Predictive maintenance of components used in machine automation

A method comprising:

• receiving, by a memory device, sensor data from at least one sensor associated with operation of at least one machine;
• storing, in a non-volatile storage media of the memory device, the received sensor data;
• and
• predicting a maintenance service for the at least one machine based on an output from an artificial neural network (ANN), wherein the ANN uses at least a portion of the received sensor data as an input.

A non-transitory computer-readable medium storing instructions which, when executed on a memory device, cause the memory device to:

• receive, over a network, a sensor data stream from at least one sensor that collects data associated with operation of a machine;
• store the received sensor data stream in a non-volatile memory;
• predict a maintenance service based on an output from an artificial neural network (ANN), wherein a portion of the sensor data stream is an input to the ANN;
• and
• signal, over the network and based on the predicted maintenance service, a controller of the machine to cause a change in the operation of the machine.