Waymo’s autonomous vehicles are driving 25,000 miles every day
techcrunch.com
techcrunch.com
Autonomous vehicles belong to the same league. I am very happy that a non trivial amount of resources are devoted to them and it's not just a next SV fad like some ICO / Juicero / photo sharing app. Rooting for the success of this technology.
>> This technology applies to mobile transportation in general and it doesn't necessarily have to effect greenhouse gas emissions.
Well, I don't know that there is any way to drive a fleet of some millions or billions of cars (once self-driving cars have been adopted widely, that is) that doesn't rely on burning fossil fuels, either directly or indirectly (to charge batteries etc). So how are they not going to affect greenhouse gas emmissions?
Once people are less tied to private vehicle ownership and open to any effective form of transportation, then adoption of new technology could become easier.
We do not know that this will happen, people won't like using public cars. Also the number of cars is not important as the number of kilometers those car run, the companies will try the best to maximize the number of kilometers the cars will run to maximize the profits so we may have people using cars even more instead of walking or public transport
You're aware buses are large automobiles right? Lyft Line with self-driving cars is effectively a more nimble, efficient, usable, and cheap bus network.
My point is that if we get cheap or convenient cars to drive us around then this would increase number of kilometers done by cars.
About buses you have say 30 people using a bus and the bus is driving 10 km, if people would use cars and say they will be 3 people in a car you get 10 cars x 10 km = 100km, so you get 9 more vehicles on the road , you get the more energy consumed since a bus is not consuming 10 times more then a car.
> About buses you have say 30 people using a bus
The problem is that it's difficult to match transport demand and supply perfectly because the bus is such a large unit of transport. The more common scenario is a close-to-empty (off-peak times, unpopular routes) or bursting-at-the-seams (peak times, popular routes) vehicle. Because the self-driving car is a smaller, more granular unit of transportation, you can deliver more targeted supply to the places where there's demand, at the exact times when there's demand.
I think it will rise:
- the people that afford expensive cars now(Tesla,BMW) will continue to own their own cars
- people that can't drive now but have enough money will buy their own cars
- some of the less rich people that own a car will keep using it
- people that use buses would use the new taxis if their are cost effective
So I think we will get more cars so we will have more energy consumed and we need better roads, better electric infrastructures that includes clean energy generation.
About safety my personal opinion is that with current software and hardware we are far for self driving cars in general conditions, we could get this cars maybe to work safely on specific roads.
I am also of the opinion that what Tesla is doing is wrong, aka here is auto pilot, it drives for you but you MUST still be 100% aware of the driving because you must intervene at any time, what advantages has this system ?
-advantage 1 you don't use your hands and legs that much
-no other safety that is not included in the driving asist packages from non self driving cars
- autopilot makes many drivers behave illegally and don't pay attention, the PR shows the cazrs driving themselves where the small print in manual tells you to pay attention 100% of the time
I think I understand your point, I am also frustrated by bad drivers that text, speed and kill people, I want them out of the roads too but it will not be easy to replace human inteligence, driving is a complex process and software and hardware is not there yet (I was an optimist like you about an year ago until the cases with Tesla hitting trucks, police cars and concrete obstacles happened and I read about the fact they have to ignore inputs because there are too many and the hardware is not good enough to process it) maybe Google cars have better sensors,hardware and software and can bring the optimism back for me.
You can do this by implementing congestion pricing and heavily advantaging carpool vehicles on the road by giving them more dedicated lanes, or by restricting single-occupant vehicles to a single lane on highways.
In urban areas, renting a parking space for your own car is already quite expensive. It's an easy decision to give your car up if robo taxis are cheap and plentiful.
In suburbia the calculus is a bit trickier because there's still a bit of keeping up with the Joneses. But there are many who'd jump at the chance of getting rid of their garage and driveway and have more living or personal work space.
I agree with you about Tesla autopilot.
With some good regulation and investing in infrastructures we could reduce the car accidents and pollution today without having to wait decades until most cars will be self driving cars, but we don't have the regulation and investment unfortunately.
It's some kind of narcissistic tragedy of the intellectual commons.
I'd be very much in support of congestion taxes, carbon taxes, and expanded HOV lanes, however.
Once people stop commuting with cars, they may find out that owning a car is no longer with it
Cutting out the middleman (i.e. the company that wants to profit off of the ownership of the self driving car) should always be cheaper given enough usage. It's the same currently with owning a car vs Uber, Lyft or taking cabs etc.
I don't see how greenhouse emissions is relevant to this conversation. Obviously, we'd prefer to all be driving around (human operated or otherwise) in vehicles powered 100% by clean energy, and certainly people are working on that, but that's independent of whether or not those vehicles are operated by humans.
