Hi Ballscrewbob, your information proved to be correct.
I was able to get all three motors running by using a 24 volt power supply. Unfortunately it is only 750ma so only 2 motors run at the same time, but this time they rotate instead of just vibrating like before.
I will now search for a power supply with more power.
Thanks very much for your information. I learned a lot from this.