Using distributed sensor data to control cluster efficiency downhole

A method comprising:

• receiving surface data from a surface sensor positioned at a surface of a wellbore to detect surface data about a pump;
• receiving downhole data from a downhole sensor system disposed in the wellbore to detect the downhole data about an environment of the wellbore;
• applying the surface data and the downhole data to a long short-term memory (LSTM) neural network to produce a predicted cluster efficiency associated with operational settings of the pump;
• and
• controlling the pump using the operational settings to achieve the predicted cluster efficiency.

A non-transitory computer-readable medium that includes instructions that are executable by a processing device for causing the processing device to perform operations comprising:

• receiving surface data from a surface sensor positioned at a surface of a wellbore to detect surface data about a pump;
• receiving downhole data from a downhole sensor system disposed in the wellbore to detect the downhole data about an environment of the wellbore;
• applying the surface data and the downhole data to a long short-term memory (LSTM) neural network to produce a predicted cluster efficiency associated with operational settings of the pump;
• and
• controlling the pump using the operational settings to achieve the predicted cluster efficiency.