[HN Gopher] Celestial Navigation for Drones
       ___________________________________________________________________
        
       Celestial Navigation for Drones
        
       Author : throw0101b
       Score  : 209 points
       Date   : 2025-01-20 12:02 UTC (1 days ago)
        
 (HTM) web link (www.mdpi.com)
 (TXT) w3m dump (www.mdpi.com)
        
       | jcims wrote:
       | I didn't see an explanation of what strapdown meant in this
       | context, so I dug one up:
       | 
       | "Traditional, stable-platform navigation systems commonly involve
       | separate accelerators and fibers or laser-based gyroscopes, with
       | all the components mechanically and rigidly mounted on a stable
       | platform that is isolated from the moving vehicle. This leads to
       | the drawbacks of large size, poor reliability, and high cost. In
       | contrast, in strapdown navigation systems, the inertial sensors
       | are fastened directly to the vehicle's body, which means the
       | sensors rotate together with the vehicle. "
       | 
       | https://www.mdpi.com/2504-446X/8/11/652
        
         | plasticchris wrote:
         | Or in short, the sensors are strapped down to the platform
         | being measured - like your phone's sensors for example.
        
           | boscillator wrote:
           | Yes! It's in contrast to gimbaled systems. Putting the
           | measuring instrument on a gimbal simplifies the math and
           | often improves accuracy, but at the expense that you need
           | this large moving object that needs more power.
        
             | imglorp wrote:
             | Gyros on gimbals have other drawbacks, such as drifting and
             | gimbal lock.
        
               | anothertroll456 wrote:
               | Just gimbal lock. Drifting happens to all of them.
               | 
               | But also the gimbal mechanisms, gimbal low response time,
               | etc.
        
             | UltraSane wrote:
             | The ultimate example of this is the incredibly accurate and
             | expensive and complicated floating Advanced Inertial
             | Reference Sphere used on the Peacekeeper ICBM.
             | 
             | https://en.wikipedia.org/wiki/Advanced_Inertial_Reference_S
             | p...
        
             | sandworm101 wrote:
             | Except that a gimbaled system, if enclosed in a single
             | box/pod, can also be described as a strapdown system. The
             | term speaks more to separate modularity than how the system
             | functions internally.
        
         | kragen wrote:
         | I wonder if you could dangle the star tracker below the drone
         | on a long string, decoupling its attitude from the attitude of
         | the drone. A kevlar or spectra string capable of supporting 100
         | grams would be 20mm in diameter; 3 meters of it would weigh a
         | milligram, which is significantly less than gimbals. A small
         | weight a couple of meters below the star tracker on a carbon-
         | fiber-composite rod would seem to be able to stabilize its
         | attitude further except in yaw.
        
       | adolph wrote:
       | I wonder if GPS and the like will be used more for their clock
       | features than for position. The emissions celestial bodies are
       | perfect fiducial markers [0,1], but connecting them to position
       | still requires accurate timekeeping [2], as the paper notes:
       | 
       |  _Provided the use of an accurate clock, the results presented in
       | this paper will not degrade over time._
       | 
       | 0. https://www.twz.com/17207/sr-71s-r2-d2-could-be-the-key-
       | to-w...
       | 
       | 1. https://timeandnavigation.si.edu/multimedia-
       | asset/nortronics...
       | 
       | 2. https://www.rmg.co.uk/stories/topics/harrisons-clocks-
       | longit...
        
         | KineticLensman wrote:
         | They are perfect markers only as long as you can see them.
         | Clouds and fog are your enemies here
        
           | mpenet wrote:
           | That. However that works just fine for ICBMs and the like...
           | 
           | The future is more likely to be quantum accelerometers and
           | quantum gyroscopes, as they have no "external dependency".
        
             | cyberax wrote:
             | More likely image-based navigation, where you just upload
             | the entire imagery of the route and then use it to correct
             | your inertial references.
             | 
             | Encrypted positioning information from low-orbit satellites
             | is another option.
        
               | mpenet wrote:
               | That doesn't work well in some conditions, it's not new
               | either. Some cruise missiles that have TFR (Terrain-
               | following radar) and actually do this already.
               | 
               | It also is not really applicable when you are on a
               | balistic course at *very* high altitude, course
               | correction has to happen early in these case given the
               | reentry speed/constraints.
        
           | all2 wrote:
           | I presume radio signal or certain frequencies of thermal
           | would be viable for adverse weather conditions.
        
             | the__alchemist wrote:
             | The frequencies used in GPS: Yes. The frequencies used for
             | celestial nav: No.
        
         | rich_sasha wrote:
         | I guess timekeeping is relatively easy? These systems would
         | only operate independently for a few hours tops. I would
         | imagine even a standard quartz movement would be accurate
         | enough.
        
           | GJim wrote:
           | > I guess timekeeping is relatively easy...... would imagine
           | even a standard quartz movement would be accurate enough.
           | 
           | Good Lord! How wrong can you get!
           | 
           | Very precise timing (often taken from GNSS for convenience)
           | is needed for much of the modern word, from IP, cellular and
           | DAB networks, to AC phase matching the electrical mains grid.
           | Quartz clocks are nowhere near accurate enough for these
           | purposes.
           | 
           | This government report makes very sobering reading:
           | https://www.gov.uk/government/publications/satellite-
           | derived...
           | 
           | TLDR: Our dependence on GNSS for timing almost dwarfs that
           | for navigation. And we urgently need to consider using
           | backups (be that local atomic clocks, or long wave time
           | signals).
        