I belive genocide is against the law in most civilised societies, but, be my guest.
<It matters even less, but> You could argue that to eradicate humans you would have to commit genocide several times.
[0] https://www.etymonline.com/word/genocide
[1] https://english.stackexchange.com/questions/253505/is-there-...
More cars means more emissions, the industry wants to sell more cars by loading them with self-driving features, therefore the issue of emmissions is relevants.
I mean, that's kind of like saying "I don't see how coronary heart disease is relevant to this conversation that's about selling more hamburgers", or "I don't see how diabetes is relevant to this conversation that's abot selling more sugary drinks".
Strangely as it may sound, the plan is exactly the opposite, to make personal cars a rarity.
> "I don't see how coronary heart disease is relevant to this conversation that's about ending world hunger"
Fixed that for you. People without access to cheap transport or food really don't have time to worry about emissions or coronaries.
The promises might fail but that's the plan anyway, to make ride hailing so ubiquitous and frictionless that it's more convenient than ownership.
> (with the infrastructure needed to accommodate them)
Laying pavement quite literally destroys the environment, and a _ton_ of it is needed to support personal automobile lifestyles (particularly in suburban sprawl); far more than the amount required to support freight, walkers, cyclists, and mass transit. Modern US car-centric streets are very inefficient in space.
https://www.bbc.co.uk/news/uk-18623096
"the proportion of England's landscape which is built on is… 2.27%."
Failing that, self-driving cars as a service preserve all of these while also being significantly better for the environment. You don't need parking lots, because utilization is close to 100% and they go back to a depot when not required. It's easier to electrify the fleet, because the service knows exactly how far the trip will be and can bring the car back to a charging station while it has no passenger. You can share rides when multiple passengers have destinations that are close without them needing to go to the exact same place. You can have pods that dock with each other in motion (benefitting from better aerodynamics) but preserve privacy and split off to different destinations when needed.
Actually, since the goal should be the preservation of the environment that is supporting our continued existence, what is needed is mass transit, which is the least damaging form of (mechanised) transport we know of; not a technology to replace it with privately-owned and operated vehicles.
I mean, I understand that's never going to happen, but that's only because we are collectively incapable of making the right decision on this one.
A more workable system for a free market society would be to shell out an equal endowment, say 20 driving hours a month, to all citizens. They will then chose if to sell them to the rich people or spend them to impress that special date.
Before you know it, the poorer plebs will fight the richer ones to maintain the driving voucher system, for the sake of the revenue they earn out of it.
A lot more than 1% of people would be unable to function in modern society if you took their car and told them to walk and run.
Why mass transit and not walking more or personal blimps shaped like giant Trump babies? To make them more than your opinion, you need to put some numbers on those statements.
And the numbers work much worse than you think: between the low energy efficiency and low occupancy at non-rush hours, the massive infrastructure and the longer routes due to non-optimal layout, mass transit is better than American gas guzzlers but nothing to write home about. Here's some numbers put up by people who share your opinion - and that do not even take all these effects into account: https://www.citylab.com/transportation/2012/11/can-we-please...
So for in-city transport, mass transit is a hard sell on environment alone. (Intercity transport like trains are great though, and there is a strong convergence there, self driving cars pair well with fast trains, giving the best of both worlds: flexibility, speed and low footprint)
Imagine a city-managed fleet of buses and shuttles that have a significantly decreased cost-to-operate, that dynamically respond to demand, aren't bound by work rules, and that customize their routes as needed. That's revolutionary.
Implement congestion taxes and dedicated lanes for high-occupancy vehicles (vehicle more than 50% occupied) and you have a fleet of highly adaptable, efficient, utilized, and available buses at a fraction of the current cost. You've eliminated some of the major problems of mass transit systems - last mile connectivity, financially marginal routes having to choose between poor service or losing money, lack of frequency at off-peak hours, relative lack of comfort, convenience, needing to know a timetable as a user.
That's probably true on a per mile basis, but it's actually expected to be net worse for the environment because it will enable car access for a large percentage of the population who are currently homebound due to either being disabled or not being able to afford a car.
That said, because they don't need street parking, in the long run it may enable more bike lanes and bike usage.
That sounds like a really horrible outcome. /s
I just don't see any world in which the only reasonably efficient form of self-driving vehicles is basically a fleet of (dynamically scheduled, self-routing, autonomous) bus rapid transit - and I'm assuming these would only beat out trains in a realistic dynamic system mainly because of the additional flexibility/ease of re-routing.
It’s just dawned on me how many cars you could fit in a carpark for self driving cars. They can park properly, park each other in and park close together. I wouldn’t be surprised if you could get 4x more cars in the same place.
