Data assimilation : making sense of observations

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Temporal convolutional neural (TCN) network for an effective weather forecasting using time-series data from the local weather station (2020, background): “Lahoz et al. (2010) argued that low-resolution weather prediction could be made using only surface weather parameters.”
Data assimilation in the geosciences: An overview of methods, issues, and perspectives (2017, methodology): “…x0 for the strong-constraint case, together with the use of the adjoint methods (Lions, 1971), have made possible the successful use and diffusion of strong-constraint variational methods, or some suitable approximation of them, in atmospheric and oceanic DA (see Kalnay, 2002; Talagrand, 2010).”
Data assimilation: making sense of Earth Observation (2014, background): “Details of how altimeter satellite data and in situ T/S data are assimilated into ocean systems can be found in Haines (2010).”