             | withinboredom wrote:
             | I mean, considering celestial navigation was a thing long
             | before we had accurate clocks... I'd venture they aren't
             | wrong at all. Or did you forget that people have been doing
             | celestial navigation by hand for over two millennia?
        
               | jjk166 wrote:
               | Celestial navigation actually drove the development of
               | accurate clocks
               | 
               | https://timeandnavigation.si.edu/navigating-at-
               | sea/longitude...
               | 
               | Quartz clocks didn't overtake chronometers in terms of
               | accuracy until the mid 20th century, and chronometers
               | will still beat regular crystals like you'd find in cheap
               | electronics.
        
               | littlestymaar wrote:
               | > Celestial navigation actually drove the development of
               | accurate clocks
               | 
               | That's true, but that still doesn't change the fact that
               | you don't need nanosecond precision for this purpose. At
               | the equator, 1 second precision gives you roughly 500m
               | accuracy, which is already much higher than what the
               | celestial imagery allows here (4km in the paper).
               | 
               | Clearly this method isn't limited by clock accuracy at
               | all.
        
               | jjk166 wrote:
               | 1 second precision is a lot. A typical quartz resonator
               | will drift by about .5 seconds per day at ambient
               | conditions. In this paper they set the clock with GPS
               | right before flight and they only fly for a few hours, so
               | it's tolerable. But in a GPS denied environment where you
               | can't set the clock right before flight, ie exactly where
               | you are using this instead of gps, clock accuracy will
               | become the dominant factor affecting your accuracy after
               | a few days.
        
               | littlestymaar wrote:
               | > But in a GPS denied environment where you can't set the
               | clock right before flight
               | 
               | First of all I don't think the use-case involves the
               | drones operators being deprived of GPS, but even if they
               | were: you don't need GPS to get sub-second accurate time,
               | any internet connection will do it thanks to NTP. Sure
               | it's not as accurate as GPS, but it's still way more
               | accurate than what you need for this to work. Heck, even
               | sharing time through a phone call would work well enough.
        
             | rich_sasha wrote:
             | In the context of position keeping I think it's not too
             | bad.
             | 
             | If we focus on longitude, where timing I guess matters
             | more, the equator moves at a speed of about 0.46 km/s. So I
             | guess being out by 1 second translates to precisely 0.46km
             | error. That's second order compared to the stated error of
             | 4 km, and it will be smaller still away from the equator.
             | 
             | I'm working off the assumption that such a drone can sync
             | up to an accurate time source at launch, and then only
             | needs maintain good timekeeping for its time in the air. I
             | guess without the accurate initial time source, it gets
             | bad. Being a minute out is suddenly 30km of latitude
             | direction away.
        
               | fisherjeff wrote:
               | Plus I think most decent quartz oscillators have a drift
               | measured in single-digit PPM (or less) so even 100ms
               | error over a single sortie would be surprising.
        
             | withinboredom wrote:
             | > Our dependence on GNSS for timing almost dwarfs that for
             | navigation.
             | 
             | Galileo satellites also now sign the timestamp (IIRC) via a
             | Merkle tree so you know it isn't spoofed.
        
             | GJim wrote:
             | Some clueless downvoting here!
        
           | jenny91 wrote:
           | Depends on what you're using time for. If you are doing
           | advanced anti-jamming for comms for instance, you want
           | extremely accurate timing (more accurate means you can
           | frequency hop faster and do better anti-jamming).
        
         | Animats wrote:
         | The clock accuracy required for celestial navigation is on the
         | order of seconds, not microseconds.
        
       | areoform wrote:
       | Perhaps I am too paranoid, but I've been told to avoid doing any
       | DIY in this field of study.
       | 
       | Apparently, or so I'm told, out of the many, many ways to end up
       | on a list -- building a working celestial navigation system can
       | lead to some very inconvenient outcomes. Second, only to ordering
       | large quantities of certain chemicals online.
       | 
       | Is this true?
       | 
       | ------
       | 
       | EDIT - from the paper, this is incorrect,
       | 
       | > The introduction of GPS caused the interest in celestial
       | navigation to wither due to its relative inaccuracy.
       | Consequently, celestial navigation is primarily seen only in
       | space-based systems, whose orientation must be known to high
       | levels of precision. Nonetheless, celestial navigation was
       | identified as a desirable alternative to GPS [2], primarily due
       | its robustness against potential jamming. Critically, few GPS-
       | denied alternatives exist that are capable of using passive
       | sensors to estimate global position at night or over the ocean.
       | For this reason, celestial navigation remains an important topic
       | of research.
       | 
       | The US and other militaries never stopped using these systems.
       | They just stopped talking about them as much. Here's a literature
       | search showing some of the slow & steady research on the topic,
       | 
       | https://scholar.google.com/scholar?q=astro-inertial+navigati...
       | 
       | Example systems that have been deployed in many (most? all???)
       | American combat aircraft,
       | 
       | https://theaviationist.com/2021/09/10/lets-have-another-look...
       | 
       | https://www.gpsworld.com/honeywell-demonstrates-military-gra...
       | 
       | https://ieeexplore.ieee.org/document/290940
       | 
       | Alright. I'm ready to be on that list, Mr NSA agent.
        