>... technology move people from their homes or work to existing public infrastructure hubs
could be a thing. Also maybe some sort of road pricing to stop them being clogged with empty cars going to get pizza.
I'm not sure. When you own a car, you pay large fixed costs but your marginal cost per mile is low, whereas with rented cars it's the reverse.
Sure, people who don't own cars currently will probably ride more, but everyone who does have a car now will have an incentive to ride less.
400,000 lives per year wasted mind numbingly staring at a road and keeping a car driving along it.
Primarily because they don't pay as much for their fleet as a taxi service does.
What's coming next is going to be that, except you don't have to pay your drivers anything because you don't have drivers!
(yes, there will be huge technical overhead of running this system and maintaining the cars/hardware, but over time this will become mass produced, and become cheap).
Downvoted by Uber devs no doubt.
Primarily because they don't pay as much for their fleet as a taxi service does."
Uber (and possibly other similar companies) is a huge charity for passengers funded with investment money. It's definitely premature to declare they've demonstrated or accomplished anything before they operate on a sustainable basis. I do think using a credit card an app is far superior to the way taxi businesses are traditionally run, regardless of price, but I also don't see why traditional taxis can't adopt the mechanism eventually. At some point, the bubble will burst and capital will be scarcer for a while, and things will realign.
Rather consider how with autonomous driving, when paired with services like Uber/Lyft enable a car to be active 80-95% of the time - driving folks around. This means that your cost “of the trip” can be significantly less once you factor how his affects vehicular depreciation.
While self-driving cars are cool, I’d imagine self-driving subways would be easier. In New York, the f train in Queens hits a standstill because of problems in the d line. The air train at JFK has no driver. Why can’t we do this for MTA?
While we are at it, transit in the city should be entirely tax funded. N
We also need self-driving buses. The buses in Queens sometimes don’t show up for over half an hour and three show up at the same time. Why?
Technical debt. The system is 100 years old and MTA can't contain its contractors. At the current pace work to install communications-based train control (CBTC) on every line (it's on the L) will cost $20 billion and conclude in 175 years.
Oh, and rules require having two drivers on the self-driving train anyway, who occasionally have to drive to keep proficient.
https://www.theatlantic.com/technology/archive/2015/11/why-d...
https://www.rdmag.com/news/2017/05/study-shows-self-driving-...
If it really is that simple shouldn't it be possible to put this into an app that if 1/20 drivers had installed would also solve the problem?
To some extent we already have "the app" (google maps) and I wouldn't be surprised if it's running for close to 1/20 of drivers actively in traffic, and a whole lot more passively collecting and reporting location info that is trivial to map to major roads. To that argument Waymo somewhat belongs to Maps (or Maps to Waymo if you'd like).
Yes I agree, however it might not require that level of granularity, that's what I was wondering given that the researchers were surprised by it working as easily as it did in their experiment. Since, That's why I am wondering, maybe it's something a human could be taught or directed to do by an app.
Open questions to me: Is central coordination required which observes the current state of the system and doles out specific instructions depending on that? If it's simpler is possible to craft a simple set of heuristics we could be taught to follow that would make things better if enough people knew them and followed them? Could they perhaps be implemented with simple road signaling targeting know problem area where jams frequently occur?
If you drive at the average travel speed steadily instead of filling gaps in front of you as soon as they open, that smooths traffic out for the car behind you as well. Traffic waves of stops and starts can still form back a bit behind you, but it's unlikely to happen immediately behind you. If even a small fraction of drivers drove like this, there would be much less opportunity for spontaneous jams to form.
I saw an impressive video demonstrating this a few years ago, but just spent a few minutes failing to find it. It showed a guy driving at the average speed of the car in front, so that the gap opened and closed as traffic in front slowed down, sped up, stopped, etc. There are articles about doing this, and animations, but what made this a compelling video was where it was filmed: a long straight concave-up road full of cars that was coming down a hill, so you could look out the back and see an long line of cars moving smoothly and not jammed, while in front there was a long line of cars stopping and starting chaotically.
(experiment holding one of the buses for just a couple of seconds...)
Maybe I’m being dense but can soemone spell out the glorious moment we are all waiting for here after spending all this money?
- Trucking is cheaper because we fire the drivers?
- There are cheap Ubers taking people from ramen to sushi in SF but clogging the streets?
- There safer roads because there are no bad drivers?
Ugh, this is not a transportation revolution folks. Where are the personal transportation devices? The hypersonic planes? The hyper loops?
