Posted 3/18/2024, 8:52:03 PM
Integrating Physics into AI Models Improves Accuracy of Well Logging Predictions But Scaling Remains a Challenge
- Integrates petrophysics constraints into the loss function of a neural network model to guide training for well logging tasks
- Helps discern correct relationships from training data, especially with small sample sizes
- Improves accuracy and robustness compared to pure data-driven models
- Selecting weights and allowable error for constraints remains a challenge
- Comprehensive, high quality well logging datasets needed for further AI advancement