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Heavy rains at CES 2018 highlights self-driving technology limitations

Credit: Gold Coast Bulletin

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At the Consumer Electronics Show annual showcase of technology in Las Vegas this year, something important was inadvertently highlighted. Inclement weather at CES 2018 caused several manufacturers and suppliers to cancel or significantly alter their autonomous vehicle showcases. Nissan, for example, discontinued showings of its new ProPilot technology in the 2019 Nissan LEAF electric car (demos of the LEAF otherwise continued). Other manufacturers embraced the chance to show some of their latest capabilities.

Decisions to cancel seemed based more on liability, both physical (“What if something goes wrong?”) and intangible (“If it doesn’t work, we lose face.”), than on likely limitations of the manufacturer’s technologies. Those pressing forward or even using the weather as a way to showcase capabilities were mostly smaller, less branded companies whose reputations to the public would suffer only short-term losses were things to go awry.

Semi-Autonomous Systems in General

To understand why bad weather can be such a detriment to current-use and near-future autonomous vehicles we must first understand how these systems work. Most semi-autonomous systems on the road are based on a combination of three technologies, all coupled to semi-intelligent computers. These techs are radar, LiDAR, and cameras. Radar uses radio waves, LiDAR uses lasers to find ranges, and cameras use varied spectrums of light to create images for a computer to decode.

Tesla’s Autopilot uses radar and cameras to get a view of the world around the vehicle. Subaru’s EyeSight system uses cameras only, seeing ahead of the car in three dimensions, but thus far not seeing in 360-degrees. Ford’s current systems use combinations of radar, light-detection and ranging (LiDar), and cameras to see the world around the vehicle. Nissan uses radar and LiDar in the same way. General Motors, BMW, and others all use variations on these themes for their own production-level semi-autonomous systems.

The majority of these manufacturers are also either utilizing or working on utilizing GPS and mapping to augment what the vehicle’s computer systems know about the world around it. Tesla’s Autopilot uses GPS, at least in North America, to sense where the vehicle is. Including (whenever possible) which lane of the road it occupies and when the road will change (to see curves and terrain). Using GPS and mapping is much easier in North America than it is in Europe and China, where its use is more restricted.

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When Weather Turns Bad

Yet with all of these technologies, there are still limitations.LiDAR does not work when the sensors are in any way blocked, such as with rain droplets or ice. Radar is often distorted by ice as well. Cameras cannot function if a clear enough image cannot be received for analysis by the computers. Thus it’s possible for all three sensing technologies to become useless when the weather is sub-optimal.

For those living in South Florida and San Diego, these are probably not anything to worry about. For the rest of the planet, though, they are a concern for a good portion of the year. Where I live in Wyoming, for example, inclement weather affects driving for about half of the year. In some parts of the world, such as Iceland, Norway, Russia, and much of Canada, the weather is sub-optimal for half the year or more. The same can be said when turning southward to the other hemisphere, especially in South America.

When visibility is low, humans compensate by making best guesses about what’s around them. We can use other cues to find our vehicle’s lane in traffic during heavy snow, for example, by relying on curbs, the tracks of cars that have gone ahead, and known landmarks. Just as we use non-visual cues such as input from the pedals and the steering wheel to know how slippery the roadway is so we can adjust speed and reactions accordingly. We do most of this subconsciously.

Computers, however, are not always that capable. They’re getting there, though. Ford has been busy creating high-resolution maps of the roadways around the world, with details such as the exact position of curbs and lane lines, where trees and signs are located, and what traffic rules are in place (speed limits and the like). The idea being that the better the knowledge the vehicle’s computers have of a given area, the more capable that vehicle will be of navigating that area without a driver’s input.

Ford says that it’s latest-generation autonomous vehicle technologies can now drive with full, unplowed snow cover blocking all lane markings and most road signs. That is confined to Ford’s Mcity, a fake town the company built to test autonomous driving. After all, Ford is a huge company and has a lot to lose should there be a fault with its systems when used out in public.

Tesla, for their part, has largely used Telsa owners as their primary test bed. So far, that’s worked for them, but it carries a very large liability should something go wrong. Most automakers are not willing to take that kind of risk and are instead developing carefully and in-house.

How Semi-Autonomous Is Doing Now

As an automotive journalist, I drive a lot of vehicles. I had more than 80 of them as test vehicles for a week or more in 2017 and more than that in 2016. This year, I will likely see at least that many or more. Plus “butt in seat,” track, and off-road events and shows where more short-term driving takes place. My experience includes vehicles with no autonomous or “driver-assist” technologies at all (e.g. Alfa Romeo 4C) and vehicles with full-on level 3 and even 4 technologies (e.g. BMW plug-ins, 2017 Tesla S). The field of currently-offered technologies for semi-autonomous driving is wide, indeed, but none of these systems are truly autonomous and most are fairly limited in use. They’re improving, but it’s gonna be a while.

