Systems and methods for data collection in an industrial environment

A system comprising:

• a graphical user interface comprising representations of a plurality of industrial machines of an industrial machine from an industrial environment in which a plurality of sensors is deployed and from which a data routing and collection system collects data for the system, wherein the graphical user interface enables interaction, and wherein at least one industrial machine of the plurality of industrial machines is selectable by a user of the graphical user interface;
• and
• an artificial intelligence model that is configured to predict industrial machine failure modes of at least one industrial machine based on sensor data associated the at least one industrial machine,
• wherein the graphical user interface is configured to,
• process the data collected by the data routing and collection system with the artificial intelligence model,
• receive, from the artificial intelligence model, a prediction of an industrial machine failure mode based on the data collected by the data routing and collection system, and,
• in response to the prediction of the industrial machine failure mode by the artificial intelligence model,
• present, to the user, a visual indication of the industrial machine failure mode predicted by the artificial intelligence model, and
• implement a data collection template for configuring the data routing and collection system, thereby configuring the data routing and collection system to automatically collect data from one or more sensors, of the plurality of sensors, associated with the at least one industrial machine to detect the industrial machine failure mode predicted by the artificial intelligence model.

A computer-implemented method, comprising:

• presenting, by a graphical user interface, representations of a plurality of industrial machines of an industrial machine from an industrial environment in which a plurality of sensors is deployed and from which a data routing and collection system collects data, wherein the graphical user interface enables interaction, and wherein at least one industrial machine of the plurality of industrial machines is selectable by a user of the graphical user interface;
• processing, by the graphical user interface, the data collected by the data routing and collection system with an artificial intelligence model, wherein the artificial intelligence model is configured to predict industrial machine failure modes of at least one industrial machine based on sensor data associated the at least one industrial machine;
• receiving, by the graphical user interface and from the artificial intelligence model, a prediction of an industrial machine failure mode based on the data collected by the data routing and collection system;
• and
• in response to the prediction of the industrial machine failure mode by the artificial intelligence model,
• presenting, by the graphical user interface and to the user, a visual indication of the industrial machine failure mode predicted by the artificial intelligence model, and
• implementing, by the graphical user interface, a data collection template for configuring the data routing and collection system, thereby configuring the data routing and collection system to automatically collect data from one or more sensors, of the plurality of sensors, associated with the at least one industrial machine to detect the industrial machine failure mode predicted by the artificial intelligence model.