Alan Wolke has made a fantastic video on the basics of op amp power supplies. He particularly explains how and why split power supplies came to be used, with a neat experimental setup that beautifully demonstrates how it works.
Negative power supplies are always a difficult and arcane concept to get your head around. This video will save a shed load of textbooks and head scratching. Well worth the 15mins or so that the video lasts.