Airbus' self-flying plane just completed taxi, take-off, and landing tests
businessinsider.com
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But then the airline prohibited to use the automated systems during take-off and landing, because the pilots don't get practise. But pilots need those practise if they should take over in emergency situations.
The same is true for automated driving. I always say, we will see automated railways and automated airplanes before we see automated cars.
PS: Because of some comments, Nuremberg had the first railways system to allow mixed traffic of automated and manual railways. Yeah, I know some of the guys doing the saftey certifcations for this.
The future is now: there are automated rail lines in a numbers of cities around the world. Some are relatively old, too.
The JFK AirTrain is one such example.
Don't try to compare closed tracks to open tracks. A closed track is more like an elevator.
There are GoA 4 systems in use in the world. The difference is that every DLR train has a trained operator onboard whereas in a GoA 4 system the nearest employees are in some distant operations centre, watching only via a CCTV connection. GoA 4 trains are entirely autonomous, if one were one day to somehow break down so badly as to be inoperable a separate team would need to go rescue it and meanwhile other trains would simply stop at a station and allow their passengers to disembark.
Usually there is no operator onboard. But is still GoA 3 because emergency situations are handled by operators from a control room.
Look around, you will see there is a person wearing a uniform who is perhaps helping tourists figure out where they need to change trains, or assisting a woman struggling with shopping and a push chair. These are TfL employees trained to drive the train, even though it's autonomous.
Before the train leaves, even under normal autonomous operation, this person in the uniform activates a "close doors" control and this is the only reason a DLR train will close its doors. When the doors are closed and the way ahead is clear the train will drive itself to the next station, and open the doors, the cycle repeats.
The person wearing the uniform is trained to safely operate a train. Any time they're on first shift they actually sit at the front (usually occupied by excited children) and unlock the onboard controls to literally drive the train for route verification purposes. Autonomous trains aren't looking, and tools or equipment may be left on the track by work gangs (despite a "count it out, count it in" procedure) so the first trip of the day is always done manually.
You can't drive a DLR train from the control room.
For an open system, you have to be able to respond to arbitrary visual input. For a closed system, there shouldn't be random stuff on the right of way.
At the crossing are boards indicating that this is a railway crossing, two sets of lights for each direction of traffic (two amber, one red in each set) and barriers, typically long motorised boom arms from which a flimsier but more visible structure hangs, plus a tall post with CCTV cameras mounted on it. The CCTV feed goes with all the other signal data to either a "signal box" not so far away, or a larger centre where many signallers work together. A signaller who wishes to move a train through the crossing views the CCTV feed, and initiates a sequence in which the lights show alternating amber ("caution, stop if possible"), then red ("stop"), the barriers close road lanes entering the crossing, then barriers close the road lanes which exit the crossing. The signaller verifies everything is as intended (e.g. no vehicle stranded on the crossing, no idiot pedestrians clambering over the barrier and standing on the railway) and then authorises trains to pass. Once as many trains as necessary have passed, the signaller closes the crossing to trains, and tells the crossing to re-open to road traffic, it raises the barriers and then switches off the red "stop" lights and road users can now use it as normal.
I'd take Amtrak to my hometown, and the engine would blow past the platform at 20+mph and still stop the passenger cars right on the platform. Riding on the train and it seemed like they'd miss it.
I think the weight of a car itself wouldn't change the theoretically possible stopping distance, since the momentum is proportional to the mass, but so is the friction between wheel and track, so mass cancels out.
At-grade ("Level") crossings should be closed (and thus grade separated). Where that's impractical there are numerous options for ensuring the crossing is not open to railway traffic until it is clear:
In some areas it can be practical to employ a person whose duties include verifying that this crossing is clear and then authorising its use. Because CCTV is cheap now we can fit cameras and lighting and have them do this remotely for a large portion of the network.
Or we can use radar to protect crossings. The barriers drop, and then radar is activated (the small hazard introduced by using radar is mitigated because the crossing is closed, nobody should be in the area being illuminated by the radar anyway), if somehow there is a large object on the crossing even though the barriers are down, this means something went wrong. The outward flow barriers re-open to potentially allow a trapped driver or animal to leave and the system tries again, if this doesn't help the crossing is considered failed and humans go to investigate, they will find your broken down semi-truck.
The freight car should preferably be harmlessly derailed by trap points. If this is impossible (and the layout cannot be rectified) the presence of the freight car should trip sensors, either axle counters or track circuits, and close the section to traffic. Again humans will likely have to come investigate how that occurred when it cannot be explained and won't go away.
Purpose-built automated lines often use smaller cars with more powerful motors sometimes concrete tracks. I suppose those help computers in flattening acceleration/deceleration curves and eliminating needs to compensate for weather or passenger counts.
https://www.bbc.com/news/world-us-canada-42421417
From the wikipedia article on Positive Train Control (PTC):
>In December 2010, the U.S. Government Accountability Office (GAO) reported that Amtrak and the major Class I railroads have taken steps to install PTC systems under the law, but commuter rail operators were not on track for the 2015 deadline.[14] As of June 2015, only seven commuter systems (29 percent of those represented by APTA) were expecting to make the deadline. Several factors have delayed implementation, including the need to obtain funding (which was not provided by Congress); the time it has taken to design, test, make interoperable, and manufacture the technology; and the need to obtain radio spectrum along the entire rail network, which involves FCC permission and in some cases negotiating with an existing owner for purchase or lease.[15]
https://en.wikipedia.org/wiki/Positive_train_control
So needless to say... the technology likely exists today, but implementing anything significant to existing infrastructure in the US is a monumental feat.
The above example is just a safety system, but once you start removing employees you also start running up against labor unions... which is yet another layer holding things back.
However, the nationwide freight network is interconnected by many different companies, in various states of repair, with various states of mechanization. I live near a bunch of grain processors and when they are taking deliveries it is a lot of manual switching and back and forth to get each plant's cars to the right lines.
Could it be automated? Yes, the technology is available, you 'just' have to implement it. Will it be? Probably not anytime soon.
Also, Line 14 on the Paris metro (heavy use) has been automated since the 90s.
The original intent of the Black Mesa & Lake Powell (hauling coal to a power plant) was for it to be fully automated, but I don't know if it ever ran without a human in the cab.
