Continuous and Differentiable Neural Network Representations of the Surfzone Sea-Surface from Lidar Point Clouds

David R. Culver, Matthias Morzfeld, Falk Feddersen

Ocean waves are often analyzed via sea-surface observations. Multi-beam scanning lidar enables two-dimensional measurements of the water surface $\eta (x,y)$ via sequenced point clouds…