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With an autonomous vehicle, as Carlos Ghosn (former Nissan CEO, now CEO of Renault and Mitsubishi) said a couple of years ago during a meet the press event in Detroit, “a two-ton vehicle is a little different than a smartphone.” There’s a little more at stake with a car, in terms of safety concerns, than there is with a phone.

Credit: Now You Know via YouTube

My personal experience has been that camera-based systems are the best when conditions are good. Subaru’s EyeSight may be the most reliable and useful of the forward-looking driver-assistance systems on the market right now. But when heavy rains or worse come, it’s all but useless. Enter Nissan’s current technologies, as found on the Murano and in much of the Infiniti line. This system adds radar and can “look under” traffic to see several vehicles ahead. Much better, but still unable to find a lane in bad weather when markings are unclear. Ford, as far as in-production technology, fares about the same, but with a somewhat less over-reactive adaptive cruise control. BMW has similar limits but has some of the best self-parking I’ve witnessed so far. Tesla has one of the best systems, especially in the current-generation with its defrosting cameras and the like. The best all-around mixture of capability, though, is what’s found in the latest Volvo vehicles. Likely due to the kind of redundancy that Volvo is so well known for when it comes to safety equipment.

With this, Tesla should be noted for their proactive nature when it comes to pushing new technologies like Autopilot and its myriad upgrades since inception. How Autopilot reacted to heavy snow in Iceland two years ago compared to how it fares almost two years later is indicative of that. The same car cannot necessarily navigate that same road under those same conditions, but it will likely hold on longer than it did and would likely be able to pull over to safety should the driver not take action on his own.

In short, we have some time before autonomous vehicles are both a reality and capable of handling the many varied conditions that humans have adapted our driving to. But with the current pace of development, vehicles capable of moving through nearly any kind of weather will be available within the next decade.

Aaron Turpen is a freelance writer based in Wyoming, USA. He writes about a large number of subjects, many of which are in the transportation and automotive arenas. Aaron is a recognized automotive journalist, with a background in commercial trucking and automotive repair. He is a member of the Rocky Mountain Automotive Press (RMAP) and Aaron’s work has appeared on many websites, in print, and on local and national radio broadcasts including NPR’s All Things Considered and on Carfax.com.

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Tesla’s driverless Cybercab just passed a big test with State Governor

Florida’s governor rode Tesla’s Cybercab at a closed test track and called the experience impressive.

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Florida Governor Ron DeSantis rode in a Tesla Cybercab on a closed test track this week and came away impressed, posting on X that the vehicle “successfully navigated all hazards — a kid running into the street, a crash with police stopping traffic, a Model S cutting us off, etc.” He called the ride “impressive.”

The stop was part of a broader event Monday at SunTrax, a 775 acre state owned proving ground in Auburndale that Florida built specifically to test autonomous and connected vehicles before they reach public roads. Standing next to a gold Cybercab, DeSantis described the car in plain terms: “You go in there and you just sit. You have a screen. There’s no steering wheel, no pedals. Clearly these things could be very beneficial.”

DeSantis paired the praise with a caveat that has followed autonomous vehicles since the category existed. “You don’t want to be in an autonomous vehicle and it drives you into a ditch. That would not be good,” he said, framing safety validation as the gate before wider deployment.

SunTrax, the 2.25 mile oval which the state calls the only high speed autonomous vehicle test track in the Southeast, can simulate rain, pedestrian crossings, hills and crowded urban conditions at highway speeds, letting companies push a car past what an early public rollout would risk. Tesla, Waymo and Beep all use the facility, and Florida’s regulatory approach, among the most permissive for autonomous vehicles in the country, doesn’t require a human operator inside a fully autonomous car.

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Tesla has reason to want the blessing of Florida and states beyond, as the Cybercab entered volume production at Gigafactory Texas this spring and has since self certified as SAE Level 4 under Texas law. Public road testing so far has kept a safety monitor in the passenger seat, and Florida is where Tesla has been expanding its existing Model Y based Robotaxi service instead, adding Miami in July and then Orlando and Tampa two weeks later. A closed track endorsement from a sitting governor doesn’t change any of that, but it does put Tesla’s newest hardware in front of a state that has already shown it will move fast on rules.

