AI That Knows Physics: Dual-Graph Network Slashes Oil Forecast Errors
A dual-graph deep learning network that hard-codes petroleum physics alongside learned statistics cuts oil production prediction error to about 20 ...
A dual-graph deep learning network that hard-codes petroleum physics alongside learned statistics cuts oil production prediction error to about 20 ...
Researchers at the University of Port Harcourt combined Random Forest, LSTM, Prophet, and XGBoost stacking with DeepSeek-R1 cognitive analysis to ...
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© 2026 Scienmag - Science Magazine