[HN Gopher] I built a system that takes pictures of all the airp...
       ___________________________________________________________________
        
       I built a system that takes pictures of all the airplanes that fly
       over my house
        
       Author : tosh
       Score  : 686 points
       Date   : 2022-01-22 18:48 UTC (1 days ago)
        
 (HTM) web link (twitter.com)
 (TXT) w3m dump (twitter.com)
        
       | joelbondurant1 wrote:
        
       | gorgoiler wrote:
       | Fascinating: from a very quick scroll it is surprising to see how
       | much traffic is to do with banks.
       | 
       | Wilmington Trust, Bank of Utah, Wells Fargo, "UMB Bank" (?), US
       | Bank. Is it really the case that a quarter of US air traffic is
       | rich people in suits who are too good for Zoom? :)
       | 
       | Edit: answered here, I believe:
       | https://news.ycombinator.com/item?id=30041181
        
       | vivekv wrote:
       | Wow there is a plane roughly every 2-3 minutes even at 1 am. You
       | should be living pretty close to the airport for that kind of
       | traffic? I really don't know how about the traffic density is in
       | various places. Since they are mostly over 30k i assume noise is
       | not an issue ? Would it be possible to mount a omnidirectional
       | mic along with the camera to see if you capture any sounds ?
        
         | musicale wrote:
         | > Wow there is a plane roughly every 2-3 minutes even at 1 am.
         | 
         | US cities and surrounding areas have turned into air traffic
         | hell.
         | 
         | Loud, low-frequency noise is particularly awful and is
         | basically inescapable 24/7.
         | 
         | NextGen seems to have made things much worse since 2015 or so.
        
       | 15characterslon wrote:
       | How much does it cost to run this on Azure?
        
         | robotastic wrote:
         | Good question - I just checked and my forecast for the month is
         | $65... but I have a few other things running. One of the perks
         | of working at Microsoft is that you get $150 monthly credit, so
         | I didn't work too hard to keep the costs low. I could save a
         | little by combining the API and App server.
        
       | dt3ft wrote:
       | This is very cool, great idea and execution! :)
        
       | kingcharles wrote:
       | So, if I put one of these on top of an RV and parked it near
       | Groom Lake, does anyone know if the flying saucers leaving Area
       | 51 are transmitting ADS-B?
        
       | netcyrax wrote:
       | This is extremely cool!
        
       | andrewstuart wrote:
       | Sorely disappointed you didn't sneak in a UFO.
        
       | chopsuei3 wrote:
       | Very slick! Were you using PiAware or listening to ADSB prior to
       | this project?
       | 
       | I remember starting a similar project years ago when I got my
       | first RTL-SDR adapter - didn't get too far, but probably cheaper
       | than this setup
       | https://web.archive.org/web/20160228105159/http://simonaubur...
        
       | jonathanzufi wrote:
       | This is awesome.
       | 
       | Ubiquiti's UniFi Protect app uses a similar UI for 'smart
       | detections' and it's really very nicely done / looks like you've
       | achieved the same quality of cropping and layout in the
       | snapshots. Bravo. So much potential for this. Good luck with it!
        
       | soheil wrote:
       | I feel like FBI is gonna be knocking on the door any time now.
       | It'd be cool to calculate the velocity and display that. It looks
       | like one of the planes is specially going fast.
        
       | jvanderbot wrote:
       | This is one of those things I always wanted to work on, but never
       | got around to. Though, the execution on this is probably a lot
       | more slick than I would have done. Well done!
        
       | [deleted]
        
       | soheil wrote:
       | Why are there so many banks with airplanes? Is it to transfer all
       | the gold between their branches?
        
       | robotastic wrote:
       | Hi! I am the guy behind this, awesome to see it posted here.
       | Happy to answer any questions.
       | 
       | To answer a question I saw pop up, I am using the FAA aircraft
       | registration data to pull up the extra information about the
       | planes. It lists who actually owns the plane, vs who is operating
       | it. That is why you see so many banks. Places like Flightaware
       | have much better data, but a pricy to look up.
        
         | mormegil wrote:
         | For aircraft registration data, I think offline database
         | download should be available without (paid) API access on some
         | smaller services. I thought ADSBX was providing the aircraft
         | database but cannot find it right now. Quick googling found
         | opensky-network, but not sure how much is the database
         | maintained. (Monthly snapshot keep being published, though.)
        
         | efreak wrote:
         | Do some airlines not provide details, or is that some other
         | issue? I'm seeing a flight 3C7601 that shows -1 passengers and
         | -1 engines. Same for 4007f3 from British airways and 394a06
         | from air France. A8060C seems to have something in the way,
         | it's just gray with a black stripe
        
         | jcims wrote:
         | Your site got hugged to saturation but this is something I've
         | been wanting to do for a while. I just got a sort-of ridiculous
         | telescope (Celestron 11" SCT on alt/az mount, 2800mm focal
         | length) and have been tinkering with ADSB for years. Can't wait
         | to check out your work!
        
           | robotastic wrote:
           | That would be awesome! How fast can those mounts move? Would
           | they be able to follow an aircraft? I have found that more
           | zoom actually makes things a little tricker because you have
           | to make sure it is leveled and aligned precisely. When my
           | camera is fully zoomed, it has about 1 degree vertical field
           | of view.
        
