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Referring to Chap. 10 , Lewis et al. ( 2006 ) we can restate that u . p / (0) converges to
u T (0) asymptotically at a linear rate.
CASE B: Noisy Observations
In this case, from ( 2.114 , 2.115 , 2.116 and 2.117 ) it follows that
N u . j / .0/ u T
.0/ C . j / .
u . j / .
/ D u . T / .0/ C .
/
/
N
1 g
N
(2.130)
where
. j / .
/ N
.0;
.
//
N
Va r
SPF
(2.131)
Similarly, from ( 2.118 )-( 2.112 ), we get
N W . j / .
C " . j / .0/
W . j / .0/ D u . T / .0/ C .
/ u T
1 ˛/
N
.0/
(2.132)
where
© . j / .0/ N
.0;
Va r
.
SPB
//
(2.133)
with W . j / .
. Substituting ( 2.130 )into( 2.132 ) and using the feed—back
law of back and forth nudging, we get,
N
/ D U . j / .
N
/
u . jC1 / .0/ D W . j / .0/
N h u . j / .0/ U T
i C . 1 ˛/
D u . T / .0/ C . 1 ˛/
N
N
. j / . N / C " . j / .0/
(2.134)
. 1 g /
.0/
which on rewriting becomes
u . jC1 / .0/ u T / .0/ D ˇ u . j / .0/ u . T / .0/ C . j / .0/
(2.135)
where
§ . j / .0/ D .
N
. j / .
/ C " . j / .0/
1 ˛/
N
(2.136)
˜ . j / .
© . j / .0/ D SPM in ( 2.121 )in( 2.136 ),
Substituting for
N
/ D SPF in ( 2.116 )and
§ . j / .0/
it can be verified that
is a mean—zero Gaussian random variable whose
variance is given by
Va r . j / .0/ D .
1
2
2N Va r
1 ˛/
.
SPB
/ C Va r
.
SPF
/
(2.137)
Now, iterating ( 2.135 ), we get, for any integer p
,
u . p / u . T / .0/ D D C S
>0
(2.138)
where
p u .0/ .0/ u T
.0/
D D ˇ
(2.139)
which reads to zero as p grows since
0<“<1
, and S is given by
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