Abstract
The temporal evolution of nearshore sandbars (alongshore ridges of sand fringing coasts in water depths less than 10 m and of paramount
importance for coastal safety) is commonly predicted using process-based models. These models are autoregressive and require offshore wave
characteristics as input, properties that find their neural network equivalent in the
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