Artificial Neural Networks (ANNs) are used to generate oil production forecasts after being trained on well KPIs which include Oil rate, Water-cut, Flowing Tubing Head Pressure, choke size and Gas-oil ratio.
Outlier detection and removal used in data preparation for training KFI correlation panel used to interpret data results.
ANN hyper-parameter optimization algorithm presented.
Full publication available for review.