That is the funniest thing I’ve seen!.
Kanger exercises?, sounds scary.
Measure the voltage to the motors, it may be 12V. In which case you could run it direct from the adaptor and a timer/smart switch.
I wouldn’t run those cheap motors for too long though, keep an eye on temperature. You could...