         | wolfram74 wrote:
         | I've also been told learning too much about linux or the
         | nuclear reactions in power plants or bombs puts you on a list.
         | I just assume I'm on several.
        
           | munchler wrote:
           | Learning too much about Linux puts you on a list? That can't
           | be a thing. Isn't Linux itself entirely a civilian project?
        
             | wolfram74 wrote:
             | The rationale mentioned was it was under the subheading of
             | people interested in strong encryption, people who care
             | about being unobservable might have something to hide.
             | Maybe it's a good list? People who you might want to ramp
             | up a new Bletchley Park? Probably not.
        
           | Theodores wrote:
           | Whatever you do, don't broadcast on the airwaves, as in
           | pirate radio. That really does put you on the list.
           | 
           | I don't believe they have the people to monitor those that
           | know 'how to use grep' and put them on a list. It stands to
           | no reason, government civil servants are rarely from the top
           | drawer.
        
         | pvg wrote:
         | You're definitely on the list of people worried about being on
         | lists now.
        
           | areoform wrote:
           | But that's the bestest list!
        
           | RandomBacon wrote:
           | The only people not on any lists, are boring people.
        
             | y33t wrote:
             | They're just kept on the list of all people not on a list.
        
             | gessha wrote:
             | Peaceful, not harmless.
        
         | biofox wrote:
         | You will likely raise a flag somewhere if you publicise what
         | you are doing, but I highly doubt there would be any issues if
         | you're working on this in private as a hobby.
         | 
         | As for chemicals, I can personally vouch that it is a terrible
         | idea to order reagents (or even chemistry equipment) as an
         | individual. I tried to teach myself organic synthesis in the
         | summer before starting my doctoral studies, and ended up with
         | MIB searching my house. Certainly on a list now :(
        
           | the__alchemist wrote:
           | LLC or nonprofit, with a business address. At least for bio
           | reagants, they won't ship to you otherwise.
        
           | 7thpower wrote:
           | Please tell me there is a blog post or something documenting
           | this experience. Sounds like a fun read.
        
             | biofox wrote:
             | Afraid not. I don't have much of an online presence, so
             | didn't think to write anything.
        
               | amarcheschi wrote:
               | there's always a first time :)
        
             | mavamaarten wrote:
             | I remember watching a video about a dude who was building a
             | mothership-launched glide drone that could land using
             | camera vision. The idea was something like "the highest egg
             | drop" or something like that. He was speaking with
             | academics about his idea, who quickly told him to stop
             | whatever he was doing because that would effectively be a
             | forbidden military device. Guided artillery, basically.
             | 
             | Sadly I don't remember who it was, it was a fun story. I
             | thought it was maybe Mark Rober or Joe Barnard but I really
             | can't find it anymore.
             | 
             | Edit: found it! It was launched from a weather balloon, and
             | it was both Mark and Joe. https://youtu.be/BYVZh5kqaFg
        
               | Rallen89 wrote:
               | Happened to codyslab, videos taken down now (but still on
               | archive.org) of a uranium purification process and
               | possibly nilered,no way to prove it but he had a 'making
               | rocket fuels: part 1' that was never followed p on. Not
               | totally sure though as people like BPS space on yt have
               | some pretty in depth tutorials on solid rocket motors
               | (does explicitly censor how to make the ignition
               | component)
        
               | cyberax wrote:
               | Uhm, there are plenty of videos about making solid rocket
               | fuel. Model rocketry doesn't need any special permits
               | until you get to launching large rockets.
        
               | Rallen89 wrote:
               | I guess once you have the permits it doesnt matter. With
               | the nilered vids, they were more of the more hypergolic
               | variety
        
               | trhway wrote:
               | That is probably why Eric Schmidt (ex Google CEO)
               | develops his AI combat drones in Estonia instead of US.
        
         | myself248 wrote:
         | Years ago, an acquaintance developed an autonomous flight
         | controller for "real" helicopters. Cyclic-collective-tailrotor
         | types. It would work on a full-size cargo helo just as well as
         | an R/C model. He released it online, because why not? Drones
         | are cool.
         | 
         | Some very nice gentlemen showed up and explained that he
         | couldn't do that. He didn't get in any actual trouble that I'm
         | aware of, but they "asked" him to take down the published code,
         | and definitely not fix any of the bugs it had.
         | 
         | So, yeah, you're not wrong.
         | 
         | There are nuances to the rules, involving things that're openly
         | published online, but I don't understand it in the least. A
         | hacker's guide to ITAR would be an interesting document indeed.
        
           | notahacker wrote:
           | > A hacker's guide to ITAR would be an interesting document
           | indeed.
           | 
           | I suspect producing something called "a hacker's guide to
           | ITAR" really would get you put on a list...
        
             | fullspectrumdev wrote:
             | Knowing how stupid ITAR enforcement is, the guide would
             | probably fall under ITAR :)
        
         | hnuser123456 wrote:
         | I'm sure there are thousands of datasets of the night sky, and
         | a camera, gyrometer (to get camera angles), clock, and basic
         | image recognition/pattern matching is all you'd need.
        
