Is it possible to turn on an iPad while it is charging?

Hi! I used to play my iPad and it always completely ran out of battery. The iPad turns off and its screen changes low battery charge screen. And once it is the low battery charge screen, I can't turn it on. I am wondering, is there any way to make it turn on during a low battery charge screen? Thanks!