This video gives an example of a PID controller and explains its parts.
Here are the links mentioned in the video -- apparently they only show up if you're watching from a browser, not YouTube's app:
http://wescottdesign.com/articles/pid/pidWithoutAPhd.pdf
http://wescottdesign.com/actfes/actfes.html