Over the last few years, the variational form of statistical estimation has been implemented at many operational centres. The motivation originated from the difficulties associated with the assimilation of satellite data such as TOVS (TIROS-N Operational Vertical Sounders) radiances. Lorenc (1986) showed that the statistica
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