I didn't know about that, but is it a "freight line" or a "freight train"? If it is the former, a dedicated line used only by the automated train, then it isn't all that removed from disneyworld: a single-use train on a dedicated line. And Australia is notoriously flat.
I'm from the west coast, where driving a heavy train through the mountains is serious business, but disasters can happen anywhere. The latest epic disaster in Canada was caused by a train that was unmanned at the time. It was parked.
https://en.wikipedia.org/wiki/Lac-M%C3%A9gantic_rail_disaste...
Maybe the gnarliest scenario I know of out there is: There's a major brush fire on Cajon. Like, 20-foot-high wall of flame. Is it far enough away for you to try to get the train past it? (With maybe 4000 gallons of diesel fuel under each locomotive, and maybe liquefied petroleum gas tank cars in the consist?) Or do you park the train, and hope the fire doesn't come to you? I mean, I guess an AI can make that decision without being influenced by concern for its own survival. But I suspect that most train-driving AIs don't have a really good set of training data for this scenario...
I suspect most human drivers don't either. The AI might not make a particularly good decision, but is there any reason to believe that a human would make a better one?
https://www.railjournal.com/freight/rio-tinto-completes-auto...
"Australia is notoriously flat"
Citation needed.
"Australia is the lowest, FLATTEST, and oldest continental landmass on Earth[4] and it has had a relatively stable geological history. Geological forces such as tectonic uplift of mountain ranges and clashes between tectonic plates occurred mainly in Australia's early prehistory, when it was still a part of Gondwana. Its highest peak is Mount Kosciuszko at 2,228 metres (7,310 ft), which is relatively low in comparison to the highest mountains on other continents."
https://en.wikipedia.org/wiki/Geography_of_Australia
Russia is big. Switzerland is small. And Africa has gets less snow than Canada. (Citations needed)
The basic route of this train (Newman to Port Headland) is a gentle slope to the coast. +175 and -700m over a 400km journey. (Google maps) Compare that to a route in western canada: Canmore Albert to Salmon Arm BC, the same distance but +2500m and -3500m.
It still snows in Africa, and if you tried to climb Jebel Toubkal without a jacket I don't think knowing that Canada is snowier would provide you much comfort.
"SkyTrain is the oldest and longest, fully-automated, driverless, rapid-transit system in the world."
However, busier services are very much dependent on human operators. Both on-board (2) and platform-side (half a dozen).
That's not to say that entirely driverless services can't be done. There are a bunch of metro services globally that are grade-4 fully-autonomous and totally unattended, and some of them have been in operation for over 30 years. But like all large-scale systems, there are lots of complicating factors, system-specific conditions, and various tradeoffs to be made – a lazy Daily Mail "damn unions" argument isn't really fair.
IIRC there is something like a 6 year waiting list to become a tube driver because they do a 36 hour week for £55k a year (up to £100+k for some) with over 40 days paid holiday, and can retire on a full pension at 50 years old (1)
It seems like a ludicrously cushy job and I 100% put it down to those "damn unions" essentially blackmailing TFL by always threatening to strike at the busiest times. I don't blame them,but I don't think that the "damn unions" argument is unjustified when it comes to Tube drivers and there near-constant threats to go on strike for the most rediculous things that any reasonable person would agree were legitimate reasons (such as when a driver was sacked for repeatedly failing drink-driving tests (2), or another for a driver who repeatedly drove through red signals (3)). These are potential disaster near-misses, yet the tube driver's unions use them as more leverage to threaten a strike and squeak out a bit more pay and a bit more holiday. And when they are not doing that, they're frankly taking the piss and threatening to strike over not being able to make a cup of tea (4)
1 - https://www.standard.co.uk/news/uk/tube-driver-salary-holida...
2 - https://www.telegraph.co.uk/news/uknews/road-and-rail-transp...
3 - https://metro.co.uk/2018/04/13/tube-workers-striking-protest...
4 - https://www.telegraph.co.uk/news/uknews/1337609/Unions-threa...
Note that staff appear to have been sent out unwillingly and were not allowed to wear masks.
https://www.theguardian.com/uk-news/2020/may/12/uk-rail-work...
An ok-ish middle class salary. Not outrageous in its own right and i suspect if you compared it to the lifestyle of train drivers 50 years ago it might allow them to live the same sort of lifestyle?
It's no secret that our expectations and the job market have changed dramatically but it is telling that jobs with hard fought inflation adjusted wages have wait lists for those jobs. We're like a frog slowly being boiled and we need posts like the above that cause us to think "Hang on didn't train drivers of yesteryear support a wife and three kids? Could you do that on £55k?".
As tech workers we all likely earn so much that we could live the middle class lifestyle of yesteryear (paying off the mortgage before retirement, supporting a partner and kids, taking regular family vacations, etc.). I mean we like to think we're all super rich but really we're only where we should be. Perhaps we shouldn't be directing hate downwards here? The wealth gap above us has increased, whilst the wealth controlled by the bottom 50% is lower than ever.
The only way the disparity here can be corrected is to accept those below us in salary will fight for more. It's pretty understandable really.
Twice to four times the median salary in the UK (and three to six times the salary of a bus driver who is usually far more skilled), for a low-skilled job that requires neither education nor physical exertion. There is a reason why there are massive waiting lists.
Automated trains are just like elevators, except they move horizontally.
There used to be an operator on every elevator, but they have been replaced by electronics since a very long time ago.
A very large number of accidents are due to the operator failing to follow these very basic signals.
>incredibly varied operating environment
How many variables do you see here?
The absolute safest scenario is likely automated trains with a driver with a red button to stop the train, in case of emergency. After years go by without even having to use the button, even those operators could be removed. We're living in a world where automated driving is starting to overtake automated trains, something that literally exists on rail, and switching is controlled electronically on almost every passenger rail in the western world.
[0] https://www.washingtonpost.com/transportation/2020/07/07/red...
[1] https://en.wikipedia.org/wiki/Hordorf_train_collision
[2] https://en.wikipedia.org/wiki/Hordorf_train_collision
[3] https://en.wikipedia.org/wiki/Signal_passed_at_danger#Accide...
