No. Snow and Ice will collect on your cover in certain climates. It should be left alone. Damage to the cover or personal injury may result when trying to remove snow or ice. If pool water levels are properly maintained under the cover (no more than 18″ below the deck level), the weight of the snow and ice should rest on the water without issue.