Cleaning a solar pool cover is a simple process that only requires clean cold water and a soft brush. You can also use a chemically-safe cleaner during this process. Whenever you're about to store your solar pool blanket, make sure you hose all the chlorine off using cold water, brushing any dirt, mildew, or algae.