           | notahacker wrote:
           | yeah. Celestial navigation is a pretty standard thing to
           | study if you're planning on taking up sailing or learning
           | about satellite positioning. Celestial navigation with drones
           | raises more _interesting_ possibilities, but I don 't think
           | defence of key strategic assets against drones relies on the
           | possibility it might be too difficult a problem to solve, and
           | there are commercial solutions in the "drone navigation for
           | GNSS denied environments" space. Don't even think the people
           | that jailbreak consumer drones specifically to remove the
           | geofences that prevent them flying near restricted areas get
           | into trouble, at least not until someone spots them flying at
           | the end of a runway or outside a military base.
        
         | avs733 wrote:
         | Can't find a source at the moment but cool side anecdote to
         | this...working from memory
         | 
         | Honeywell was largely the driving force behind developing
         | terrain avoidance systems for commercial aircraft. Those
         | initial systems worked based on comparing the terrain below to
         | the flight profile of an aircraft using a radar altimeter.
         | 
         | There was a CFIT (controlled flight into terrain) accident (I
         | want to say AA in Peru?) where the mountains basically got to
         | tall to fast to give the crew sufficient time to react because
         | of that system. That caused Honeyweell to go back and look at
         | ways to improve the system to be predictive rather than
         | reactive - using a terrain database.
         | 
         | Honeywell bought/came into posession of a russian world wide
         | terrain altitude database to do the first generation of this. I
         | can only imagine the US had the same thing, or more accurate,
         | but this was far enough ago that US Government wasn't sharing.
        
           | areoform wrote:
           | You're right! I actually know about the system you're talking
           | about! The US data was classified and Donald Bateman, the
           | engineer behind this and bought the data post Soviet Union
           | collapse.
           | 
           | https://en.wikipedia.org/wiki/C._Donald_Bateman
           | 
           | https://www.flightsafetyaustralia.com/2023/05/don-bateman-
           | en...
        
             | avs733 wrote:
             | the amount of random 'stuff' like this that I've
             | accummulated over the years could fill a book that is
             | interesting only to me lol
             | 
             | Thanks for the link!
        
         | hnthrow90348765 wrote:
         | I'm told quantum navigation is the new hotness for being on
         | lists these days
        
         | Onavo wrote:
         | These days celestial navigation is trivial. See my comment here
         | 
         | https://news.ycombinator.com/item?id=42695079
        
         | clarkmoody wrote:
         | Plenty of homework assignments in graduate level aerospace
         | engineering courses that are right up the alley of this paper.
         | Star trackers as backup for GNSS would be of great interest to
         | maritime vessels worried about spoofing. So there are plenty of
         | non-military use cases for these algorithms.
        
         | c_o_n_v_e_x wrote:
         | Not NSA - you'd have someone from US Bureau of Industry and
         | Security tracking you down (no pun) for most likely violating
         | export controls if you were to openly share information on
         | building the technology.
         | 
         | Celestial tracking is a dual use technology (See 7A004 or
         | 7A104) -
         | https://www.bis.doc.gov/index.php/documents/regulations-docs...
        
           | oasisaimlessly wrote:
           | Openly publishing information in e.g. a book (or presumably a
           | website) does not count as exporting. Releasing software is a
           | bit more hazy, but has been defended[1].
           | 
           | [1]: https://en.wikipedia.org/wiki/Pretty_Good_Privacy#Crimin
           | al_i...
        
       | maxglute wrote:
       | Ctrl+F and 0 results for munitions or bombs. Seems like this is
       | really about $25 controller gets drones to within 4km in GPS
       | denied enviroments, after which a $50 infrared camera + DSMAC
       | find targets to hit.
        
         | the__alchemist wrote:
         | I would assume the same. Operation in GNSS-denied environments
         | is critical for military navigation systems. Comparatively, for
         | civilian uses, it's an addon that provides low accuracy, and
         | potentially high development or equipment cost (Maybe not for a
         | cel nav camera, but for Ring Laser Gyro INSs etc)
         | 
         | GNSS is very accurate, and receivers are cheap, but its reliant
         | on satellite signals makes relying on it a liability in
         | adversarial uses.
         | 
         | Cel nav isn't self-contained in the way an INS is, because you
         | need a clear LOS to the stars. But, it's useful on a clear
         | night when your GPS is jammed.
        
         | mapt wrote:
         | Thanks for the summary.
         | 
         | I suspect you could get this to FAR higher accuracy if you
         | combined it with a recent upload of Starlink et al LEO
         | constellation ephemera, an initial GPS fix at launch, and a
         | planned flight path, because LEO constellations are bright
         | foreground objects (high location-specific parallax differences
         | against background stars) at apparent magnitude of about 5.0.
         | 
         | This is simultaneously not reliant on perfect vertical attitude
         | sensing coming off the autopilot IMU, you can do it purely
         | photometrically.
         | 
         | The limitation is that this is a dawn/dusk thing, in the middle
         | of the night there isn't a ton of light reflected and in the
         | day you're limited by scattered daylight.
         | 
         | EDIT: Medium orbit satellites outside Earth's umbra but within
         | view still provide some sort of visual fix. I wonder what the
         | math is like for the GSO belt at midnight?
         | 
         | EDIT2: Or the Moon.
        
           | jcims wrote:
           | That's a great idea. In the earlier days when they had about
           | 2500 satellites in LEO I built a small visualizer from the
           | fleet TLE data and it was remarkably simple with the skyfield
           | library.
           | 
           | If you're in the fringes of a GNSS denial area ADSB might be
           | useful as well. Would need more hardware of course.
        
