This Autonomous Snow Blower Shovels on its Own, Recharges Itself, and Keeps Going
(www.carsandhorsepower.com)
Radar & camera can be degraded by snow/ice buildup. A grate that lets wet snow in is also going to be big enough to let rocks and other debris in.