A FAULT STATE DETECTION APPARATUS

The invention relates to an industrial data monitoring apparatus. The apparatus comprises an input unit; a processing unit; and an output unit. The input unit is configured to receive industrial monitor data from a plurality of devices. The processing unit is configured to access a machine learning environment. The processing unit is configured to access a plurality of trained machine learning models, wherein the plurality of trained machine learning models each correspond to a different device of the plurality of devices, and wherein the plurality of trained machine learning models are separate to the machine learning environment. Upon receipt of industrial monitor data from a particular device of the plurality of devices, the apparatus is configured to implement the machine learning environment and run the trained machine learning model for the particular device to analyse the industrial monitor data received from the particular device of the plurality of devices. The output unit is configured to output an analysis result associated with the analysis of industrial monitor data received from the particular device of the plurality of devices.