System, method, and apparatus for changing a sensed parameter group for a pump or fan

A system, comprising:

• a data collector communicatively coupled to a plurality of input sensors, each of the plurality of input sensors operatively coupled to one of a pump or a fan, wherein the one of the pump or the fan comprises a component of an industrial environment;
• and
• a controller, comprising:
• a data acquisition circuit structured to interpret a plurality of detection values corresponding to a sensed parameter group, wherein the sensed parameter group comprises at least a portion of the plurality of input sensors;
• a pattern recognition circuit structured to determine a recognized pattern value in response to the plurality of detection values, wherein the recognized pattern value is a pattern recognized by a neural network of the pattern recognition circuit;
• and
• a sensor learning circuit structured to update the sensed parameter group in response to the recognized pattern value,
• wherein the pattern recognition circuit is further structured to determine a sensor effectiveness value in response to the recognized pattern value by determining a predictive accuracy of the sensed parameter group in determining a value of interest of the one of the pump or the fan, and
• wherein the sensor learning circuit is further structured to update the sensed parameter group in response to the sensor effectiveness value.