Solar Panel with Deep Cycle Battery for winter storage

I have to ask the obvious, why not remove the battery for winter storage?
Also, do you run the gen set once a month, under load for 30-45 min? ( if you have one)
I find that my healthy battery, when re- charged by the generator periodically, stays in good shape all winter!