Unless we are talking metro, where I live it is not that uncommon to have some animal wonder on the tracks, people trying to commit suicide on the track, people throwing things at the train from bridges, ...
Hell, I there was even an hot air balloon that crashed on the train track a few years back in my city, blocking trains for the whole day.
And I got some bad news if you think 140 car freight trains stop for a deer on the tracks.
>people throwing things at the train from bridges,
I'm not too sure what you think an operator does today, besides maybe calling their dispatch/911.
This is an ergonomics nightmare scenario. The operator needs to pay attention to keep situational awareness all the time while just observing the train doing its thing. Then, all of a sudden, the train starts doing something that it shouldn't be doing (due to a failed signal, another train doing something stupid, an obstruction, a malfunction...) and they need to quickly react and do a safe abort (slamming the brakes may actually be a bad idea sometimes)
This is an issue in aircraft with heavy automation - everything seems normal until it isn't and then the pilots need to quickly figure out exactly what happened, how they got where they are and how to get out.
This isn't flying though, and you can stop a train by slamming the breaks, and this is perfectly fine in 99% of scenarios (and which is exactly why each train car has an emergency break cord/button).
I can't really imagine a situation where a possible derailment is better than stopping the train. If your on a narrow bridge, surely stopping is better than the possibility of being unable to stop when the bridge is out.
Really? I haven't heard of any elevators killing dozens of people lately. I haven't seen many elevators crash, burst into flames and effectively remove entire city blocks from the map. I haven't heard of people studying elevator operators for PTSD.
https://upload.wikimedia.org/wikipedia/commons/e/eb/Lac_mega...
"Traumatic exposure and posttraumatic symptoms for train drivers involved in railway incidents"
https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4462444/
>>Because of involuntary exposure to PUT [Person Under Train] incidents, the likelihood of train drivers to witness the violent death of a person is much higher than that of the general population, and that puts the train driver at risk of psychological trauma.
>>Of the 193 train drivers, 152 (78.75%) reported at least one PUT incident. Respondents reported as much as 14 PUT incidents/person, with a mean of 4 (SD = 2.83) incidents/train driver.
In all honesty, a train driver is more likely to see someone die violently in front of them in a given year than the average soldier.
The vehicle you're probably thinking of is a golf cart.
A Golf Car is a popular model of motor vehicle from Vauxhall.
Ahem. No.
There is no collision hazard in elevators (essentially each elevator is on its own dedicated track). In railway, collision hazards are everywhere because you can change track and there are multiple trains on the same track, possibly (yikes) in head to head movements.
If you want to see the specs of a real Automatic Train Protection, the European one is public [1]. And that is only the protection part. There is no automatic pilot in there.
[1] https://www.era.europa.eu/content/set-specifications-3-etcs-...
The system no longer runs in ATO (automatic train operation) because of ongoing issues around maintaining contact with the mainframe when it snowed.
Line 14 was conceived as driver less. In 2012 line 1[1] was converted to fully automated. Others, to the best of my knowledge, are planned.
[1] https://fr.wikipedia.org/wiki/Ligne_1_du_m%C3%A9tro_de_Paris (In French)
They then switched from one track to the other. This involved moving down past the station to this stub of track that just ends in midair, with absolutely nothing except the control system to keep you from going too far and crashing down 15 or 20 feet to the ground below. That was... a bit nerve-wracking. It all worked, and they don't regularly fall off and crash, but... I don't think I'd do that again.
But yes, they're automated, and it works, and works reliably.
Love the part about not getting off the monorail. I'm tempted to try that myself someday!
AI can definitely talk to ATC, in fact it could disrupt ATC who could send declarative commands to planes to remove chance of miscommunication.
Even my Telsa makes decisions about changing weather conditions (eg. disables automated lane changes in heavy rain & such, AI controls the wipers)
Unless they changed it in recent years, I believe it's control systems currently run on OS/2.
they've had the capability.
They've had autoland for a while. Maybe in this context it means the nearest ILS runway, or nearest externally directed ILS runway. (just not landing in the side of a skyscraper)
Besides, there can be a back-link and information updates for the landing box to manage situations with two or more planes in emergency mode.
If you worry about the signal not being received and the inability of air traffic control to spot the irregularity, then only initiate safety landing when the plane receives an answer-signal. Otherwise, let the plane fly however it wants and let it crash somewhere randomly because most places are better equipped to handle a random plane landing than a regular airport.
Basically a "pilot is incapacitated" button, it will pick the nearest airport and attempt to land there, and will even communicate with ATC. I believe the idea is that if you're a general aviation pilot flying with your family and you keel over, they can press this button to get down safely.
Austin Meyer (of x-plane fame) actually build an ipad app that can be hooked up to the autopilot (he actually did this at some point but never shipped the integrated product probably for certification reasons) to do exactly this. It's called xavion: http://xavion.com/. Basically the app calculates the safest glidepath to the best airport for you and guides you to that. The feature is designed for engine out scenarios where pilots don't have a lot of time for making good decisions. It basically continously updates its plan as you are flying based on glide ratio, altitude, runway length and a few other factors.
The autopilot integration is probably not all that hard to do. It's just tricky from a legal point of view.
First, auto-takeoff is not possible. Its not possible due to technical constraints (e.g. concerns regarding LOC capture on the ground). It is also not possible due to safety constraints (e.g. the requirement to be able to deal with an aborted takeoff in a timely manner).
Second, automated landing IS used, but it is only used in limited situations. Why ?
- Because not all runways are equipped for CAT III autoland (i.e. the aircraft is not capable of landing itself without a shit-ton of calibrated equipment on the ground being there first, also good luck finding a CATIII autoland somewhere mountainous or with an otherwise tricky approach).
- Because not all aircraft are equipped for CATIII autoland (see above, more kit, more money).
- Because the autoland system itself has DH (Decision Height) and RVR (Runway Visual Range) requirements. The exception to this is CAT IIIC autoland, but AFAIK the vast majority of CATIII certified runways are only to CAT IIIB because that's expensive enough to certify, even for major airports.
- Because of general weather requirements. For example, I don't know about you, but I'd rather NEVER see an aircraft attempting autoland in a Captain's crosswind (i.e. crosswind so strong that the airline prohibits the First Officer from flying it).
