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.
Drivers and mechanisms of ocean deoxygenation
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
eess.IV 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
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.