Data assimilation and parameter identification for water waves using the nonlinear Schrödinger equation and physics-informed neural networks

Svenja Ehlers, Niklas A. Wagner, Annamaria Scherzl +3

The measurement of deep water gravity wave elevations using in-situ devices, such as wave gauges, typically yields spatially sparse data. This sparsity arises from the deployment o…