I wonder if it makes sense to build some simple resisting heating elements into the panels, to allow the snow to slide off. Shouldn’t use all that much energy to run it occasionally.
You can actually push a bit if current backwards through the cell to heat it up. Some people have tried this but not sure about what prevents this from being more wide spread