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- W4311157216 abstract "Abstract. Validation is one of the most important stages of a model's development. By comparing outputs to observations, we can estimate how well the model is able to simulate reality, which is the ultimate aim of many models. During development, validation may be iterated upon to improve the model simulation and compare to similar existing models or perhaps previous versions of the same configuration. As models become more complex, data storage requirements increase and analyses improve, scientific communities must be able to develop standardised validation workflows for efficient and accurate analyses with an ultimate goal of a complete, automated validation. We set out our process and principles used to construct a standardised and partially automated validation system. This is discussed alongside five principles which are fundamental for our system: system scaleability, independence from data source, reproducible workflows, expandable code base and objective scoring. We also describe the current version of our own validation workflow and discuss how it adheres to the above principles. We use the COAsT Python package as a framework within which to build our analyses. COAsT provides a set of standardised oceanographic data objects ideal for representing both modelled and observed data. We use the package to compare two model configurations of the Northwest European Shelf to observations from tide gauge and profiles." @default.
- W4311157216 created "2022-12-24" @default.
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- W4311157216 date "2022-12-12" @default.
- W4311157216 modified "2023-09-29" @default.
- W4311157216 title "A Standardised Validation Framework for Ocean Physics Models: Application to the Northwest European Shelf" @default.
- W4311157216 doi "https://doi.org/10.5194/gmd-2022-218" @default.
- W4311157216 hasPublicationYear "2022" @default.
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