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A Continuous-Time Ensemble Kalman-Bucy Smoother for Causal Inference and Model Discovery

Jiang, Zhang et al.
arXiv (All) · Papers
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62f1562m20atmospheric-and-oceanic-physicsmachine-learningmethodologynumerical-analysissystems-and-control
Data assimilation (DA) integrates observational information with model predictions to improve state estimation in complex systems. While filtering provides the basis for online forecasts by using only past and present observations, it can exhibit delays and biases when the underlying dynamics evolve
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