             | mackmgg wrote:
             | I've got a 6" Celestron, and I think it would be capable of
             | following a plane that's sufficiently high up. It can slew
             | a max of 5deg/sec, so that would be ~500mph at 10000' or
             | well over 1500mph at 30000'.
             | 
             | Because it's a telescope, it's designed to be aligned at
             | night. It's more of a pain to do during the day (such as
             | for an eclipse or I guess tracking planes). But there's no
             | reason you couldn't align it to stars at night and it will
             | its alignment pretty precisely. I'm not sure how much drift
             | there is in that over say 24+ hours though. It's also smart
             | enough with the Celestron controller to never point at the
             | sun even during a slew. I'm not sure if it has that same
             | safety feature when controlled from a computer, which would
             | be a major concern with daytime use.
             | 
             | But a 6" f/10 (so ~1500mm lens) telescope with a full frame
             | camera is still a 1deg field of view so the same as you
             | have now. Smaller sensor would be tighter field of view.
             | 
             | And of course the obvious drawback: None of this setup
             | would be weatherproof
        
               | robotastic wrote:
               | That is interesting! There is this cool piece of software
               | that looked like it helped with a lot of this. It did
               | visual object tracking with telescopes... but it is no
               | longer available:
               | http://www.optictracker.com/What_is_it.html
               | 
               | Alignment has been a big pain for me. I might actually
               | have to look at how to use stars to correctly position
               | everything.
        
         | aimor wrote:
         | What would you have to change to capture helicopters too?
        
           | robotastic wrote:
           | It should work for helicopters. In DC, alot of them do not
           | have ADS-B and the flight paths are a little different, so I
           | haven't managed to capture one yet though.
        
         | zyang wrote:
         | Are you filtering out military planes?
        
           | jhugo wrote:
           | There's no reason to if they are flying with ADS-B
           | transmitting. They're broadcasting their position and will
           | usually appear on FR24 etc.
           | 
           | If they are flying without ADS-B (which is legal for the
           | military when needed) they won't be picked up by this system
           | so no filtering needed.
        
             | btbuilder wrote:
             | According to [1] it's not just the military, but "U.S.
             | federal, state and local government aircraft performing
             | sensitive operations"
             | 
             | https://www.aviationtoday.com/2019/07/23/new-rule-allows-
             | mil...
        
               | jhugo wrote:
               | Correct, GP asked about military so I mentioned that it's
               | legal for them to turn it off. It's also legal for
               | intelligence, law enforcement, etc -- anything
               | government-related with a good reason pretty much.
        
             | nojs wrote:
             | Alternatively, you could use computer vision and only
             | record the ones _not_ transmitting - that would be an
             | interesting data set!
        
             | Lammy wrote:
             | Phantom planes are also technically possible. One could
             | even do it themselves using the "Havok" firmware for HackRF
             | One. I won't link to it, but to quote its wiki, "Yes, it
             | works. For real. If you want to try it out, DO NOT transmit
             | on restricted bands and ESPECIALLY NOT on 1090MHz."
        
               | phire wrote:
               | Yes, 1090MHz is probably the stupidest bad to illegally
               | transmit on.
               | 
               | Not just because of the potential safety issue, but
               | because of how easy it is to track you.
               | 
               | In many areas, they have Wide Area Multilateration
               | equipment installed that will show the real location of
               | the transmitter, instead of the fake GPS coordinates you
               | transmit. Normally it's there to double-check the ADS-B
               | coordinates are correct, to track older planes without
               | ADS-B, and to give true altitude readings, but it will
               | track illegal transmitters as a side effect.
               | 
               | Even in areas where they haven't installed a permanent
               | MLAT system, they usually have some sort of equipment
               | that can track down a 1090MHz transponder. For-example,
               | search and rescue planes often carry one.
        
         | chopsuei3 wrote:
         | If you upload data with PiAware or something similar,
         | FlightAware gives you an Enterprise level account, not sure if
         | that offers API benefits though -
         | https://flightaware.com/commercial/premium/#subscriptions
         | https://blog.flightaware.com/201802-free-benefits-with-your-...
        
           | robotastic wrote:
           | oh yea! great point, I forgot about that. I am using PiAware
           | to handle the decoding so I do have an Enterprise Account. I
           | will have to check if I can make API calls for free.
        
             | phita wrote:
             | Unfortunately FlightAware Enterprise doesn't get discounted
             | API access.
             | 
             | The FlightAware API I was using (they have multiple) didn't
             | provide all the data I wanted either. The ADSB Exchange
             | Rapid API was more comprehensive, but came at a cost.
             | 
             | The aircraft don't broadcast everything over ADSB - so
             | these sites are all pulling from a database somewhere else.
             | It appears ADSB Exchange and some of the pi based UIs use
             | the tar1090-db. This was easy to work with and free - just
             | need to update it periodically due to registration changes.
             | 
             | https://github.com/wiedehopf/tar1090-db
        
         | johnflan wrote:
         | Very cool, how do you get the camera to point to the right
         | place?
        
         | robofanatic wrote:
         | Cool
        
         | b33j0r wrote:
         | I had this exact idea and have been working on it. Have almost
         | exactly your bill of materials. Glad to know there are others
         | out there who find this interesting, great work!
         | 
         | I was always worried about making it a public data source.
         | Kinda seems like it could be potentially dangerous, but that's
         | completely paranoid speculation. Thanks for sharing!
        
