Yeah buy a toothbrush and clean the peices in some old tank water when you do your next water change. Just make sure you keep them in the water as much as possible. Also might be worth while trying to find the reason why your have so much algae growth and combat it that way also. I had the same kinda prob with algae till I managed to get my phos levels down.