Can I perform tayammum (dry ablution) instead of wudu in the Canadian winter?

I live in Canada, where in the winter, you can't remove your several layers of clothing to expose your hands and feet to make wudu, even if water is available. Can I perform Tayammum (dry ablution) in such case? In winter the grounds are covered by thick layer of ice, and soil is not available.