Using a wall charger with a usb connector doesn't work (not sure why, I've seen posts about it but don't remember the full details!). You have to use a wall charger with the little round connection, or a usb cable that connects the reader to the computer to charge it.
I think leaving the reader connected to a computer when the computer is asleep/switched off may also reduce the charge, but I've never tried that