- Becuase autoland operations at airports involve ATC increasing traffic separation. Increase separation leads to what ? Yes, that's right... decreased flow rate and increased possibility of delays and cancellations.
I think if you get must of the major airports covered that's still good enough. But, if I understood this article correctly, what Airbus is trying now is to make it happen without those ground requirements. And I'm sure they do not expect to cover every airport and runway to begin with.
Will it do the same on a grass strip, which some pilot did without engines in the Houston area?
Can it do a perfect belly landing like a Polish pilot did some years ago?
Can it land in the Hudson?
All of those pilots had massive experience beyond button pushing auto-piloted aircraft.
I think (hope) this is just a typical marketing program which is not actually going to happen.
Moreover, it is easy to find at least 30 successful landings under the above conditions, while the situation you are referring to has about 4 cases, 2 of them contested.
Also, locking the cockpit doors on airliners is stupid in my opinion.
Aviation industry follows safety in redundancy principles. So on top of all the redundancy they are going to add in a system like this, I assume pilot will be part of the redundancy too.
Perhaps they can remove co-pilot soon. But, it will take a few years to go without any pilot. Even then perhaps they start with cargo airlines. I assume they can use a ground station as an emergency pilot like how military drones work.
Of course we are talking only about situations when its is available and some airline then still insists that you don't use it.
You didn't understand what he said. What you wrote is not an insight. The actual insight is, in air travel, you use automated stuff only when the automated stuff is available everywhere around you. Because your plane might have to divert due to an emergency and land at another airport/field that doesn't have any automation in place.
https://www.airbus.com/newsroom/press-releases/en/2020/01/ai...
However, since you ask, I would say two things : (a) The very Press Release you link to does take care to manage expectations (e.g. "Airbus’ mission is not to move ahead with autonomy as a target in itself").
(b) Your automatic take-off in 100% of situations is never going to happen. Sure, on a perfect dry day with nil-winds you can conjure up a great sounding Press Release. But throw in some "real world" and you can forget it. Cross winds, monsoon flooded runways, engine failures, bird strikes, failures of electronic systems (yes, it happens, even with triplicate redundancy) ... the highly trained humans at the front are not going anywhere, nor is their training regime going to be cut back.
But this won't last (hopefully), thanks to our brilliant co-humans doing cutting-edge research on that subject. And when a neural network is able to differentiate and anticipate possibles actions of winds, engines, birds and onboard electronics, then you have an autonomous take-off on par with humans pilots, enhanced with an instant feedback loop with built-in checklists and avionics.
It's a big stretch of course. But never say never, they say.
So was auto-driving; engineering visionaries don't stop at what is currently possible.
The failure mode of automated driving is less severe. You're already on a road, gravity holds you down and unless the brakes don't work (although in an electric car or bus, when not accelerating you're braking) the likelihood of accidents is smaller.
Airbus has an "innovation" (R&D) department and they're looking into more ways to have computers do the routine parts of flight.
Airbus's materials (linked) do mention "self-piloting", but I can't imagine that they are thinking of the scale as BusinessInsider is when they write "self-flying". No one's proposing getting rid of pilots, having a computer fly a plane completely would be insanity.
Perhaps a far more meaningful automation push could be done by creating an entirely new ATC scheme with automation in the air and on the ground, designed not defuse the class of mistakes that are typical for humans but to work around weaknesses of automation while exploiting its strengths (relative to humans). I suspect that the error margins needed for one group have very little overlap with the error margins needed for the other and with the general multilevel architecture of existing ATC it should be possible to designate a subset of airspace to the new system and having then coexist.
Under normal operation, yes, a lot of information is available there however all pilot training is underpinned by learning to fly the plane by eye, without relying on avionics. Mainly due to the fact that they can and do fail in new and exciting ways.
Even a plane's interpretation of its own configuration can be incorrect, resulting in automated systems believing a given control plane is oriented a certain way, when the reality is very different.
To most people (and BI?) it will mean "taxi, takeoff, navigating/obstacle avoidance, landing". To the extent that driving a car isn't "what you see is what you get", flight is much worse.
In the simplest case of flight, you are in cruise (neither takeoff nor landing), and depending on what kind of airspace you're in you may need to: * listen to ATC for commands, and advise them of what you're doing, * avoid weather, * look out for traffic, * watch your gauges, * stay on a heading, altitude, and generally fly the plane. (This part is routinely done with autopilot.)
In short, if it seems easier, it's because pilots make it look so casual.
A thing they teach pilots is: "Aviate, Navigate, Communicate". This is the basic priorities for your attention. If you're pointed at terrain your priority is to fix that first. The point of autopilot today is to free you (to some extent) of that first responsibility, especially during routine parts of flight, so that you can do the other things. Airbus is looking for more things to automate to let pilots do more strategic thinking in general.
Contrast this with a car, which is probably more in line with what BI is thinking. The kinetic energies are much lower, there's no need to communicate, the rules for driving are pretty straightforward (get to where you want to be, without hitting other people, while respecting traffic lights and speed limits), and to top it all off, if the AI feels that it's in over its head than the car can just stop whenever and everyone can climb out of the vehicle.
> and to top it all off, if the AI feels that it's in over its head than the car can just stop whenever and everyone can climb out of the vehicle
Just stopping in a car is always less dangerous than just stopping a plane, but there are cases where just stopping is very dangerous. Desert driving in the absence of sandstorms is probably unlikely to overwhelm an AI. However, in Alaska or the upper Midwest, you'll get snowstorms where you've got 6 inches or more of snow on top of the road, IR and the visible spectrum are limited to tens of feet due to blowing snow, exposed flesh will begin to freeze in under 10 minutes, and you might get hypothermia if you're in your car overnight. Getting out of the car and trying to flag down a passerby is likely to get you struck by an out-of-control car, so your best bet is to call a tow truck and hope they can get to you before the inside of your car gets too cold. In major blizzards, there are so many cars needing rescue, that some people need to wait in their cars until well into the following morning. The local newscast will warn people that driving is potentially life-threatening, but that doesn't mean that essential workers won't be driving. Having half of your trauma surgeons stuck in ditches in self-driving cars during a blizzard isn't a great situation to be in.
