I'd just try with one powerbank first and see how that goes. It'll obviously not last as long as two would (provided they'd work), but you'd at least get to figure out if it works at all.
Provided the bank can actually deliver the current you're asking from it. What is its maximum current rating - is that spec provided in the first place?