Systems for data collection and self-organizing storage including enhancing resolution

A method, comprising:

• operating an industrial system comprising a plurality of components, and a plurality of sensors each operatively coupled to at least one of the plurality of components;
• providing, with the plurality of sensors, a plurality of sensor values;
• and
• providing, with organizing structures, an enhanced resolution of the plurality of sensor values in response to at least one of an enhanced data request value or an alert value corresponding to the industrial system,
• wherein the enhanced resolution comprises at least one of an enhanced spatial resolution, an enhanced time domain resolution, a greater number of the plurality of sensor values than a standard resolution of the plurality of sensor values, or a greater precision of at least one of the plurality of sensor values than the standard resolution of the plurality of sensor values.

A method, comprising:

• operating an industrial system having a plurality of components;
• operatively coupling each of a plurality of sensors to at least one of the plurality of components;
• providing a plurality of sensor values from the plurality of sensors;
• self organizing storage of at least a portion of the plurality of sensor values;
• and
• providing an enhanced resolution of the plurality of sensor values, from one or more organizing structures, in response to at least one of an enhanced data request value or an alert value corresponding to the industrial system.