             | BenjiWiebe wrote:
             | Doesn't ADS-B get the location from GNSS?
        
               | jcims wrote:
               | Yes it does, but unless we're talking an entire system
               | failue the GNSS denial does tend to have limits in range.
               | I've picked up ADSB traffic from well over 200km with a
               | simple ground antenna, so if you're in the fringes in
               | could be a useful additional signal for similar reasons
               | to the satellites.
               | 
               | Just spitballing though really.
        
           | maxglute wrote:
           | IMO could synergize well for higher end celestia navigation -
           | there are optics sensors for day time tracking, but daylight
           | sensitivity is limitation, perhaps much less so when fixed to
           | starlink. So maybe feasible $$$ hardware can make daylight
           | celestial starlink navigation workable.
           | 
           | Bringing component costs down seems like it would be much
           | more useful for increasing capabilities / proliferating of
           | lower end loitering munitions. You can already pack redundant
           | navigation systems in more expensive platforms that gets them
           | to area of operations. But being able to replace $20,000
           | inertial navigation system with $200 board + IR camera makes
           | a lot of somewhat cheap smart munitions much smarter, and
           | mitigates a lot of expensive electronics warfare platforms.
           | 
           | Starlink ubiquity does seem to open a lot of indirect
           | strategic applications, i.e. research using starlink
           | transmissions as bi/multistatic illumination source to detect
           | stealth flyers.
        
         | phoronixrly wrote:
         | Don't get distracted
         | https://news.ycombinator.com/item?id=42388354
        
           | genewitch wrote:
           | note: i used gpt to clean this up because i am ill and
           | distracted by snowfall and cold. It muddied some of my
           | points, but it removed a lot of PII and rambling. note over.
           | 
           | I noticed some commenters questioning details in the article,
           | like the Wi-Fi triangulation and the earthquake survivor
           | detector. While it's fair to discuss technical aspects, I
           | believe the focus should be on the broader implications
           | rather than dismissing the story based on perceived
           | inconsistencies.
           | 
           | I haven't dealt with clearances or compartmentalization in
           | years, but I know how serious these matters are. Disclosing
           | specific names, dates, or events carries severe consequences
           | --this isn't something covered by toothless NDAs. The
           | penalties can include federal prison for treason. I've
           | personally experienced the DoD investigating me just because
           | I was listed as a reference. It's an intimidating process,
           | and it makes sense why people who fear being doxxed rewrite
           | their stories, swapping out modular details to obscure
           | sensitive information.
           | 
           | Regarding the Wi-Fi triangulation: this is well within the
           | realm of possibility. Many years ago, I purchased a Hydra SDR
           | radio with inexpensive RTL-SDR chips. With four matched
           | antennas arranged in a line or an X, connected to a Raspberry
           | Pi 4, I could triangulate signals and visualize the results
           | on a map. The hardware wasn't advanced, but it worked. Even
           | in 2012, there were rumors about using Wi-Fi signals to see
           | through walls. Whether or not the article is perfectly
           | accurate, the point is to consider the ethical and societal
           | consequences of such technologies, not to nitpick technical
           | details.
           | 
           | As for the earthquake survivor detector, the underlying
           | principle is related. Identifying survivors using leaked
           | signals like Bluetooth or cellular emissions isn't
           | fundamentally different from using Wi-Fi for similar
           | purposes. The scenarios may involve different actors--
           | military versus contractors--but the capabilities are
           | converging.
           | 
           | I've worked at a defense contractor that manufactured
           | components for Boeing and McDonnell Douglas jets. While I
           | avoided involvement with military projects, I know how
           | extensive and layered the contractor ecosystem is. Comments
           | suggesting "there are only a few" don't align with my
           | experience.
           | 
           | On a personal note, I've always struggled with the ethical
           | implications of the work I've done. This has made my career
           | difficult. I don't judge others who take these roles--someone
           | else will do the work if they don't--but my own scruples have
           | been a constant challenge. For example, I once worked on a
           | project at a large entertainment company based on an idea I
           | had years earlier. The demanded i eventually sit in the
           | office and handle tier 3 phone calls. I had a minor breakdown
           | in the stairwell; i didn't even let my children consume their
           | content, but i was too jazzed to work on the thing that i
           | pitched to apple 7 years earlier. That was over a decade ago,
           | but i'm still annoyed at myself.
           | 
           | I believe stories like this should be taken seriously.
           | Dismissing them based on perceived inconsistencies seems like
           | rationalization, to me.
           | 
           | thanks for the link!
        
         | cyberax wrote:
         | Ukrainian and Russian drones already do that. They use simple
         | visual navigation for terminal guidance:
         | https://www.rockingrobots.com/ukraine-drones-able-to-navigat...
         | 
         | At this point, it's pretty clear that this type of
         | functionality is out of the bag. Any significant actor can
         | easily replicate this with minimal effort, given the advances
         | in AI.
        
       | alexpotato wrote:
       | Fun fact:
       | 
       | The SR-71 and U2 planes had automated celestial navigation
       | systems b/c GPS wasn't around when they came out.
       | 
       | There a story in the book about Lockheed Martin's Skunk Works
       | where they mention turning on the system while one of the planes
       | was in the hangar and it locked on to a hole in the roof (sun was
       | shining through the hole and system thought it was a start).
        