This is the long-term good-case scenario (using USA-focused numbers, but you can extrapolate to the rest of the world):
-Car accidents will be reduced to nearly zero, saving about 34,000 lives and 250,000 injuries each year. The NHTSA estimates that this costs $871 billion per year[0].
-Because car accidents will be much less frequent, cars can be built lighter, saving the energy that's currently spent on armor. And in the scenario where people hail rides rather than own cars, the car that transports you will be the right size for you - i.e. a one-person car for most trips - which saves a lot of energy too. The energy savings help with intra-city air pollution, climate change, and decreased costs.
-Self-driving cars free up the 50 billion hours that Americans spend driving each year. At the average wage, that's worth about one trillion dollars.
-A lot of valuable land is used for parking (14% of Los Angeles, for example[1]). Hailed robot cars wouldn't need to park, and self-owned cars can drop their owners at their expensive destinations in a central business district, and drive a few minutes away to park in a garage where they pack together much more closely than humans can park them. The freed-up space can be used for housing or other valuable uses.
-Hopefully, self-driving cars massively reduce congestion. Due to their much-faster-than-human reaction time, they can drive very close behind each other at high speeds. Two single-person cars can fit side by side in a lane. Street-side parking space can be turned into more lanes. Reduced crashes result in fewer traffic jams and lane closures. (Personally, I worry that increased car usage might exceed these effects.)
Most of these figures come from Brad Templeton's webpages about robot cars[2].
[0] http://thehill.com/policy/transportation/207567-nhtsa-car-cr...
[1] https://www.citylab.com/transportation/2015/12/parking-los-a...
[2] https://www.templetons.com/brad/robocars/robot-cars.html
[30 years in the future...]
My son: Wait...you mean to tell me that people used to operate multi-ton machines, with a minimum of training, in a range of different conditions, and relied solely on human reflexes and human attention span to avoid collisions?
Me: Yes
My son: And nobody was killed?!?
Me: Oh no! People died ALL THE TIME!
---
Look at any source you like, and it's as clear as day: the LEADING cause of death for individuals in their prime productive years (late teens through late 30s) is the automobile! If autonomous cars are even a fraction safer than human drivers, the impact it will have on demographics and population productivity will be MASSIVE.
No matter how unlikely it is to die in your prime, something will be the leading cause. Since it is very unlikely to die in your prime in modern first world countries, why focus on that? Are we going to go on a crusade to eliminate bathtubs next? I may be biased, because I'm now too old to die young...
I think you are begging the question - are cars more dangerous than horses? Just from reading random history, it seems like a lot of famous people were killed by riding accidents. And even today when the vast majority of people don't ride horses, I bet you can name a famous person who had a terrible accident.
Personally, I hope it never happens. The US is still suffering from when its cities were redesigned for cars, vs. public transit and pedestrians.
Self-driving cars can and will play a very important role in transportation, but cities should be designed around people, not cars.
Edit: I'm by no means criticizing your hope, and I do agree with you that cities should be redesigned to "accommodate" self driving cars, such as "buffer garages" (where autonomous cars are parked in a FIFO way, not in the way cars are parked today), auto-charging stations, smart curbs for pick-up/drop-off, etc.
Taking the SF Bay area an example: Sure I can take the Caltrain or the Bart to get to nearly any city but it'll always be the long way around.
Think San Mateo to Union City. Crossing a bridge it's direct. The road infra structure is already there and the cities are built around it. Sure there's probably some cryptic bus route but the difference right now is (with a quick google) 35 mins vs 1.5 hr.
I think self driving cars have the potential to build on our car centric ecosystems. Look at how Uber/Lyft have adapted into Uber Pool and Lyft Line. They've done more to change people's driving habits than any changes to the public transportation system. I'm excited to see how self driving cars solve this by dropping the price point further and exploring larger pools.
that is the use case best suited for flying tub https://www.youtube.com/watch?v=EQK9m_OBVgY
But the problem is that car-centric systems are not scalable and sustainable.
Sure, self-driving cars would do well in the Bay Area, but they would only make traffic worse, as now people are willing to spend a longer time in traffic, since they are no longer driving.
Self-driving cars actually remove one of the negative feedback mechanisms of traffic.
What's so special about efficient routing with a driver-less car? There's no route that a human driver couldn't follow just as well if assisted by GPS software.
Putting people on a train is going to be far more efficient.
For example, accidents that occur at 35 MPH or less are much less likely to result in a fatality or major injury, due to the amount of kinetic energy that a human body can safely dissipate. So if Google cars have even slightly better braking or speed control, you're going to see an improvement. Looking at the average speed at which accidents occur would be useful information.
When the industry or the press discuss the safety of self-driving cars, they almost always do it in terms of fatality rates. Not general accident rates.
