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Dual number-based variational data assimilation: Constructing exact tangent linear and adjoint code from nonlinear model evaluations
Dual numbers allow for automatic, exact evaluation of the numerical derivative of high-dimensional functions at an arbitrary point with minimal coding effort. We use dual numbers to construct tangent linear and adjoint model code for a biogeochemical ocean model and apply it to a variational (4D-Var...
Autores principales: | Mattern, Jann Paul, Edwards, Christopher A., Hill, Christopher N. |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6795413/ https://www.ncbi.nlm.nih.gov/pubmed/31618274 http://dx.doi.org/10.1371/journal.pone.0223131 |
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