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    Motion-Based Wave Inference With Neural Networks: Transfer Learning From Numerical Simulation to Experimental Data 

    Source: Journal of Offshore Mechanics and Arctic Engineering:;2024:;volume( 146 ):;issue: 005:;page 51204-1
    Author(s): Bisinotto, Gustavo A.; de Mello, Pedro C.; Cozman, Fabio G.; Tannuri, Eduardo A.
    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 ...
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    Drift-Off Study in Drilling Vessels Comparing Numerical Model and Full-Scale Field Measurements 

    Source: Journal of Offshore Mechanics and Arctic Engineering:;2020:;volume( 142 ):;issue: 004
    Author(s): Tannuri, Eduardo A.; de Mello, Pedro C.; Dotta, Raul; Oshiro, Anderson T.; Diederichs, Gustavo R.; Cruz, Daniel F.; Ferreira, Marcos D.; Nunes, Luiz Manoel P.; Maeda, Katsuya
    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 ...
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    A Physics-Informed Neural Operator for the Simulation of Surface Waves 

    Source: Journal of Offshore Mechanics and Arctic Engineering:;2024:;volume( 146 ):;issue: 006:;page 61201-1
    Author(s): Mathias, Marlon S.; Netto, Caio F. D.; Moreno, Felipe M.; Coelho, Jefferson F.; de Freitas, Lucas P.; de Barros, Marcel R.; de Mello, Pedro C.; Dottori, Marcelo; Cozman, Fábio G.; Costa, Anna H. R.; Nogueira Junior, Alberto C.; Gomi, Edson S.; Tannuri, Ed
    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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