A ViT-PINN embedding the Stern-Volmer equation achieves ~2 umol/L absolute error in dissolved oxygen sensing under 14-day accelerated biofouling, reducing MAE by 89-92% versus classical and ML baselines.
Corrosion and Antifouling Behavior of a New Biocide -Free Antifouling Paint for Ship Hulls Under Both Artificially Simulated and Natural Marine Environment
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Deep Learning-Enabled Dissolved Oxygen Sensing in Biofouling Environments for Ocean Monitoring
A ViT-PINN embedding the Stern-Volmer equation achieves ~2 umol/L absolute error in dissolved oxygen sensing under 14-day accelerated biofouling, reducing MAE by 89-92% versus classical and ML baselines.