We have experimented with turning monitors on and off over HDMI, but found that a number of monitors did not wake up properly when we used this method.
As a quick-and-dirty workaround, we suggest that you simply use a regular electronic timer to connect to the TV display directly. However, do make sure that the Raspberry Pi is powered on 24/7.