Sensors with non-moving optical windows can use other strategies, such as air knives or wipers.
https://www.natice.noaa.gov/pub/ims/ims_v3/ims_gif/ARCHIVE/U...
Here is Europe and Asia on the same day:
https://www.natice.noaa.gov/pub/ims/ims_v3/ims_gif/ARCHIVE/E...
For someone who lives in or close to that white part, "most scenarios" includes snow. Arguably for Level 4 autonomous cars in those areas, you either need to fully disable autonomy in September and enable it again in late April, or you'll need to handle snow.
"No driver attention is ever required for safety (...) self-driving is only supported in limited circumstances (e.g. geofencing), and when these circumstances are no longer met the vehicle must be able to safely abort the trip, e.g. park the car, if the driver does not retake control."
How would that work if you're out driving on the highway, and it starts snowing hard so the car can't see anything? Just park on the highway?
If your car can't safely handle such a scenario, the automous feature would have to be "season-fenced" in addition to geofenced.
I will simply refer back to my initial comment in this thread: "there is going to be a decent amount of time between when a self driving car can handle most scenarios and when it can handle all possible scenarios". Blizzards are not in the "most scenarios" group. Barring emergencies, no one should be driving in a blizzard let alone an autonomous car.
https://www.cambridge.org/core/journals/journal-of-glaciolog...
Because he's sold a bunch of cars (and a bunch of stock in the company selling the cars) without LIDAR with the explicit claim they are hardware-ready for full self-driving.
Freeway shoulders are not safe places to stop. You're likely to get hit by a drunk or distracted driver. Ask any police officer or tow truck driver. That's why stopping on the shoulder is only for emergencies.
Most approaches want to use a wavelength that has as little ambient light as possible. That light is absent precisely because it is absorbed by water vapor in the atmosphere. The alternative approach must deal with lower signal:noise, but is not substantially affected by weather.
Simple physical solutions are available if necessary for the cameras too. I don't have a tesla so I don't know what measures they use to keep the cameras clean but I'm sure they've thought about it and designed for it.
https://teslamotorsclub.com/tmc/threads/water-dripping-into-...
Tesla is new to the game, give them a few more cars to catch small stuff like that.
But ask yourself, what's more likely, the other car companies catch up to their AI and battery tech, or Tesla fixes the trunk in the next model?
In our 2005 DARPA Grand Challenge vehicle, we had a system to clean the camera and LIDAR. It used a spray nozzle, and alternated spraying windshield cleaner and air. This is a commercial truck accessory used on mining trucks.