Convolutional-autoencoder and neural-network surrogates trained on 150 CFD sea states can reproduce time-averaged wave-induced pressure fields and ship-fixed added resistance, with mean absolute drag error 1.77e-5 on held-out cases.
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Data-driven pressure field prediction for ships in regular sea states
Convolutional-autoencoder and neural-network surrogates trained on 150 CFD sea states can reproduce time-averaged wave-induced pressure fields and ship-fixed added resistance, with mean absolute drag error 1.77e-5 on held-out cases.