Chemically clean the filter with Kleen It or Strip Kwik Filter Cleaner after two weeks to remove the filtered winter stuff.
Now knowing the advantages of covering, why haven't you installed one yet? Spend a couple of half-hours scooping the excess & accumulated leaves from the top of your cover.