A machine‐learning and data assimilation forecasting framework for surface waves
Pujan Pokhrel,
Mahdi Abdelguerfi,
Elias Ioup
Abstract:In this paper, we combine Deep symbolic regression (DSR) and Ensemble Optimal Interpolation‐based Data Assimilation (DA) method to correct the error in the forecasts from the numerical model, WaveWatch III. In our experiments, the DA and DSR training is performed on the hindcasts and then the model is integrated forward in time with both the numerical model and the symbolic expressions generated from the DSR procedure to generate the forecasts. The DSR method is utilized in this paper to generate the symbolic … Show more
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