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- the effect of non-Gaussian error statistics. - NCEO - National Centre ...

- the effect of non-Gaussian error statistics. - NCEO - National Centre ...

- the effect of non-Gaussian error statistics. - NCEO - National Centre ...

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Non-<strong>Gaussian</strong> <strong>error</strong>s•Unfortunately <strong>error</strong> distributions are not always accurately described by a <strong>Gaussian</strong>.•This is becoming a particular issue as geophysical models resolve more <strong>non</strong>-linearprocesses and <strong>the</strong> observations become more complicated.Non-linear mape.g. <strong>non</strong>-linear dynamical model or<strong>non</strong>-linear observation operatorContours <strong>of</strong>a 2D pdf•Not accounting for <strong>the</strong> <strong>non</strong>-<strong>Gaussian</strong> structures in <strong>the</strong> <strong>error</strong> distributions could have adetrimental impact on <strong>the</strong> data assimilation.•This has lead to intense research effort in developing <strong>non</strong>-<strong>Gaussian</strong> data assimilationtechniques which can be applied to <strong>the</strong> geosciences. For example particle filtertechniques developed in <strong>NCEO</strong>.5

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