People keep candles, matches, and candy/energy bars in old coffee cans, plus water and blankets in their trunks (boots, if you're British) for these circumstances in order to be able to shelter-in-place for a day. Even humans with years of driving experience under icy conditions are pretty bad at driving in these conditions.
Having grown up in the upper Midwest, I was amazed how terrible drivers in the D.C. metro area get with just a dusting of snow or slightly icy conditions. I'm a bit worried that California-based automated driving companies will miss lots of common corner-cases associated with Winter driving in Alaska / the upper Midwest. I expect that if the road is uniformly icy, an AI would adapt fine with the assumption that traction levels here are the same as those up ahead. However, due to lower thermal mass, bridges undergo larger temperature swings and are likely to be icy. There are a bunch of gotchas associated with driving near active snowplows. Sometimes it's best to drive in the ruts created by other cars, but sometimes that's where the road is iciest and it's better to drive offset from the center of your lane. Under normal conditions, your car has a much shorter stopping distance than a loaded tractor-trailer, but in some icy conditions, the much higher tire loading will allow the tractor-trailer to stop in a shorter distance than a passenger car. Many people put sand bags in their trunks (boots) to increase their tire loading during winter.
There are just tons of little rules like this that you're either going to need to hard-code, or get good simulations plus a lot of driving time in International Falls, and hoping that a closed track still gets you conditions that teach the AI when to drive in the center of the the lane and when to drive off-center. Hopefully the AI also learns to visually identify different kinds of icy or likely icy patches.
I'm sure it'll all get worked out, but I wouldn't be surprised if the first Winter or two with self-driving cars ends up with a bunch of cars stuck in ditches in Alaska and the upper Midwest. It might look a bit like the newscasts from when they get icy roads in Texas or Georgia for the first time in decades.
Getting back to aircraft, even for everything that's in the emergency procedures manuals, writing good realistic simulations in order to get enough training data for the AI is going to be very difficult. For situations that aren't in the emergency procedures manuals, both most humans and most AIs are going to be in deep trouble.
It's also far more likely to be necessary, but pulling over to the side of the road is easier than landing off runway.
They have pretty deep partnerships with European state schools etc. which is highly rational, at the same time, it puts issues of 'government subsidy' on the table re: trade agreements. Nobody makes such complicated things 'alone', at that level it's going to be a broad mix of national integration efforts. It makes it hard to do trade because everyone else is pointing out everyone else's non-market subsidisations.
Commercial Airlines do not exist without government intervention, and often depend on non-market entities for key technology.
Google could drop every academic program and not skip a beat, as most companies.
Obviously not going to happen tomorrow and needs more robust communications infrastructure over the deadzones of the planet but it's fun to imagine. I trust machines more than people, unless they're made by Boeing.
There was a startup around like 5-6 years ago (gone now, can't find any info on them, their name was "Flamingo" something or other) that had a proof of concept solution but they burned out quickly.
Source: https://spacenews.com/spacex-plans-to-start-offering-starlin...
A Starlink receiver always has the satellite(s) in fairly fast motion, and phased array antennas can "move" quite quickly, so it's possible that there's no particular challenge to an aircraft scenario. Then again, the basic rooftop unit may make some simplifying assumptions and aircraft would require better hardware and/or software, but that's not a big problem as they can handle a higher price point.
Getting rid of driver in a taxi saves 50%, while in plane saves 1%.
There are a lot more taxi drivers around world (although I’d guess they generate similar or just slightly higher value).
From what I've read it seems that the "leader" Tesla's fleet learning is largely a myth.
Short article:
https://hbr.org/2017/09/the-tragic-crash-of-flight-af447-sho...
Much longer article, but 100% worth the read if you have time:
https://www.vanityfair.com/news/business/2014/10/air-france-...
This is a big issue for self-flying aircraft. Keeping the aircraft stable requires reliable altitude, airspeed, and orientation data. If you have that, you can stay in the air. AF 447 lost airspeed data, the flight control system dropped to a lower level, and gave up stall protection. It couldn't tell if the aircraft was stalling. That was enough to confuse the pilots so badly that they crashed a working airplane with plenty of speed, power, and altitude into the ocean.
A self-flying aircraft has the same problem, only worse. Without that info, it cannot stay in the air. There are fighters that need so much active stabilization that if you lose air data, you have to eject. Self-flying aircraft thus need really, really reliable air data sensors, and lots of them.
Getting airspeed from GPS has been suggested. There's one bizjet which does this. It can't be flown in areas where GPS jamming is in progress. Over-dependence on GPS is a problem.
All that is just to be able to fly straight and level. That's flight control. Navigation and landing are separate problems.
Think of all the edge cases that need to be accounted for with all the different variables out there from weather to people misbehaving on the plane. It's only going to take one freak accident to have people not want to board a self-flying craft ever again.
The (few) hours in a simulator are probably far more valuable in an emergency than the thousands of hours of real flight.
https://metro.co.uk/2019/05/16/russian-jet-crashed-captain-c...
Metro is not the most reliable source of information.
“For its passenger jets, though, Airbus states the tech won't replace pilots in the cockpit but will make flying safer by helping reduce workload. … "For autonomous technologies to improve flight operations and overall aircraft performance, pilots will remain at the heart of operations," Airbus said in a press release.”
What are the environmental and economic costs of an automated cargo ship going down vs airliner (cargo for comparison)?
It’s hundreds of millions dollars and fuel.
With less regulated you don't have a required AIS on every canoe or vessel, meaning you need to react on visual and radar input according to the colregs. In the US every aircraft flying already have ADS-B.
So with some worldwide regulation and a modular system able to interface and work with different equipment and sizes to create the economics of scale you have something working in the not too far future.
Though, this still requires the bridge and interfacing systems and sensors to be stable enough. Meaning no vessel today is good enough.
Compared to aviation it is much more hands on based on tribal knowledge. Like on a ship I work on "the remote for the autopilot tends to quit working every 3 months, just reset the whole autopilot, by pulling the breaker, if it does." This information stays on the boat and never reaches the manufacturer, instead of fixing what is probably some overflow happening. And the fix would be replacing the unit instead of deeper troubleshooting. Seen it happen many times.
I wouldn't get in one of these until there are better controls on this kind of software, it's not the same as autopilot.
