SMART has developed a Physics-Informed Machine Learning (PIML) framework to control reservoir pressures by determining extraction rates during injection operations given arbitrary reservoir conditions. Relevant information can be portrayed as part of a dashboard to help manage storage reservoir operations.

Animation of PIML framework learning to determine extraction rates to manage reservoir pressures.