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- W2013810594 abstract "In this paper we present the construction of a standardized adjoint of the global GEOS-Chem model. Adjoint models are powerful tools for estimating the sensitivity of (a function of) the model output with respect to a large number of inputs. The construction of adjoint models is a difficult, labor intensive, and error prone task. The adjoint of gas phase chemistry is generated using the Kinetic PreProcessor (KPP) and parsers to automatically interface KPP with GEOS-Chem are constructed. The adjoints of other individual science processes are generated manually and using automatic differentiation tools, and are validated extensively against finite-differences. The standardized adjoint framework discussed here will allow the world-wide community of GEOS-Chem users to perform sensitivity analyses and 4-D variational data assimilation for initial tracer concentrations, boundary conditions, and emission sources." @default.
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- W2013810594 date "2009-03-22" @default.
- W2013810594 modified "2023-10-02" @default.
- W2013810594 title "Towards the construction of a standard adjoint GEOS-Chem model" @default.
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- W2013810594 doi "https://doi.org/10.5555/1639809.1639925" @default.
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