Aeroflot Flight 593 - pilot let his son fly the plane, 63 dead
Germanwings Flight 9525 - (possibly suicidal) pilot deliberately crashed , 144 dead
Air France Flight 447 - pilot caused airplane to stall, 228 dead
Aero Flight 311 - both pilots got drunk, 25 dead
and this is just a random selection, there are long long lists of human-caused aviation accidents.There's a history of software not being ready while people pretend it is and then it kills people (Therac-25).
I'm just skeptical that we'll know when it's actually safe.
Unexpected failure modes are the issue. The Boeing 737 max 8 failure being tied to one sensor would suggest the industry has not fully learned the lesson.
That paper is long, but does a great job of giving the context and going deep on the details.
It's not much of a comparison to flying software that isn't yet in use since there isn't any data to make that comparison.
Am I wrong? Are planes flown today without human intervention?
I imagine full automation will come to air cargo first and gradually find its way in passenger liners as the public becomes less hysterical.
MCAS was a simple algorithm that altered flight controls in a predetermined way upon a limited set of inputs. Airbus is proposing a vastly more ambitious solution that includes additional inputs from computer vision and a global view of the state of the aircraft.
If a relatively simple algorithm was not safe because of bad engineering decisions (or bad management incentives, whatever the case is) - then wouldn't a much more complex system be even more likely to have hard to discover corner cases and failures?
I think the use of human pilots complicates a system. You are relying on a component to the system that is susceptible to tiredness, distraction, threats, rage, revenge, self destruction, and sudden death. Complete automation would replace one extremely complex and unpredictable component, with a less complex and more predictable component.
I don't have issues with a computers ability to maintain altitude, climb, or turn to a heading. I have a problem with a computer's ability to respond to the unexpected while in the air. For instance, comms failure is a scenario pilots train for and can deal with. I imagine autopilot might have some issues with that.
We were flying through a really big storm front forever. Drop. Rise. Drop. Rise. For hours.
Finally, we start coming down still bouncing all over the place. About 30 minutes outside LAX, the plane suddenly got as smooth as glass and we touched down with the lightest touch I had ever experienced.
Captain comes on: "Well, we were planning on diverting, but you can all thank the fine engineers at Boeing for bringing us down in that weather on autoland."
Guy next to me who threw up: "Why the hell couldn't they have turned that on 2 hours earlier?"
Pilots are done.
[sorry, should have done more googling: https://www.flightdeckfriend.com/can-a-plane-land-automatica... seems to say auto-land is there (but used very little) and no auto-takeoff]
If autoland fails it could be that there's something else going wrong with the aircraft(ranging from a faulty sensor to something more serious). Now you have a pilot with degraded proficiency trying to land in an unusual condition. This impairs safety.
It does require hardware on the runway though.
Possibly they could go to single pilot operation on freighters?
The equivalent for cars would be if we only allowed them on almost entirely empty freeways and highways, and on designated, fairly uniform and well marked parking lots directly off those freeways. Self driving cars can already do all that fairly well. It's all the fiddly bits that planes don't have to deal with (pedestrians, city roads, weird/bad roads and signage, lots of other cars, etc) that make self driving cars hard.
Just some of the many reasons a flight will vary from flight plan:
-Avoiding convective build up (thunderstorm)
-Avoiding turbulence for passenger comfort (changing altitude)
-Unexpectedly high headwinds (changing altitude)
-A cold front causes winds to shift, so the runways in use change
-Low clouds limits arrival/departure rate, so holding is needed
-Snow removal from runways/taxiways
It feels like a natural step now in the technology but perhaps it'll be viewed like trying to make a robot ride a horse instead of looking to invent the car.
I wonder what the next order-of-magnitude leap for transport will be. Cheap, fast, safe. Hyperloop maybe?
Will we look back at holding on to air and road travel as a bit of a reckless endeavour?
ILS presumably - https://en.wikipedia.org/wiki/Instrument_landing_system
So would it not make sense to tie the two systems together in an intelligent way?
There's no need to do so since ILS autoland has been a thing for decades and can be used by many aircraft today (from both Boeing and Airbus)
All the 'self-flying plane' has to do is engage the Cat III approach if it is available and let the old and boring autopilot do its thing.
Alternatively, if Cat III approach is unavailable, it can do what pilots already do: divert to an alternate airport.
https://www.flightdeckfriend.com/can-a-plane-land-automatica...
If you go to ground control monitoring -- the only point of it being that pilots could monitor multiple flights -- you are saying that the pilots are there to fix longer term issues (like flight planning, diversions), etc. Things that don't happen on a few second's timescale.
That might be acceptable on freight/cargo where losing a plane now and then is a risk you can deal with. Not with passengers.
I don't think anyone is willing to go that far.
I wouldn’t even put Airbus in the same sentence with Boeing; they are using formal methods since 2001[0], whereas Boeing has outsourced its software to $9-an-hour engineers[1].
[0]: https://www.di.ens.fr/~delmas/papers/fm09.pdf
[1]: https://www.bloomberg.com/news/articles/2019-06-28/boeing-s-...
A more likely cause of automation failure would be failure or disagreement in the various sensors on the plane. These are typically triple redundant, but there have been cases where, for example, all the pitot tubes ice over and airspeed indications are lost. There are ways to deal with this but they're not currently programmed into the autopilot.
Other possible causes include failure of major flight controls requiring workarounds - eg, dealing with a stuck rudder with deliberate asymmetric thrust.
That being said flight control issues can probably be dealt with, if necessary. The real problem is with dealing with ambiguous situations where you have to weigh risks.
Consider: your radios are out. Per standard procedure you should proceed on your flight plan to the final fix and hold until your scheduled arrival time. However, fuel consumption is high - you're not sure, but you might have a slow fuel leak, and your destination has dicey weather. Do you divert without clearance or risk that you might be marginal on fuel at your scheduled arrival time?
The intention is that a pilot should be able to fully understand the complete autopilot algorithm and understand exactly how it should act in any situation.
Today's autopilot can't handle any emergencies at all, they are designed to disconnect when they detect something weird. They don't even understand aerodynamics.
