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Deep Data Assimilation: Integrating Deep Learning with Data Assimilation
Published 2021-01-01Subjects: “…data assimilation…”
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Data Assimilation Networks
Published 2023-04-01Subjects: “…Bayesian data assimilation…”
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The linearisation of maps in data assimilation
Published 2013-04-01“…For the purpose of linearising maps in data assimilation, the tangent-linear approximation is often used. …”
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Data assimilation for plume models
Published 2005-01-01“…We use a four-dimensional variational data assimilation (4D-VAR) algorithm to observe the growth of 2-D plumes from a point heat source. …”
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The Impact of Aerosols on Satellite Radiance Data Assimilation Using NCEP Global Data Assimilation System
Published 2021-03-01Subjects: Get full text
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Using lagged covariances in data assimilation
Published 2017-01-01Subjects: “…long-window data assimilation…”
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An Optimal Linear Transformation for Data Assimilation
Published 2022-06-01Subjects: “…data assimilation…”
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Data assimilation of CALIPSO aerosol observations
Published 2010-01-01“…A one-month data assimilation cycle experiment for dust, sulfate, and sea-salt aerosols was performed in May 2007. …”
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Optimal transport for variational data assimilation
Published 2018-01-01“…Usually data assimilation methods evaluate observation-model misfits using weighted <i>L</i><sub>2</sub> distances. …”
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The impact of nonlinearity in Lagrangian data assimilation
Published 2013-05-01“…The focus of this paper is on how two main manifestations of nonlinearity in low-dimensional systems – shear around a center fixed point (nonlinear center) and the differential divergence of trajectories passing by a saddle (nonlinear saddle) – strongly affect data assimilation. The impact is felt through their leading to non-Gaussian distribution functions. …”
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Fundamentals of data assimilation applied to biogeochemistry
Published 2019-11-01“…<p>This article lays out the fundamentals of data assimilation as used in biogeochemistry. It demonstrates that all of the methods in widespread use within the field are special cases of the underlying Bayesian formalism. …”
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Data assimilation and parametrisation of lakes in HIRLAM
Published 2012-03-01Subjects: “…data assimilation…”
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