Incremental Analysis Updates
Rather than updating the model state directly with the analysis increment,
it may be preferable to introduce the increment gradually into the ocean
model in order to minimize spurious adjustment processes. This technique
is referred to as Incremental Analysis Updates (IAU) [Bloom et al., 1996].
IAU is a common technique used with 3D assimilation methods such as 3D-Var or OI.
IAU is used when ln_asmiau is set to true.
With IAU, the model state trajectory in the assimilation window
is corrected by adding the analysis increments for temperature, salinity, horizontal velocity and SSH
as additional tendency terms to the prognostic equations:
where is a weighting function for applying the increments
defined such that
denotes the model initial state and is the model state
after the increments are applied.
To control the adjustment time of the model to the increment,
the increment can be applied over an arbitrary sub-window,
, of the main assimilation window,
Typically the increments are spread evenly over the full window.
In addition, two different weighting functions have been implemented.
The first function employs constant weights,
The second function employs peaked hat-like weights in order to give maximum
weight in the centre of the sub-window, with the weighting reduced
linearly to a small value at the window end-points:
and is assumed to be even.
The weights described by (13.3) provide a
smoother transition of the analysis trajectory from one assimilation cycle
to the next than that described by (13.2).
Gurvan Madec and the NEMO Team
NEMO European Consortium2017-02-17