I don't know where Airbus' new system lies, but if we actually designed a fully autonomous plane using modern traditional AI techniques (so no machine learning or neural networks; Just decision trees, adaptive aerodynamic models and predictions) then it could handle a wide range of emergencies.
It should be able to handle bad weather and engine out emergencies just fine, and should even be able to land in the Hudson River or anywhere else it has detailed maps.
These are all documented flight emergencies that any programmer of a fully autonomous plane would know about and test their software against in simulations.
The main areas where such fully autonomous planes would have issues are avionics failures, misleading sensors, emergency landings in areas with substandard mapping and unexpected aerodynamic failures (beyond what their adaptive aerodynamic model can handle)
I would expect domestic autonomous flying to incur at least comparable rates of failure to the military for routine operations with root causes in weather, or systems problems, given the likely sharing of weather, and IT systems behind autonomous vehicles.
It would be interesting to see take off, cruise and landing distinctly to understand their risk profiles.
There is also the public perception problem: We tolerate a level of crashes in air transport, predicated on a belief the system is self-correcting. the 737 MAX was withdrawn from service. The lithium battery problem in the 787 was identified. The square windows in the Comet were identified as a root cause.
Will we tolerate a 0.0000001% effective crash risk rate, from autonomous vehicles with 400+ passengers?
If we, today, completely eliminated all human pilots for all flights on all aircraft and replaced them with the best automated systems available in one fell swoop would deaths increase or decrease?
I'm sure there would be incidents where "A simple software bug killed 200 people today".
I'm also sure that bug can be fixed, and there are also "dumb human error killed 200 people today".
I don't know if any amount of human skill, trained for an entire human lifetime, using the best pedagogical methods, with infinite resources devoted to training, can beat a computer in the long run.
Navy jets have auto-takeoff, tons of passenger planes have auto landing (which, apparently isn't as smooth as human landing), and planes spend most of their time on autopilot already. I think some military UAVs can do all or most of this stuff already. What are their accident rates compared to commercial airlines?
We don't have the technology to make airplanes or cars respond to truly unexpected conditions. We have instead a series of (very) sophisticated one-trick ponies, which isn't nearly the same thing than an intelligent system.
Whoever dubbed ML "AI" was a marketing genius.
> Airbus's materials (linked) do mention "self-piloting", but I can't imagine that they are thinking of the scale as BusinessInsider is when they write "self-flying". No one's proposing getting rid of pilots, having a computer fly a plane completely would be insanity.
Say an airline experiences 100 crashes a year due to unexpected failures, but 1,000 crashes a year due to expected failures (immense crash rates for any real airline, this is just an analogy). Using an automated technology might increase crashes from unexpected failures to 200, but reduce crashes due to expected failures down to 500. This is still a net decrease of 400 crashes. Assuming other things are equal, namely the severity of crashes, this is good outcome.
Of course in practice, we know that people's fears are not rational. Things like shark attacks and nuclear meltdowns scare people in a manner vastly disproportionate from their actual impact. It could be that the public has a lesser reaction to a plane going down with a person at the helm than an automated flight crashing.
Also, I'm not sure how ML or AI relates to this. It's not mentioned in the article, and I'd be surprised if any part of this system makes use of machine learning or AI. At most, maybe parts of the flight control systems are tuned with AI. But even then I'd be surprised if that's the case - computer controlled flight controls has existed since the 1970s.
In an analogy to self-driving cars...even if the math is sound, people will take issue until the technology is universally so far above a human driver that the accident rate is neglible.
Most accidents occur when people are distracted, doing stupid things and at the same being sleep deprived and looking on the phone.
Imagine only producing accident rates twice as good as that, what a nightmare.
Something like this should at least allow airlines to use just one human pilot, who I doubt would do much 99% of the time. If there’s something that the computer can’t handle, the human could take over.
I'm assuming the FAA in the United States has lots of records of incidents but I also suspect there could be many unreported incidents too. Companies can strong arm pilots into reporting internally or pilots may decide an incident was not worth reporting due to a potential impact on their career.
Does anyone know if there are regulations that require FAA reporting under specific conditions? What conditions qualify? How is this verified?
EDIT: Just to illustrate... a 777 Freighter can fly a 5000 mile route at like 500 miles per hour carrying about 100tons of freight, I think in one shift so you only need a pilot and copilot. That’s 50,000 ton-miles per hour. Air freight revenue is about $1.40 per ton-mile, so in terms of revenue, you’re talking $70,000 per hour. Pilot and co-pilot wages are much lower per flight hour than you’d imagine, around $20-50/hour, so combined, they both contribute about $70 in direct labor costs per hour, so already just on thousandth, or 0.1%, of the revenue from the freight they’re carrying. Even eliminating the pilots doesn’t reduce costs much!
Much bigger difference for smaller and slower regional air freight routes.
This is a pretty tough problem, different than self-driving cars because people see driving as something easy, but flying is seen as hard (just look at the difference in training and salary between a bus driver and a commercial pilot). Trained pilots/meat-computers will soon be worse than an automated system 99.99% of the time, but in those strange 0.01% corner cases the meat-computer really shines. There are several cases like Flight 214 (https://en.wikipedia.org/wiki/Asiana_Airlines_Flight_214) that computers would have helped, but there's still a few "Miracle on the Hudson" that any computer short of a general AI would have botched (https://en.wikipedia.org/wiki/US_Airways_Flight_1549). It will take a lot of work to get to where people will accept an automated flight without a safety pilot on board, and if you have to pay a safety pilot to ride along, you aren't saving as much money.
> even if the airline passed the cost savings onto me
HA! Like that will happen. The only time that airlines "pass on cost savings" to the customer is when a low cost carrier starts offering service for the same route.
Comes out to ~$7 cost savings for two pilots per flight. Doesn't seem that impressive for a long-haul unless I'm missing something.
Maybe freighter drone at first. Might be easier to get certification to fly in drone mode between remote airfields at first.
A350 freighter seems to be under consideration. https://cargofacts.com/airbus-nears-launch-of-a350-freighter...
Imagine an airline integrating pilot-less flights, then a competitor starts using the slogan "We use real pilots, because we care more about your safety than increasing profits".
It's the non-normal exception cases where pilot expertise is really critical
At least have qualified pilots who want discounted travel on board (being available for emergency take over pays for their flight—a new pilot takes over at their destination).
