# Data assimilation challenges posed by nonlinear operators: A comparative study of ensemble and variational filters and smoothers

> Research article (Monthly Weather Review, 2021) · cited 12× · AI/ML

**Wikidata**: [openalex:W3162155879](https://www.wikidata.org/wiki/openalex:W3162155879)  
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