           | b33j0r wrote:
           | I should clarify that I'm mostly guessing on your bill of
           | materials. There are only a few obvious choices for this
           | project.
        
             | robotastic wrote:
             | I posted a bit more on what I am using on the About page:
             | http://skybot.cam/about
             | 
             | I got all the camera gear on ebay, which was lucky.
             | 
             | I figure since it is all based on ADS-B data, there isn't
             | anything too crazy about making it public. I am also still
             | trying to figure out if it is actually useful for
             | anything... besides getting unlimited plane photos!
        
               | notahacker wrote:
               | > I figure since it is all based on ADS-B data, there
               | isn't anything too crazy about making it public.
               | 
               | The only non-public information you're making available
               | is the approximate location of your house!
               | 
               | It's a very high end approach to planespotting though.
               | People used to just tick off serial numbers in books :D
        
               | b33j0r wrote:
               | I'm doing tensorflow on an nvidia jetson. Indeed, slowly.
               | Thanks for sharing those details on your project!
        
         | busheezy wrote:
         | If you set up an ADB, Flight Aware will give you an Enterprise
         | account. FlightRadar24 also will give you a Business account.
         | There is a docker image out there that will let you pump data
         | to both services.
        
           | chopsuei3 wrote:
           | Oops, just posted the same thing, you beat me to it, good
           | looking out =)
           | 
           | Can you please share more details on that docker image setup?
        
             | robotastic wrote:
             | I have been using this Docker image on my Pi and it has
             | been rock solid once you get it setup:
             | https://github.com/mikenye/docker-piaware
        
             | FearlessNebula wrote:
             | Hah, you both beat me too it and I didn't realize until I
             | posted the comment. Cheers
        
         | sydthrowaway wrote:
         | Why dont you use motion sensing cameras? Could detect UFO
        
           | gaetgu wrote:
           | clouds, birds, leaves, etc.
        
             | gillytech wrote:
             | * Clouds can be (mostly) ignored by contrast, shape, color
             | * Eliminate all trees from the viewport * Birds would be an
             | added bonus to catch!
        
         | ruforrel wrote:
         | Ok, so how long before someone looks at those flights, times
         | and maps out your exact house address?
        
           | bambax wrote:
           | It's somewhere south of Reagan DCA I think.
        
           | devoutsalsa wrote:
           | _in grandpa voice_
           | 
           | Back in my day, everyone's address was listed in the phone
           | book. If you wanted to remain anonymous, you had to pay a
           | service charge to keep yourself from being listed!
        
             | AnssiH wrote:
             | Here in Finland the companies operating the phone books and
             | directory services still exist, and you can still search
             | people's phone numbers and addresses online or by
             | calling/texting directory services - just no printed books
             | anymore.
             | 
             | (and you can of course unlist yourself)
             | 
             | I'm somewhat interested, did it go down differently in e.g.
             | U.S., i.e. are directory services gone, too?
        
             | Stratoscope wrote:
             | When I was a kid, nobody thought it was anything unusual to
             | have a reporter from the local newspaper come out to your
             | house and write an article with your home address and phone
             | number.
             | 
             | And now those articles are searchable on newspapers.com!
             | 
             | I do have to admit it was fun finding my mom's old Red
             | Cross activities and my dad's chess tournaments. Any chess
             | players remember Sammy Reshevsky? He was a friend of my
             | dad's and would sometimes stay with us when he visited
             | Eugene for a chess tournament.
        
             | prox wrote:
             | In some places they even listed your job!
        
               | dagurp wrote:
               | In Iceland you can put whatever you want as your job
               | title (or degree) so you have people calling themselves
               | beefcakes, lion tamers, tetris players etc. It helps to
               | see if you have the right person.
        
               | capableweb wrote:
               | In some countries, this is still true, with the addition
               | of even your salary being public information.
        
               | mastazi wrote:
               | I didn't know about the salary, what country is that? I'm
               | curious
        
               | capableweb wrote:
               | Norway is one such country
               | (https://www.bbc.com/news/magazine-40669239) but I think
               | some others in the Nordics also does the same, not sure
               | exactly which though and Google is not being very helpful
               | this evening.
        
               | Aqwis wrote:
               | It's not exactly true that your _salary_ is public --
               | what 's public is your taxable income, taxable wealth,
               | total estimated tax, birth year and postal code. Various
               | deductions apply to the income which makes it non-
               | straightforward to deduce a person's actual income, and
               | as for taxable wealth the minimums are high enough and
               | deductions are substantial enough (especially if you own
               | a home) that a lot of people with wealth much greater
               | than zero will be listed with a taxable wealth as zero.
        
               | kqr wrote:
               | In Sweden, any document touched by the government is by
               | default open to the public, as an anti-corruption, pro-
               | democracy measure.
               | 
               | Of course, your tax forms are documents touched by the
               | government, in which your declared income is stated.
        
           | ehsankia wrote:
           | Given that the image is cropped and it's hard to tell which
           | part of the frame the cropping is for, I think you can easily
           | guess which airport this is nearby, but definitely not at the
           | house or even street precision.
        
           | kylehotchkiss wrote:
           | Scrambling the time a random amount each flyover could help?
        
