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In this article, we define and prove a distribution, which is a combination of a multivariate Normal and lognormal distribution. From this distribution, we apply a Bayesian probability framework to derive a non‐linear cost function similar to the one that is in current variational data assimilation (DA) applications.
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Fletcher et al. (2006) studied this question.
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