Performance forecasting for polymer flooding in heavy oil reservoirs

•A comprehensive data set from polymer flooding experimental and field data is explored.•Performance of different ACI-based data-driven model configurations are evaluated.•A hybrid technique is developed to optimize and forecast polymer flooding performance in heavy oil reservoirs.•ACI-based model provides a tool to predict polymer flooding performance.•Obtained results can be integrated directly into reservoir management and decision-making routines.