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Motion-Based Wave Inference With Neural Networks: Transfer Learning From Numerical Simulation to Experimental Data
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: The directional wave spectrum, which describes the distribution of wave energy along frequencies and directions, can be estimated from the measured motions of a vessel subjected to a particular sea condition by resorting ...
Automatic Clustering of Metocean Conditions on the Brazilian Coast
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: This paper introduces a pipeline that assembles a dataset of metocean conditions consisting of wind, wave, and surface currents, and then clusters these data to find the characteristic environmental conditions of each ...
A Physics-Informed Neural Operator for the Simulation of Surface Waves
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: We develop and implement a neural operator (NOp) to predict the evolution of waves on the surface of water. The NOp uses a graph neural network (GNN) to connect randomly sampled points on the water surface and exchange ...
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