I just put the tape sticky side down on my garage floor. If the floor is unusually clean, I lightly dust with flour. I can usually keep just enough tackiness to help the tape stay put, and removal still easy.

I've also used an undercoat of clear packing tape, that comes off easily, to make sure my I can get grunge off the bars.