Method and system for machine learning and predictive analytics of fracture driven interactions

A system comprising:

• a pumping system comprising at least one pressure sensor and at least one flow sensor, the pumping system providing well treatment data for an infill well undergoing hydraulic fracturing treatment, the well treatment data comprising proppant concentration data and slurry flow rate data;
• an offset well monitoring system comprising at least one offset well pressure sensor, the offset well monitoring system providing offset well production data for an offset well, the offset well production data comprising tubing pressure data and casing pressure data for the offset well;
• a processor;
• a memory;
• and
• a machine learning algorithm stored in the memory and configured to execute by the processor a machine learning model, wherein the machine learning model was previously trained using historical well treatment data and historical offset well production data, the machine learning model comprising:
• a first input node configured to obtain the well treatment data for the infill well from the pumping system;
• a first intermediate node configured to:
• obtain the well treatment data from the first input node,
• perform feature extraction on the well treatment data, and
• output a reduced set of well treatment data,
• a second input node configured to obtain the offset well production data for the offset well from the offset well monitoring system;
• a second intermediate node configured to:
• obtain the offset well production data from the second input node,
• perform feature extraction on the offset well production data, and
• output a reduced set of offset well production data,
• a concatenation node configured to combine the reduced set of well treatment data and the reduced set of offset well production data and to output concatenated well data;
• and
• a prediction node configured to receive the concatenated well data and provide a probability of a fracture driven interaction event at the infill well,
• wherein the pumping system makes an adjustment to the hydraulic fracturing treatment of the infill well based upon the probability of the fracture driven interaction event.