In Tucson, we don't get a lot of ice but we do get snowbirds & college students. So, cycling in the winter poses its own challenges.

Maybe a spin class would be a good outlet for you? Lots of my students have found that spinning in the winter is a great way to maintain fitness & get ready for spring riding.