That looks like it uses two rechargeable AA batteries, so that's another option - could just get some suitable rechargeable batteries and a battery charger for those - this has the added bonus that you can just have two sets of batteries, one in the headband and another in the charger, so you can swap quickly without having to wait for them to charge before you can use the headband again.
//edit: ignore that, not AA.