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Elon Musk

The real reason Elon Musk wants every car connected to space

Elon Musk says all cars will eventually need Starlink to handle massive AI bandwidth demand.

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Elon Musk is making the case that satellite internet, not fiber or cellular towers, will end up wired into every car on the road. In a string of posts on X, the SpaceX CEO wrote that all cars will have Starlink in the future and called satellite connectivity the only way to get super high bandwidth to billions of vehicles.

The posts started with Musk endorsing a Cloudflare forecast that traffic generated by autonomous AI agents will soon dwarf traffic generated by humans browsing the internet, a shift he described as not a close call at all. From there he narrowed the argument to infrastructure, writing that the only system that can support the insanely fast bandwidth growth needed by AI is Starlink, before extending the logic to cars specifically.


The timing lines up with Tesla’s own hardware decisions. On July 20, Tesla confirmed the Cybercab would ship with a Starlink V5 terminal built into its roof, the first time the company had put satellite hardware in a production vehicle. A day later, Tesla’s head of AI, Ashok Elluswamy, explained the connection wasn’t there for safety and that Cybercab’s driving stack runs entirely on onboard cameras and compute, while the satellite link exists for navigation, customer service, and fleet management instead. Musk followed with his own post about the feature, saying riders would be able to watch 4K streaming video during rides.

By July 22, Musk had already said Starlink would extend beyond Cybercab to Tesla’s full lineup. Sunday’s posts push that same logic outward again, this time framed as a requirement across the industry rather than a feature specific to Tesla, and tied directly to the bandwidth AI systems are expected to consume.

SpaceX’s newest Starmind will make earth data centers obsolete

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The AI argument has been building on SpaceX’s side for months. The company has an FCC filing pending for a third generation Starlink constellation, and it has separately proposed Starmind, a constellation of up to a million satellites designed to run AI computation directly in orbit rather than just relay data. Musk has said he expects space to become the cheapest place to deploy AI compute within two to three years. Starlink and Starmind serve different jobs inside that vision, one moving data and the other processing it, but Sunday’s posts treat vehicles as one more category of hardware that will eventually need both.

None of this changes anything for Tesla owners today. Cars already on the road keep running on LTE and Wi-Fi, and Tesla hasn’t outlined a retrofit path for existing vehicles. The July 22 commitment applies to future production, not the fleet already delivered. What Musk added on Sunday is the reasoning: satellite connectivity isn’t a Cybercab novelty, it’s a bet that ground based networks won’t keep up with how much data cars, robots, and AI systems are about to generate.

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The Boring Company’s newest tunnel vehicle runs on Tesla parts and no one is driving it

The Boring Company’s new tunnel vehicle runs on Tesla Model 3 batteries and drive units.

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The Boring Company just introduced a new piece of hardware, and it runs on parts pulled straight from a Tesla showroom. Liner Truck 3, unveiled in a post from the tunneling company’s official X account, is an all electric vehicle built around Tesla Model 3 battery packs and drive units, purpose built to move concrete tunnel segments to the boring machine face without a single person underground.

The job itself is unglamorous but critical. Each precast segment run weighs more than 22,000 pounds, roughly the load of a full cement mixer, and Liner Truck 3 hauls that weight repeatedly between the surface staging area and wherever the Prufrock machine happens to be cutting.

The Boring Company said Liner Truck 3 is piloted remotely out of its Global Operations Control Center in Texas, extending the Zero-People-In-Tunnel approach the company has spent years building toward. An earlier version of a ZPIT liner truck was already tested at the company’s Bastrop, Texas research tunnels, and a factory tour released last month showed an employee flying a fully loaded liner truck with a PlayStation controller. Liner Truck 3 looks like the production version of that same idea, cleaned up and pushed into daily use.

The timing lines up with a company digging in more places than it ever has before. The Boring Company now has multiple Prufrock machines active or arriving in Nashville, where Music City Loop construction has been accelerating since February, and its Vegas Loop network keeps adding tunnel mileage on a near monthly basis. Every one of those projects depends on getting concrete segments to the cutting face fast enough to keep the boring machine from idling, which is exactly the bottleneck Liner Truck 3 is designed to remove.

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It also reinforces something Tesla owners have watched happen gradually across Musk’s companies: passenger car hardware finding a second life in heavy equipment. Model 3 drive units already move people through the Vegas Loop, and now the same components are hauling concrete underground in Nashville and wherever The Boring Company digs next. Whether that kind of component reuse extends further into TBC’s equipment lineup, or into other Musk owned industrial hardware, is the next thing worth watching.

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