Figure 4
From: A machine learning framework for rapid forecasting and history matching in unconventional reservoirs
Benchmarking our model using actual dynamic production data from the MIP-3H well at the MSEEL site. The well boundary is assigned the same pressure as the well at the site (blue line) and we measure the amount of gas that is removed from the system. The agreement between the production from our simulated system (red line) agrees quite well with the field data (magenta line). Some differences are to be expected due to the assumptions in the model, but they do not appear to affect the first order behavior, especially for the first few years of production. At later times, the model diverges slightly, which could be due to second order effects (e.g., fracture mechanics and stimulation, interacting wells) that are not included in the model.
