .
In the 2d experiments, the vector field u is generated by treating bottom
topography
(Fig. 8.4 ) as a stream function. The threshold value v was taken
to be one-fifth of the rms variation of jr h j over the domain.
All the experiments described in the next two sections are performed using the
BEC models ( 8.42 )and( 8.43 ) with the parameters
h.
x
/
. A composite map of
five columns of B g is shown in Fig. 8.4 a. The diffusion operator ( 8.1 ) is constrained
to have zero normal derivative at the open and rigid boundaries of the domain in
both 2d and 3d experiments.
Numerically, the action of B g on a state vector y
n D m D 2
was evaluated by explicitly
0
integrating the corresponding diffusion equation y
t D
D
=2
y for the virtual “time
period” defined by
. The minimum number
of “time steps” required for the scheme's stability in such a setting was 5,256. The
action of B 2 was computed by solving the system of equations
, starting from the “initial condition” y
0
=4/ 2 y
.
I D
D
y
0
with a conjugate gradient method. The number of iterations, required for obtaining
a solution, varied within 2,000-2,500. To make the shapes of the B g and B 2
compatible (Fig. 8.1 ), the diffusion tensor in B 2 was multiplied by
8=
(see
Tab le 8.1 ).
The exact values d
of the diagonal elements are shown in Fig. 8.4 b. Their
magnitude appears to be lower in the regions of “strong currents” (large u ), as
the corresponding
.
x
/
ı
-functions are dispersed over larger areas by diffusion. d
.
x
/
 
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