No. All you'll do is ruin the cover, especially if you have freezing in your area. You need to take it off, dry it, and store it, preferably in a basement. I find no matter whether I buy cheap ones or expensive ones, they fall apart in 3 years. Just trashed my 3rd one in 9 years...

Carl