         | perihelions wrote:
         | And, it's a bit older than that: the SR-71's derived from ICBM
         | targeting systems,
         | 
         | https://en.wikipedia.org/wiki/Missile_guidance#Astro-inertia...
         | ( _" the latter of which was adapted for the SR-71..."_)
         | 
         | (Actually the very first one, in that history, was an
         | intercontinental _cruise missile_ --a jet weapon that slightly
         | predated (~1958) rockets powerful enough to cross oceans.
         | ICBM's came a bit later. I'm pretty sure the first generation
         | were pure-analog circuits, but I forgot where I read about
         | that).
        
           | alexpotato wrote:
           | Reminds me of the "the distance between the rails of a
           | railway are due to the width of Roman horse drawn carts"
           | story.
        
             | littlestymaar wrote:
             | Isn't that one a hoax though?
        
               | all2 wrote:
               | There are a few standards for rail-line widths. I know
               | the US is on one standard (I think the narrow width lines
               | died out almost 100 years ago at this point). I know that
               | Europe has two, or maybe more.
               | 
               | https://en.wikipedia.org/wiki/Standard-gauge_railway <<
               | This makes for fun reading if you're interested in that
               | sort of thing.
               | 
               | Relevant passage                   A popular legend that
               | has circulated since at least 1937[8] traces the origin
               | of the 1,435 mm (4 ft 8+1/2 in) gauge even further back
               | than the coalfields of northern England, pointing to the
               | evidence of rutted roads marked by chariot wheels dating
               | from the Roman Empire.[a][9] Snopes categorised this
               | legend as "false", but commented that it "is perhaps more
               | fairly labeled as 'Partly true, but for trivial and
               | unremarkable reasons.'"[10] The historical tendency to
               | place the wheels of horse-drawn vehicles around 5 ft
               | (1,524 mm) apart probably derives from the width needed
               | to fit a carthorse in between the shafts.[10] Research,
               | however, has been undertaken to support the hypothesis
               | that "the origin of the standard gauge of the railway
               | might result from an interval of wheel ruts of
               | prehistoric ancient carriages".[11]
        
               | cdot2 wrote:
               | I dislike the incorrect usage of "prehistoric". The
               | Roman-era is not prehistoric.
        
               | umeshunni wrote:
               | in theory, the carts could predate Roman history.
        
             | Neywiny wrote:
             | My preferred one for EE folks is that reportedly the first
             | Arduino boards (now 20 years old?) had a mistake in their
             | eCAD where the second pair of headers was 0.05 instead of
             | 0.1" apart. But it was too late by the time they caught it.
             | And now, 20 years later, even high end microcontroller
             | boards ship with that same gap to be compatible.
        
               | progbits wrote:
               | Small correction, one pair is 0.2" apart (so skipping one
               | 0.1" pitch space), but the other is 0.16".
        
             | sandworm101 wrote:
             | Lookup why torpedo's are almost universally 21" in
             | diameter. The short version: because that was how big they
             | were last time. There is no reason beyond 21" being usrd
             | once upon a time and nobody wanting to break from it and
             | have the old torpedos not work in the new boats.
        
               | magicalhippo wrote:
               | H I Sutton, a naval defense analyst, made a nice video on
               | this topic.
               | 
               | [1]: https://www.youtube.com/watch?v=cuS0yhwSPMc
        
             | persolb wrote:
             | I've actually used this fact in a related way, for
             | wayfinding.
             | 
             | Old school Open-CV was able to see tracks well from an
             | onboard monocular camera, but calibration and scale was
             | annoying. Track width is accurate enough that I was able to
             | use it to input a bunch of head-end video to map the
             | tracks.
             | 
             | It was mostly just a modified edge detect where the tracks
             | approximately would be. Once finding the tracks, you could
             | automatically calculate the camera's height, lateral
             | location, and angle.
        
           | andylynch wrote:
           | I understand these still do incorporate celestial navigation.
           | 
           | Since GPS is quite likely going to be unavailable at the time
           | of use.
        
           | perihelions wrote:
           | - _" pretty sure the first generation were pure-analog
           | circuits"_
           | 
           | This Wikipedia entry isn't what I had in mind, but it
           | describes an interesting analog mechanism,
           | 
           | - _" For guidance systems based solely on star tracking, some
           | sort of recording mechanism, typically a magnetic tape, was
           | pre-recorded with a signal that represented the angle of the
           | star over the period of a day. At launch, the tape was
           | forwarded to the appropriate time.[2] During the flight, the
           | signal on the tape was used to roughly position a telescope
           | so it would point at the expected position of the star. At
           | the telescope's focus was a photocell and some sort of
           | signal-generator, typically a spinning disk known as a
           | chopper. The chopper causes the image of the star to
           | repeatedly appear and disappear on the photocell, producing a
           | signal that was then smoothed to produce an alternating
           | current output. The phase of that signal was compared to the
           | one on the tape to produce a guidance signal.[2]"_
           | 
           | https://en.wikipedia.org/wiki/Star_tracker
        
         | throw0101c wrote:
         | The sensor was sensitive enough that it could detect stars
         | during daylight:
         | 
         | * https://theaviationgeekclub.com/the-sr-71-blackbird-astro-
         | na...
         | 
         | * https://www.twz.com/17207/sr-71s-r2-d2-could-be-the-key-
         | to-w...
         | 
         | * https://en.wikipedia.org/wiki/Missile_guidance#Astro-
         | inertia...
        
