Figure 9
From: A machine learning framework for rapid forecasting and history matching in unconventional reservoirs

Parameter prediction from the ANN with production loss function (8) before (left) and after (right) transfer learning. The training with synthetic data from the Patzek reduced-order model is not geared to predict the parameters accurately, but instead to match the production.