The Preen has not be design to be low power.
Specially the resistor choices around the AmpOp.
And to be honnest i've never tried to use with a battery.
As there's no 5V regulator you would have to use a 5V battery (3*1.5 may work).
Or an external battery with a USB out ? Does that exist ?