Systems and methods supporting predictive and preventative maintenance

A system supporting predictive and preventative maintenance, the system comprising:

• a plurality of manufacturing cells within a manufacturing environment, wherein each manufacturing cell of the plurality of manufacturing cells includes a cell controller and at least one of welding equipment, cutting equipment, or additive manufacturing equipment;
• a central controller;
• and
• a communication network operatively connected to the central controller and the plurality of manufacturing cells and configured to support data communications between the central controller and the cell controller of each of the plurality of manufacturing cells,
• wherein the central controller is configured to:
• collect cell data over time from the cell controller of each of the plurality of manufacturing cells, via the communication network, wherein the cell data is related to at least one of operation, performance, or servicing of a same component type of each of the plurality of manufacturing cells to form a set of aggregated cell data for the component type, wherein a component of the component type is associated with the at least one of the welding equipment, the cutting equipment, or the additive manufacturing equipment and is not a weld, and wherein the cell data includes feedback data indicating a percent of degradation of components of the component type, and
• and analyze the set of aggregated cell data, including the feedback data, to generate an updated predictive model related to future maintenance of the component type.