             | RealityVoid wrote:
             | I don't think so. You only need 1 flight to locate him
             | pretty accurately. If you do the thing you said, you'd need
             | 2 flights along different axis to get a pretty good idea,
             | with a larger amounts, you'd just improve accuracy a bit.
             | Regardless, I think it doesn't matter. So what if they know
             | where he lives, it's not like this sort of information is
             | hard to come by anyway, and the risk profile of this is...
             | not interesting, IMO.
        
             | kqr wrote:
             | Biasing by a constant amount might help.
             | 
             | The thing about unbiased random noise is that it cancels
             | itself out! And for the most part, we can compute exactly
             | how many data points are needed to achieve a particular
             | level of precision in the result.
        
         | stefan_ wrote:
         | What did that camera set you back (or did you get it some other
         | way)? Their page only says "Call for pricing", which usually
         | means it's going to be outside my hobby budget hah.
        
           | robotastic wrote:
           | I managed to get it for $500 on ebay... but I just checked
           | and it looks like similar ones are around $1000 now, so I
           | guess I got lucky. An Axis PTZ dome camera turned upside down
           | works great too though and there are a lot of those available
           | on Ebay.
        
             | dzhiurgis wrote:
             | Do you know any similar cameras for even cheaper (i.e.
             | cheap Chinese stuff)?
        
               | robotastic wrote:
               | In theory it should work with any camera the supports
               | ONVIF, which is a standard for security cameras...
               | actually, as long as the camera has an API you could
               | probably get it to work. Since precision and image
               | quality are important though, it could end up being more
               | trouble that it is worth. You may have better luck trying
               | to find a used one.
        
         | csours wrote:
         | Awesome! I live north of Austin-Bergstrom and I quite often see
         | planes on final approach. I've thought about doing this, and
         | also trying to find a physical site for a telescope or
         | telescopes to watch take-offs and landings.
        
           | robotastic wrote:
           | Let me know if you ever go down this rabbit-hole. Happy to
           | give you pointers! You can get some pretty decent cameras off
           | ebay for <$500. Since you are close you do not need much
           | zoom.
        
             | sklargh wrote:
             | I live under KTEB's most common departure procedure and
             | very much want to integrate this with my current ADS-B
             | exchange setup. Super excited to give this a shot,
             | hopefully won't freak out the neighbors too much.
        
         | lifeplusplus wrote:
         | would it be possible to pinpoint location of your house? Since
         | we know the paths each of these planes have taken, public
         | record, and although we dont know what time the photos were
         | take we can still come up with range of locations vs time,
         | where these angles would be possible.
         | 
         | so find intersection of all these planes' paths, then using
         | geometry figure out possible locations, then find their
         | intersections..
        
         | FearlessNebula wrote:
         | FYI if you were able to set this up, it would be trivial for
         | you to share your ADS-B feed with Flightradar24[1]. This would
         | give you a free business plan[2] for as long as you share,
         | which would get you access to that data.
         | [1]https://www.flightradar24.com/build-your-own
         | [2]https://www.flightradar24.com/premium
        
           | mike_d wrote:
           | Instead you should just feed ADSBExchange, which doesn't
           | require premium business plans or other nonsense. They also
           | do not censor the data and will show you planes that the
           | owners don't want you to see.
           | 
           | https://www.adsbexchange.com/
        
             | globular-toast wrote:
             | Back when I first discovered flightradar24 it seemed like
             | every plane I was curious about came up on there. The
             | curious ones are mostly military planes as they don't
             | follow standard routes and schedules. Then more and more I
             | noticed stuff not appearing. Later I discovered
             | ADSBExchange and things seemed to be on there. But now,
             | again, I regular hear military planes right over my house
             | with not a thing shown on ADSBExchange. I don't think it's
             | a coverage issue as I always see the regular boring cargo
             | planes that come this way. Is it really "uncensored"?
        
               | sklargh wrote:
               | In sum, yes.
        
               | mike_d wrote:
               | Yes it is uncensored. Starting in 2019, aircraft
               | conducting operations related to homeland security, law
               | enforcement, national defense or intelligence can turn
               | off ADSB out and communicate their location to the FAA
               | out of band.
        
             | yftsui wrote:
             | Feed ADSBExchange does not have a good return, ADSBExchange
             | have way less data available, they don't even have a free
             | iOS client. A single Raspberry pi feeds both FlightAware
             | and Flightradar24, they give you free business plan with
             | apps with good user experience. From a normal user's point,
             | don't see a good justification to do so.
        
         | cedivad wrote:
         | Hey I wanted to add myself to the list of people that always
         | wanted to build this but never actually did. I wanted to build
         | my own servo gimbal with an old telescope though, you choosing
         | a 30x ptz makes it much more reasonable. Well done!
        
         | anonu wrote:
         | So you snap a picture of the sky based on the adsb data? Is
         | there any delay you have to work with?
        
         | simonw wrote:
         | This is such a cool hack, thank you for building and sharing
         | this.
        