           | gunian wrote:
           | That's insanely cool what kind of cameras / telescope are
           | strong enough to do that? My guess is it was primarily
           | hardware and not software bacuse of compute limits
           | 
           | Did the planes have to fly above clouds?
        
             | sho_hn wrote:
             | Check out the CuriousMarc video series I linked under the
             | OP, which gets into the sensor used and the encoding
             | scheme.
        
               | gunian wrote:
               | it is kind of crazy and just a testament to people's
               | creativity the plane basically flies using an ipdated
               | version of whag the medieval ships used for navigation
               | totally mind blown
        
             | joshvm wrote:
             | It would work on the ground, I believe the pilots
             | (normally) had to get a fix before takeoff. You do need to
             | see the sky without cloud cover, but spy satellites were
             | less of a concern back then so less risk of being overflown
             | during a daylight setup. The cameras are basically visible
             | telescopes with very narrow fields of view and good
             | baffling. Only a few stars are bright enough that you can
             | sight off them, but it can be done. The device does a scan,
             | so it's only accepting a small area on the sky and the
             | initial fix can be sped up because you know where/when the
             | aircraft is taking off. A lot of tricks to minimize the
             | need for "plate solving", like knowing which direction the
             | aircraft is pointing within some tolerance.
             | 
             | Info here: https://www.sr-71.org/blackbird/manual/4/4-3.php
             | 
             | It wasn't exactly a simple instrument to use, and it relied
             | on a ton of planned course information. You could also do a
             | cold midair start after a power outage, but preflight would
             | be much more preferable!
             | 
             | Some modern microwave telescopes like BICEP3 have an
             | additional optical telescope for star pointing that are
             | daylight-usable, but in summer you need to use a big baffle
             | tube. The images are taken with a high sensitivity CCD
             | camera and you can pick out brighter target stars
             | surprisingly well in the images.
        
               | mpetroff wrote:
               | BICEP3 actually uses a >20 year old CCD camera with
               | analog video output (BICEP Array uses newer cameras, with
               | more modern sensors). Daytime star pointings are possible
               | by using a low-pass filter to block visible light and
               | take advantage of the sensitivity of CCD / CMOS sensors
               | to the near infrared, where the daytime sky is more
               | transparent, combined with baffling.
        
               | gunian wrote:
               | how hard would this be to set up for a total hardware
               | noob? and how good or useful would the data be?
               | 
               | i know gaia data for instance is available for free but
               | if one used just a homemade telescope could any useful
               | celestial data be acquired?
        
               | mpetroff wrote:
               | With images taken at night, you can run the images
               | through Astrometry.net, which is a blind astrometric
               | solver and will provide you with RA / Dec for most
               | images, as long as you have at least a dozen or two stars
               | visible. The code compares asterisms formed by multiple
               | stars to index files built from Gaia or other similar
               | data. This is the technique that's used more frequently
               | for microwave telescopes located where there's a normal
               | diurnal cycle, e.g., CLASS. The smaller the field of the
               | view, the higher the precision, but it also works fine
               | with a camera with a zoom lens.
               | 
               | BICEP, however, is located at the South Pole on a moving
               | ice sheet, requiring frequent updates to its pointing
               | model, and has six months of continuous daylight, so
               | daytime star pointing observations are required. This
               | requires a different technique. Instead of looking at
               | asterisms with multiple stars, the optical pointing
               | telescope is pointed at a single star using an initial
               | pointing model, the telescope pointing is adjusted until
               | the star is centered, and the offset is recorded. This
               | measurement process is repeated for the few dozen
               | brightest stars, which acquires the data needed for
               | refining the pointing model.
        
               | joshvm wrote:
               | It depends what you mean by useful. On its own, all
               | you're doing is taking pictures of the sky and figuring
               | out where the camera was pointing (and its field of
               | view). Where it's useful is calibrating the pointing
               | direction of other systems. It's fun to try the software
               | at home (there is a public web interface), you just need
               | a camera that can take long enough exposures to see stars
               | without too much noise.
               | 
               | One of the more "useful" backyard astronomy tasks that is
               | achievable for a dedicated amateur is variable star
               | observation (eg AAVSO), because many stars don't need
               | huge telescopes to observe and it's very expensive for a
               | big observatory to stare at a single patch of sky for
               | weeks. Nowadays we have instruments like LSST which is
               | basically designed for this sort of surveying, but public
               | data are still useful. And you do need to know exactly
               | where you're pointing, so either you do this manually by
               | pointing at a bunch of target stars, or you can use a
               | guide scope that solves the field for you.
        
               | joshvm wrote:
               | I would add it also uses an ancient analog TV for manual
               | sighting in combination with the GUI for semi-auto
               | centroiding. I always thought that was funny to see, but
               | it seems to work well enough. Also, inserting that baffle
               | is somewhat terrifying because it slots into a hole next
               | to the main vacuum window and if you dropped it on the
               | membrane, bad things would happen. Always fun to bump
               | into Polies here :)
        
         | sho_hn wrote:
         | The excellent CuriousMarc YouTube channel just started a new
         | video series refurbishing a B-52 astrotracker, going over all
         | of this in some detail:
         | 
         | https://www.youtube.com/watch?v=GkEjLqu-JH0&list=PL-_93BVApb...
         | 
         | Recommended.
         | 
         | It also immediately occured to me how much easier this should
         | be on a copter, since you don't need a gimbal'd platform :)
        
         | fooblaster wrote:
         | why would you think this has stopped? All military aircraft and
         | missiles need to operate in gps denied environments and near
         | universally have dead reckoning or celestial navigation still.
        
