I'm not certain that this can or can't be done. I think it would be dependent upon the GPS device - regardless - battery life would be terrible if you were planning on running it sans power. Less than an hours is my guess based upon my experience with a T3 and TomTom.
I can tell you that 3 years ago - with that configuration it was not possible to run both at the same time but other more current solutions might be different.