         | ytjohn wrote:
         | This is absolutely incredible. I have been wanting to do this
         | as well, but I was going to approach it from the computer
         | vision approach (blueiris and deepstack ai). Or a dedicated
         | camera and pythoncv. I never even thought of having cameras
         | move to match flightaware data.
         | 
         | A number of planes fly low and when I check flightaware,
         | they're not on it. Or there's a plane that could be it, but
         | it's flight path is heading East to West 30 miles North of me,
         | while this plane came from the South heading North. Also,
         | pretty much once a month or so, a pair of A10 Warthogs fly over
         | or near our house. Last month, we had a real treat with 4 of
         | them directly over the house, better than an air show.
         | 
         | So I'd like to setup 4 cameras on my tower focused skyward and
         | have them try to catch clips of planes. I'll be looking at your
         | work to see if I can also match those with flightaware.
        
           | robotastic wrote:
           | Doing a vision only approach would be really cool. A lot of
           | the interesting planes do not have their ADS-B transponder
           | on. The two systems could actually work well together. My
           | system ends up generating a really nice, labeled dataset. I
           | put some initial scripts / notebooks together for building ML
           | models that can classify the different types of aircraft.
           | https://github.com/IQTLabs/SkyScan/tree/main/ml-
           | model/script...
        
             | jhugo wrote:
             | Since 2020-01-01, ADS-B is a requirement in a lot of US
             | airspace (FAR 91.225). Turning it off is allowed for govt /
             | intelligence / law enforcement / military only. Many
             | countries have similar requirements.
             | 
             | People often think an aircraft is flying with transponder
             | off because it doesn't appear on FR24/FlightAware. In fact
             | these companies allow blocking aircraft from their service;
             | this is why ADS-B Exchange is better.
        
               | Naracion wrote:
               | If turning ADSB off is only allowed for government /
               | military / intelligence airplanes, would using a CV
               | algorithm to capture these airplanes be against the law?
               | 
               | Recently there was a post of Google satellite cameras
               | capturing a B-2 Stealth Bomber showing up on Google Maps
               | [1]. Would such planes be captured by a vision system
               | only, and would that be of concern to the government that
               | might be trying to keep it undetected?
               | 
               | 1: https://www.google.com/maps/place/39%C2%B001%2718.5%22
               | N+93%C...
        
               | motohagiography wrote:
               | Not a pilot, but played with ADS-B tracking several years
               | ago, and my impression was below something like 4-5000'
               | the transponder wasn't required to transmit location.
               | This meant that surveillance aircraft (usually single
               | engine propeller craft and helicopters) didn't send GPS,
               | only the fact that it was in the air.
        
               | aqfamnzc wrote:
               | In fact, ADS-B E has an option to filter only aircraft
               | not shown on other sites :)
        
           | punnerud wrote:
           | You could use the ADS-B data for training your vision
           | solution
        
           | mod wrote:
           | I also have military planes flying over frequently. I live in
           | the Ozarks, and they seem to enjoy flying quite low through
           | the valleys.
           | 
           | I'm sure some people don't like the noise, but I love seeing
           | the planes so close.
        
         | echelon wrote:
         | You're the kind of hacker I would love to work with some day.
         | 
         | This is seriously one of the most fun and inventive projects
         | I've seen. Such ingenuity at every stage of this pipeline. I
         | didn't even realize they made cameras like this.
         | 
         | Bravo! Please keep it up!
        
         | coding123 wrote:
         | since it got hugged to death by HN can you post some pics?
        
           | robotastic wrote:
           | I just upgraded the App Service plan I was using... It should
           | be back now for a bit.
        
             | FearlessNebula wrote:
             | It's back for me now as of 6:48 PM EST
        
         | andreygrehov wrote:
         | Very cool. To add some charm to it, set the title to UFO for
         | the unidentified ones :)
        
       | cmurf wrote:
       | Anyone know what these bank trustee planes are all about?
        
         | dismalpedigree wrote:
         | I was wondering the same thing
        
           | knowaveragejoe wrote:
        
         | ct0 wrote:
         | https://www.bankofutah.com/corporate-trust/trust/aircraft-ow...
        
         | 8bitben wrote:
         | Many airlines have arrangements where banks purchase the planes
         | outright then lease them back in a long-term deal. Helps with
         | airlines finances.
        
           | alkonaut wrote:
           | Isn't the operator of a flight what shows up in e.g.
           | Flightradar and also what you'd typically be most interested
           | in, rather than the owner of the aircraft?
        
             | hoppyhoppy2 wrote:
             | https://news.ycombinator.com/item?id=30041431
        
       | [deleted]
        
       | yeldarb wrote:
       | Any interest in sharing the plane dataset you used to train Azure
       | Custom Vision with others? Happy to host it on Roboflow Universe
       | along with an API to a trained model others can hit to detect
       | planes in images.
       | 
       | We've got one detecting planes on the ground but not yet in the
       | air! https://universe.roboflow.com/gdit/aerial-airport
        
         | phkahler wrote:
         | Did they ever indicate using a model like that? Just plug in an
         | ADS-B receiver and they'll broadcast their tail number and
         | location to you. Everything else can be looked up.
        
           | yeldarb wrote:
           | Yeah the crop is done after uploading a photo taken towards
           | the general direction of the plane:
           | 
           | > The Function uses a model trained in Azure Custom Vision to
           | detect if there is an airplane in the photo and where it is
        
         | robotastic wrote:
         | Definitely - Let me build a little better dataset. I need to
         | augment a bit because it was false detecting on some of the
         | contrails.
         | 
         | I built some scripts to also start building a model that can
         | classify the different aircraft models. One of the interesting
         | things with this, is that you get really accurate labels...
         | probably better than what a human could do for images of this
         | size.
         | 
         | https://github.com/IQTLabs/SkyScan/tree/main/ml-model
        
       | jimmyvalmer wrote:
       | As someone living directly below a flight path, I want one of two
       | things: to make enough money to move out, or lobby the FAA to
       | spread the pain more widely. At some point, the so-called NextGen
       | technology enabled the FAA to channel all air traffic along a
       | hyper narrow corridor -- one that's unfortunately right over my
       | street.
        
