ice on antennas: 2.4GHz better than 5GHz?

Hi all.
I have always ice problem, sometime 1 meter of snow & ice in front of my antenna.
I use only 5Ghz but I ask if someone have better experiences with ice on 2.4GHz.
Doe someone con say if the propagation is better at 2.4GHz?

Thnaks

Lower frequencies will always do better…at penetrating things including snow and ice. How much difference will likely depend on the moisture content of the snow.