Usb3 is limited to 4.5w of power delivery but you may actually have a usb 3.1 gen 2 which can deliver 9w or even a usb3.1 gen2 type c which can deliver 18w.
I would assume you will be fine with USB power. The drive came with a usb cable after all so this was an intended use.