* reading the 0-10V or 4-20mA signals from sensors.
* AD converters convert the values into a digital representation in field devices.
* move the data to real-time controllers that run control algorithms and send outputs back to motors/valves/pumps/etc.
* those controllers move the data often via raw Ethernet packets to other real-time controllers and Windows stations used for operator visualization.
* some Windows workstations gather data into databases for historical usage. Sometimes this is a SQL type database, sometimes a flat database used to get better storage performance.
* then data is moved to local databases that can be used by the onsite teams to analyze it in an office environment.
* then that data is then moved into big data offsite/remote storage for analysis of how the medium and long term performance of the industrial installation and comparison to other installations in other parts of the world.
* from that reports are made with key performance indicators and graphs.
And each time the data is passed up a layer the format of the data and timestamps may be adjusted to match operating system that the data is passed to.
Here's a paper of theirs where they dig into a 'first edition Unix': https://www.tuhs.org/Archive/Documentation/Papers/1eUnix_cre...
See this page on "digital archaeology" describing research that studies developers and software through their "digital remains": http://digitalarchaeology.info/
It is ran by a professor at the University of Tennessee: http://web.eecs.utk.edu/~audris/