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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 ...
Drift-Off Study in Drilling Vessels Comparing Numerical Model and Full-Scale Field Measurements
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: In drilling vessels, the dynamic positioning (DP) system has a great importance for the operation, since it ensures the station-keeping ability for the drilling operation. However, an emergency situation involves ungoverned ...
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 ...