Keep in mind that when you have a human pilot on board, they ultimately make all decisions about safety. And they have skin in the game. They are the ones who push back if they do not feel confident in weather conditions, or in the mechanical state of the aircraft to fly it. Would you prefer that those decisions be made by beancounters in a corporate office, who are more concerned about not having to refund people's tickets, than getting the plane safely from one destination to the other?
Compare the safety-obsession culture of commercial flight, versus, say surgeons - who, as a profession, aggressively push back on even trivial safety improvements - like checklists.
If the surgeon were killed every time they made a serious surgical mistake, you'd probably see a much better safety culture in that profession.
Talk about training your replacement.
My little brother is starting pilots school soon, maybe I should talk him out of it.
Top pilots with the best seniority who can play the union game talk about achieving the same pay an undergraduate intern gets in a tech company.
If you decide to be a pilot reach out to real world pilots and ask for advice.
I have friends who did years being paid very little at local airports so they could "make it" to the airlines to get paid much better.
The biggest thing I observed from my 10+ friends is, being a pilot is completely measured by hours in the cockpit and certifications. At first you pay for them, then you get paid for them but not much because those people are paying for them, then you get paid a living wage for them because you're flying customers/cargo/etc.
My friends who are happiest as pilots either had the government/some other entity pay for their training, or were able to skip ahead in pay by getting directly to airlines.
Yeap. So if you can fund the initial thousand hours (give or take) you should be ok. If you can't and you don't like small GA aircraft you'll have a miserable time trying to get paid to fly and have enough hours to be considered by airlines.
So he wants to be an airline pilot? Ultimately ferrying passengers? He should be ok. The industry is very safety conscious and moves extremely slowly. His children, if he decides to have some, may not be if they choose the same career.
I would be more concerned about smaller planes or freighters.
This is provided that this is something that he actually loves to do. Because otherwise not sleeping at home and weird hours will get old really quick. If he loves aviation you probably can't talk him out of it :)
Signs you should not be a professional pilot:
* You're doing it for prestige. We're decades removed from the golden age of aviation. It may be cool to you to be a pilot - but most other folks don't view you as having a dreamy job. Don't be a pilot for how others view you, do it for you.
* You're doing it for the money. High paying(>$200k) jobs in airplanes are rare, and reserved almost only for captains at legacy carriers, and some corporate jet pilots. You need A LOT of experience and a lot of luck to get these jobs. And who knows how long these higher salaries will last. Some of the best paying($350k+) jobs in aviation are in cargo - UPS and Fedex - which are likely to be some of the first to automate away the pilot. Helicopter salaries are much much much worse. The highest pay I've ever seen was a heli-pilot with 35 years of experience and 30,000+ hours making $150k piloting a $22M aircraft. Given, he only works 6 months a year for that pay. But still a pretty terrible best-scenario pay rate.
* You're an adrenaline junkie who is looking for their next fix. If you want to get your license and go do crazy stunts out in the desert with no people around - be my guest. But you'll be eaten alive in most sectors of commercial aviation without a safety-first mindset. In some areas of aviation, sure, there's some risks. But they should always be calculated risks where the ends fully justify any added risk factor.
* You want to spend time at home. Most flying jobs are nomadic. It is hard on families, and isn't for those who are uncomfortable moving frequently and living the hotel life. Most pilots I know have been divorced several times if they've ever found someone who agree to be in a long term relationship with someone who moves so often and is around so little.
Signs you could consider being a professional pilot:
* You love flying, and nothing will keep you out of the cockpit. This is pretty much the only reason I think anyone should become a professional pilot right now. For many people there's something incredibly special about being in the air. As a hobby, aviation is incredibly expensive(doubly or triply so for helicopters than fixed-wing). So unless you have a career that can support your expensive aviation fix, you may actually be financially better-off flying for a living(as compared with a low/moderate salary job and flying away all your money). Finally, depending on what you want to do in aviation, there isn't always an equivalent option for hobbyist, and you have to go commercial to fly those missions.
Personally, I fall into the "I love flying" category. Even though my tech salary would have allowed me to fly small piston helicopters several times a week as a hobby, I wanted to challenge myself by flying more complex missions and aircraft than I could as a hobbyist - wildland firefighting and search+rescue specifically. This year is my first on a fire contract, and I can say without a doubt that for me the time/money/strain on relationships has absolutely been worth it. I love my job, and every day I'm off-site I wish I were working. However, there are some caveats. I'm single and enjoy being so. I seriously doubt I would stay in aviation if I found a long-term partner and/or started a family - the two do not seem compatible to me at all. Also, I still do contracting in tech for additional income. I know I have that as a fallback career if the aviation industry automates away the jobs I enjoy. So I'm not 100% sure if I would have done this without that fallback career plan.
With regards to automation in flying, I don't have a crystal ball. The FAA moves slowly. Very slowly. The only "fast" thing I've seen them do is add more regulations to UAV operators when they started becoming a potential danger to manned air-traffic. But I have never seen nor heard them being quick to loosen regulations or certify automation systems(in fact, FAA safety documentation discusses how automation can cause more harm than good when paired with a human operator - to highlight their thoughts on the matter).
But I would likely say that your brother will be able to find flying jobs for decades to come. Airlines will be slow to integrate fully automated cockpits due to regulation - and the first crash, I imagine, will likely roll back approvals for many years after(whenever it comes - we can't build perfect systems. And the NTSB would likely blame the system, even if pilots couldn't possibly have resolved the issues themselves). Also, if your brother is interested in any kind of back-country flying, I bet those will be even longer away from automation if they ever see it. Think flying people to rural airstrips in Alaska, flying float planes charters in the San Juans, or bringing supplies to villages in the middle of nowhere in Indonesia. The highly dynamic environments with unimproved strips and water landings would be a non-impossible but more difficult task than typical airports to automate. And the cheap labor available to these missions would likely not justify the additional expense of automation. Speaking of cheap labor - these back-country jobs pay absolutely garbage wages - but I personally know a couple former airline pilots who transitioned to rural flying missions because they were tired of flying a bus with autopilot and wanted to get back to what they considered "real flying".
Hope that mini-rant adds some valuable context for you!