       | tomcat27 wrote:
       | so coooool :)
        
       | 0x0000000 wrote:
       | This is really neat. I've thought about doing something similar,
       | but feared that this is enough information to deduce where one
       | lives. Kudos to the author for not only making this, but also
       | publishing it
        
         | ryandrake wrote:
         | You're not wrong. In 2017, 4chan trolls (in)famously deduced
         | the location of (and defaced) Shia Labeouf's "HWNDU" flag
         | art/protest project in 37 hours [1] from only a webcam pointed
         | at the sky. Never underestimate the capabilities of bored
         | people on the Internet with an ax to grind.
         | 
         | 1: https://www.vice.com/amp/en/article/d7eddj/4chan-does-
         | first-...
        
           | solarkraft wrote:
           | Arguably more entertaining telling of the story by the
           | Internet Historian: https://youtube.com/watch?v=vw9zyxm860Q
        
       | gnabgib wrote:
       | Feels like the website-about page: http://skybot.cam/about is a
       | much better link than a tweet.. loaded with details. For example:
       | - Most planes are passing at over 30,000'       - It's using a
       | Costar RISE 4260 camera /w built in heater       - It leverages
       | SkyScan by IQT labs[0]       - It leverages Azure custom vision
       | API[1]
       | 
       | [0]: https://github.com/IQTLabs/SkyScan [1]:
       | https://azure.microsoft.com/en-us/services/cognitive-service...
        
         | metadat wrote:
         | I wonder what the monthly Azure bill is.
         | 
         | Also wondering what the stack would look like for a self-hosted
         | version with equivalent or better functionality!
        
           | robotastic wrote:
           | You could get away with a pretty cheap hosting bill, I think
           | a $10 VPC would be more than enough. My current Azure
           | forecast is around $65, but that is for a couple other things
           | too. Half the reason I went big with the different features
           | is that I just started at Microsoft and wanted to learn the
           | different things... plus you get a $150 monthly credit.
           | 
           | All of the capture stuff just runs on a Raspberry Pi.
        
           | starik36 wrote:
           | I believe under 500 transaction a month its free.
        
         | Graffur wrote:
         | Unfortunately no HTTPS on the website
        
           | anaganisk wrote:
           | http://n-gate.com/software/2017/
        
             | Graffur wrote:
             | I'm not sure if this is a joke/meme but that is also
             | insecure.
        
               | anaganisk wrote:
               | It neither a joke nor a meme, its a reality check for
               | unnecessary https.
        
           | avree wrote:
           | Why would a website who's only purpose is delivering blurry
           | pictures need HTTPS?
        
             | Graffur wrote:
             | To securely deliver the intended content.
        
             | 8192kjshad09- wrote:
             | Preventing ISPs and other bad actors from using it to
             | deliver ads/malware?
        
               | anaganisk wrote:
               | Now thats a user problem, if the users ISP is shit. There
               | was internet before Lets Encrypt you know?
        
           | [deleted]
        
       | pidgin123 wrote:
       | Amazing idea. I always wanted to make something like ths. We live
       | about 3 miles (vector distance) from a local airport and this
       | airport is middle of a 200 year old town, used pretty much for
       | teaching how to fly! In summers, when we sit outside, it has
       | rather become a big nuisance as there's a plane that creates
       | sound pollution. I meant to gather facts as to how many "learn to
       | fly" planes fly over the residential areas with inherent risk
       | associated and many residents are also worried about the same.
       | 
       | Are you able to open source this setup and guide us thru some of
       | the details? Your idea/implementation would actually help change
       | the world into a better place.
        
       | zokier wrote:
       | One neat thing that could be made with these individual pics is
       | to composite them to this sort of neat picture
       | https://i.imgur.com/6czv1gU.jpg
        
         | robotastic wrote:
         | Oh! that is a great idea. I am already tracking the camera's
         | azimuth and elevation so I could probably composite everything
         | to togther.
        
       | ejj28 wrote:
       | This is super cool, I've had the idea to do the same thing for a
       | while now, but never bothered to try. Really cool to see it
       | realized and in action!
        
       | EchoReflection wrote:
       | Too bad that (I assume) "Skynet" is already copyrighted.
        
       | Simon_O_Rourke wrote:
       | That's incredible, what a great idea! I read some instructable a
       | long time ago, but forgot to bookmark it, where someone was using
       | an ADS-B receiver and raspberry pi to display a faux radar screen
       | image of azimuth and altitude of planes nearby.
       | 
       | This approach is even better!
        
       | Program_Install wrote:
       | This is fantastic, always something majestic and curious about
       | planes. How they fly and where they are going. Kudos!
        
       | ezod wrote:
       | A year ago today I launched something similar, but for Great
       | Lakes boats passing my house on the Detroit River (uses AIS
       | rather than ADS-B, and passively tracks the boat crossing the
       | fixed camera rather than pointing the camera):
       | 
       | https://twitter.com/detroitships
        
         | sumthinprofound wrote:
         | really cool!
        
