After starting my dryer and letting it run for about 15 minutes and I open the door it will not start again for some time.

Might be a bad motor. If the motor has bad start windings, they could get worse after the motor (and cabinet) heat up. After everything cools, it may allow it to start again. If you have a wiring diagram, check to see if you are getting power to the proper terminals on the motor.