The CA DMV data has enough info that you can distinguish between "driver had to take over to avoid crash" vs. "vehicle was unable to proceed due to problem ahead and needed help". The first number needs to get very low before self-driving can work. The second, Waymo proposes to handle by having a very limited remote control capability, so remote support can get a vehicle past a strange problem.
That's an element of right-wing policy created to fight safety regulation. The position is that since the severity of non-fatal workplace injuries is hard to measure, only fatal accidents should be recorded.[1][2] Then there's too little data to make policy.
[1] https://edworkforce.house.gov/uploadedfiles/testimony_michae... [2] https://www.oshalawblog.com/2017/04/articles/its-official-os...
Mainly because good driving is often synonymous with defensive driving. And you don't need to drive defensively if there's a large number of cars on the road which won't unexpectedly change lanes, turn right from the left lane or wildly change speed for no reason. If anything, human drivers might start doing unsafe maneuvers more as they see SDVs around them react quicker and safer to their bad driving. Why bother getting in the correct lane when you can pick the less congested one and rely on SDVs to move out of your way when you barge past?
There's also the issue of people switching from SDV to manually operated vehicles. What if someone uses an autonomous car for commuting on weekdays and gets used to the car acting for them, then uses a normal car on the weekends? They might expect the car to emergency brake for them when a pedestrian steps out into the road, and in the split second it takes them to realise the car will not do that for them they've already traveled too far to stop in time.
Assuming simulation is proven to be good enough for training cars, then having the ability to simulate crashes so that cars can respond in an optimal way is going to make a massive difference.
https://orfe.princeton.edu/~alaink/SmartDrivingCars/Papers/R...
the question is at what point we decide that it’s “good enough” to be a life saving compromise
humans are really terrible drivers compared to sensors. the number of inputs, precision, and quick decision making are all much better for driving than humans
The idea of moving people to public transit sounds good, but I wonder if there's enough spare capacity in most transit systems to serve lots of new riders...
If your suburban bus stop is a 10 minute walk from your home, and the bus comes by once every half-hour, and then you have to transfer to an every 20-minute bus, that is sufficiently offset to make the transfer take time... You aren't going to have a good time on your commute.
I guess the response would be to target some SLO budget and, once disengagements get too high, refocus on existing cases to get it down to an acceptable level.
The idea is pretty clever. People paying to be guinea pigs.
Sure if people signed off, it would reduce some of the liability but that's still the golden question: who's responsible if something happens?
https://www.insurancejournal.com/news/national/2017/12/20/47... Startup Trov, Munich Re to Insure Riders of Waymo's Self-Driving ...
Maybe simulations are when the human is controlling the vehicle and the algorithm is only allowed to .. simulate what it's actions would be if it were in control?
Running the system on recorded inputs to see how it compares with human output is good too.
Simulating effectively is non-trivial. In spite of testing on a comparable scale to Waymo, Uber made very little progress in 2 years because they couldn't get their simulator to work right.
Store a rolling last X minutes of full sensor data into memory, then dump it to disk if the supervising driver hits the "that was a fuck-up" button.
Computationally cheaper and simpler, no doubt, too.
https://www.theatlantic.com/technology/archive/2017/08/insid...
I always imagined a big decision tree that could get diff’d after each AI training run and tuned by an army of humans.
>“While perception is the most mature area for deep learning, we also use deep nets for everything from prediction to planning to mapping and simulation.” ...Dmitri Dolgov, CTO and VP, engineering, Waymo
etc
This whole 'disenfranchised underclass' thing that America is struggling with will get considerably worse when automation turns all the truck drivers and their families out onto the street.
If automation happens is because it makes the economy more productive. If before happening the economy could sustain all the people, logic tell us that now could do it even more easily.
At the end, it's a political decision.
Driving trucks is a dangerous occupation that's terrible for your health, and often takes you away from your family for long periods of time. In a few generations when it's long gone as an occupation, no one will miss it. Getting from now to then is unfortunately going to be a rough transition for some people, but stopping that transition entirely isn't the right call.
The industrial revolution caused enormous suffering for ex-farmers. Many of them lost a life of autonomy to be forced to move to cities and work in dangerous conditions for starvation wages. It caused significant social instability.
https://en.wikipedia.org/wiki/Industrial_Revolution#Standard...
Motorways, on the other hand are relatively simple. And we have service stations that driverless lorries could drive themselves to, to be picked up by human drivers for the final leg. And there's an obvious commercial need. And there's an obvious safety need (who hasn't seen a swerving lorry?)
Impressive. That's roughly equivalent to about 0 miles driven in real-world conditions.