         | robotastic wrote:
         | Thats amazing! If I lived anywhere near the water I would want
         | to try and set something like this up.
        
       | newsclues wrote:
       | If you add a laser pointer, you effectively built a low cost anti
       | aircraft weapon. Very cool
        
         | jamesy0ung wrote:
         | That's just stupid and dangerous.
        
         | t0mas88 wrote:
         | If you add a laser pointer you'll effectively get yourself
         | arrested within a few hours.
         | 
         | Aircraft get laserd relatively often and it's dangerous to the
         | pilots. We report it to air traffic control with an estimated
         | location, they then coordinate with the police.
         | 
         | Common practice is to turn off exterior lights when lasered,
         | because it's just bored people with a laser pointer and they
         | can't aim when the plane has no lights on. But if you link it
         | to ADS-B that would require switching off the transponder which
         | will cause issues for ATC.
        
           | newsclues wrote:
           | Get arrested?
           | 
           | I was thinking it would be good for rebels in Africa or the
           | Middle East who get attacked by nation state actors.
           | 
           | This is a low cost anti air deterrent and monitoring system,
           | that can operate remotely, and autonomously.
           | 
           | Don't poor people have the right to not be bombed?
        
           | sgt wrote:
           | Often? Hopefully it's just kids with no concept of the
           | dangers involved. I don't understand why an adult would do
           | such a thing.
        
             | t0mas88 wrote:
             | The FAA publishes the number of reported incidents:
             | https://www.faa.gov/about/initiatives/lasers/laws
        
       | IgorPartola wrote:
       | I am not trying to be negative about what seems like Ana amazing
       | project but I am genuinely curious: why? Is it the cool factor of
       | being able to identify aircraft out of the sky with a camera?
       | Being able to show the photos to someone (who?)? Asserting your
       | rights to capture this data? Why would someone want to do this?
        
         | russellbeattie wrote:
         | The way you wanted to phrase that question is, "Cool! Was there
         | any other reason you wanted to build this beyond the technical
         | challenge of it?" Otherwise it sounds like you're saying, "You
         | need to get laid more, bro."
         | 
         | This question is also handy at hackathons. Sometimes you get an
         | answer like, "nope", other times you get anti-government
         | screeds, sometimes dreams of saving the world once they've
         | scaled up.
         | 
         | Personally, I find it better not to ask and to just enjoy the
         | hack.
        
           | sgt wrote:
           | I think a guy capable of building an automatic plane spotting
           | system gets laid. I mean.. if not, what's wrong with the
           | world?
        
           | IgorPartola wrote:
           | The reason I asked is because I have a unique opportunity to
           | do the same where I live but I want to know if there is any
           | utility in it other than the build itself and the learning
           | experience, and if so, what it is. This reminds me of the
           | thing that takes photos of the ISS every time it flies
           | overhead, except I get no understanding of why someone
           | wouldn't just use the many many high resolution photos of it
           | from much more up close or the publicly available data. But
           | let's say that it turned out that every time it passes by you
           | could use your decoder ring to get another piece of a neat
           | message then I would get into it for my kids' sake.
        
         | dvtrn wrote:
         | " Is it the cool factor of being able to identify aircraft out
         | of the sky with a camera?"
         | 
         | Yeah, pretty much. But for short we just call it
         | "planespotting" in the hobby community ;)
        
       | amohajerani wrote:
       | What is the utility of the project? Any use cases?
        
         | frakkingcylons wrote:
         | Fun, if you can believe it.
        
         | kurosawa wrote:
         | Also, what if many folks set up the same so that we have full
         | crowdsourced surveillance of aircrafts over various regions,
         | how could this info be used i wonder?
        
         | version_five wrote:
         | Looking at the planes that fly over your house? Seriously, I am
         | interested in this and do it already "manually" when I can.
         | What more reason do you need?
        
         | robotastic wrote:
         | I am not sure if it is actually useful... but if folks have
         | ideas, I would love to hear them! I worked on it mostly to see
         | if it could be done.
        
         | gabea wrote:
         | +1 to this question. I am interested to learn about use cases
         | that go beyond satiating one's own desire to identify the
         | plane.
        
       | mro_name wrote:
       | It's a hell lot of them. Is this typical?
        
         | Jabbles wrote:
         | I think someone who doesn't have many planes flying overhead is
         | less likely to build such a system.
        
         | version_five wrote:
         | From my experience you are either under a flight lane and a lot
         | of planes fly over, or none do. There may be some places
         | further north where they are more spread out, but for example I
         | used to live just south of the approach to one of the runways
         | at my city's airport (maybe 10 miles away so the planes were
         | not super low but were already lined up with the runway) and we
         | saw a constant stream of them go by. I really enjoyed it to,
         | there were lots i could identify readily and sometimes an
         | obscure one that I'd jump on flightaware to see what it was. I
         | think this is a cool project and wish I had something similar.
         | 
         | Edit: related, I regularly commuted by plane between two
         | cities, and my parents live out in the country part way between
         | the two. I could regularly see their house out the window of my
         | plane, because by chance one of the flight lanes was just north
         | of them. So they would have have a lot of traffic going
         | overhead, despite being nowhere near an airport. They also have
         | less frequent planes go by on great circle routes to europe,
         | which is probably what you're imagining thinking about seeing
         | planes infrequently.
        
