This schemo does not show a PSU section, which consists in, in addition to a transformer, a rectifier, smoothing caps and regulators.
In order to supply the necessary +/- 15 V rails, you need at minima a xfmr with a 12Vac secondary, two diodes and two smoothing caps, but that would not be a very clean PSU.
Typically you need a xfmr with two 15Vac secondaries, a bridge rectifier, two smoothing caps and two regulators (e.g. LM7815 & 7915, ot LM317 & 337) plus a few resistors and caps for good measure.
Schematics of dual 15V PSU's float around.