Oil and gas well production forecasting: decline curves vs machine learning
Forecast production from historical well data, comparing classical Arps decline-curve analysis with machine-learning models.
Scope
- Use a public production dataset (for example, published field datasets).
- Fit exponential, hyperbolic and harmonic decline models.
- Train ML models on the same data and compare forecast accuracy and estimated reserves.