       | waynecochran wrote:
       | My favorite was "Meatball Martini Airlines LLC." I'm going guess
       | an Italian owns that.
        
         | kingcharles wrote:
         | I did some digging to try to find out. I found the owner's
         | (well, registrant's) house, and it was reasonably average for
         | someone flying their own private jet.
        
       | [deleted]
        
       | quickthrower2 wrote:
       | Very cool. Im quite surprised where I live the number of times
       | the house is shadowed by a passing plane. Once a month at least.
        
       | eggy wrote:
       | A thought experiment leapt to mind on how one would triangulate
       | (septangulate!) your location based on heading, time, flight
       | information, and their intersections. I suppose you could get
       | within a 100 meters? Very cool photos! When I lived in Macau a
       | while back, I used to listen to the Hong Kong Airport tower on my
       | SDR and try to link it to flight data, but at the time (2011/2012
       | or so)my connection and the data was not that great, but I could
       | see and hear who was taking off and landing.
        
         | robotastic wrote:
         | Totally - I think you could work back where the camera is
         | based. I have the bearing / azimuth of the camera for each
         | photo, so you could look up where each plane was at that
         | timestamp and then project backwards.
         | 
         | I bet you had much better aircraft flying out of Hong Kong!!
        
           | eggy wrote:
           | I was only listening, but it was fun!
           | 
           | I listened to the plane landing that my older children were
           | on when coming to visit me.
           | 
           | What amazes me about your project is to put focus on things
           | we take for granted going over our heads all the time.
        
       | RobotCaleb wrote:
       | About 5 years ago I started trying to build this exact thing. I
       | wrote some code, printed some gears and attached them to servos,
       | assembled some hall effect sensors onto the whole thing, and then
       | stopped. I had a camera that I could command to an azimuth and an
       | elevation. I think it was a PlayStation3 pseye camera. It
       | certainly would not have been able to zoom in to the point that
       | this one seems to be able to. I was going to use my RTL SDR to
       | listen to the ADSB and mount the whole thing on my roof under a
       | clear plastic dome.
        
         | fooker wrote:
         | >printed some gears.
         | 
         | Would it be easier to get an astronomy mount and control it
         | programmatically?
        
           | RobotCaleb wrote:
           | Easiest today would be to use the project this project uses.
           | I don't think it existed at the time I was trying, though.
           | And, yes, that would be easier, but not in the vein of "doing
           | it myself" that I was aiming for. :D
        
       | [deleted]
        
       | PaulHoule wrote:
       | I've been thinking about building a laser graphics system to
       | write on clouds on nights when there are stratus clouds.
       | 
       | I'm worried about lasing an airplane (I am not too close to the
       | airport but not that far either) and was thinking about hooking
       | up an ADS-B receiver to tell the system to keep the beam away
       | from airplanes, even if they are on the other side of the cloud
       | deck.
       | 
       | A system like that, funny enough, is supposed to get approval
       | from the FDA (Food & Drug Administration) because the FDA
       | regulates lasers. If aircraft are involved the FDA asks the FAA
       | what they think about it. I'd hope that they think that
       | protective system would be good enough.
        
         | tjohns wrote:
         | Keep in mind that not all aircraft are required to transmit an
         | ADS-B signal.
         | 
         | Not to say it couldn't be done, given the right approvals.
         | You'd possibly be asked to publish a NOTAM to tell aircraft to
         | stay away. The FAA has a publication on this very topic:
         | 
         | https://www.faa.gov/documentLibrary/media/Advisory_Circular/...
        
       | arch_rust wrote:
       | Cool ADS-B projects are awesome! If anyone is interested in one
       | written in rust, see https://github.com/rsadsb/adsb_deku
        
       | punnerud wrote:
       | Useful idea for usage: Point a WiFi-dish/antenna towards the
       | plane and gather WiFi & Bluetooth MAC addresses for all the
       | passengers. Now you can make statistics about the number of
       | passengers, how long /often they travel ++ good information if
       | you want to trade stocks in airplane companies.
       | 
       | You can direct the antenna precisely because you have the image
       | recognition in addition to GPS.
        
         | Tepix wrote:
         | MAC address randomization makes this harder.
        
           | frontman1988 wrote:
           | It's impossible given how fast planes fly
        
             | upofadown wrote:
             | Planes don't fly _that_ fast. The body of the aircraft
             | would tend to shield the signals though.
        
         | punnerud wrote:
         | You can also provide the plane with WiFi access this way. A
         | passenger can easily activate WiFi in combination with Airplane
         | Mode on most phones (including iPhone)
        
       | gillytech wrote:
       | That's the strangest looking Airbus I have ever seen...
       | https://skybotstore.blob.core.windows.net/plane/a71efa_193_5...
        
         | robotastic wrote:
         | ha! yea.... The camera itself doesn't know when a building gets
         | in the way. I have some general stop angles, but it is not
         | perfect. There is some ML in there to get rid of photos like
         | this... but I guess the model things that air conditioners look
         | like airplanes.
        
       | neonate wrote:
       | Link to the site: http://skybot.cam/
        
         | [deleted]
        
       | [deleted]
        
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