I think if you could double (or significantly extend) the life of the rover, a solution would be cost beneficial.

Or how about a clear film covering that has layers or a roller of film that can be removed / replaced to take off the grime? Something like in this link but automated.

I was wondering the same thing - but thinking something along the lines of an air blower.