         | Sylamore wrote:
         | I recently watched this channels videos on B-52 Astro tracking
         | navigation system repairs:
         | https://www.youtube.com/watch?v=nkvN74wuT8w&list=PL-_93BVApb...
         | 
         | He's got a bunch of other vintage electronics stuff that's from
         | the early space program as well, interesting stuff to see the
         | insides of that gear.
        
       | UltraSane wrote:
       | I read that the US military wants a modernized version of
       | celestial navigation to reduce dependence on GPS. With modern
       | light amplification technology it might be able to work during
       | the day.
        
         | pclmulqdq wrote:
         | They have some of these on ships already.
        
       | Havoc wrote:
       | 400 Bucks Sensors is a touch rough.
       | 
       | This would only work at night, right?
        
         | littlestymaar wrote:
         | The full title is:
         | 
         | > An Algorithm for Affordable Vision-Based _GNSS-Denied_
         | Strapdown Celestial Navigation
         | 
         | Emphasis mine.
         | 
         | In what kind of context do you expect drones to operate in an
         | area where GNSS is disabled by electronic warfare devices? Do
         | you really think that a $400 cost is of any issue for military
         | use?
        
           | Havoc wrote:
           | > Do you really think that a $400 cost is of any issue for
           | military use?
           | 
           | If your name is Ukraine then yeah. Effectively halves the
           | number of drones you can build
        
             | littlestymaar wrote:
             | > Effectively halves the number of drones you can build
             | 
             | You're confusing the price tag of an FPV drone (for which
             | this tech has no use, 4km precision is roughly the range of
             | such drone, so even without a positioning device you'd get
             | such a precision...) with the one of a long-range drone
             | which is hundreds of magnitudes larger, even for
             | Ukrainians.
        
               | fullspectrumdev wrote:
               | FPV used in combat these days go a lot further than 4km,
               | you can punch out to 25km+ with a good repeater setup
               | _easily_ , 10-15km with a good mast setup, and strikes
               | using FPV quads out to 45km have been documented (but
               | these are rare).
               | 
               | You just need to plan your battery selection and consider
               | the electronic warfare environment to go the distance.
               | 
               | There's also the optical fiber drones which come in spool
               | lengths up to 20km...
        
               | littlestymaar wrote:
               | You're picking nits here. Again, you barely even need any
               | kind of positioning system in an FPV, let alone a
               | positioning system with 4km accuracy.
               | 
               | Such a system only make sense for use in long-ranged
               | drones.
        
             | _joel wrote:
             | Sorry, this is wrong. They'd be based on long range UAV's -
             | not short range FPVs. Ukraine have been building about half
             | a dozen types of different long range drones and are
             | producing a good number of those every day now (some with
             | jets making them analogous to cruise missiles). They're
             | much more expensive than a cheap FPV with an RPG warhead
             | strapped to it.
        
       | rkagerer wrote:
       | 4 km seems kind of coarse. Could you combine it with knowledge of
       | satellite imagery or something to increase precision?
        
         | cdot2 wrote:
         | The drone on mars uses visual navigation based on known imagery
         | of the terrain. I suspect that would be easier on this planet.
        
           | kragen wrote:
           | Not at sea.
        
       | anovikov wrote:
       | An idea: use satellites for navigation. No, not the satellite
       | signals, but the satellites themselves. Use NORAD orbital
       | elements data for satellites to deduce land coordinates using
       | time and pixel coordinates of satellites observed. Low orbit
       | satellites will be only observable for two hours or so after
       | sunset and before sunrise, but there are enough medium Earth
       | orbit satellites that are still bright enough for a small camera
       | and are visible whole night.
        
         | nuccy wrote:
         | If you see satellites then likely you see even more stars.
         | Unlike satellites the stars barelly move (actually they do, see
         | "proper motion" [1]) relatively to each other, so a catalogue
         | of stars (two coordinates values and two proper motion values)
         | along with the time of observation is sufficient to be used
         | over decades, unlike NORAD orbit elements requiring regular
         | updates. With stars you need just one image at a known time to
         | find your location, with satellites it is much much more
         | complicated: you need to know where the sun is, you need few
         | images of a satellite or even a video (likely on top of image
         | of stars anyway) to distinguish it from the stars and to solve
         | the trajectory.
         | 
         | 1. https://en.m.wikipedia.org/wiki/Proper_motion
        
           | anovikov wrote:
           | How do you find your location from one image of stars? It is
           | possible if you have a precise vertical but you don't have a
           | precise vertical on a moving UAV. That is, you need an
           | inertial system on top that will provide you with a vertical.
           | 
           | With satellite images, you don't need anything apart from
           | time. And no, you don't need to "make a video to see
           | satellites move", you start with your approximate location,
           | make an image and find satellites within a circle where each
           | of them might be, starting with the slowest moving - furthest
           | away from you - ones (they provide poorest precision of
           | coordinates because parallax is small, but you need to start
           | with something, but their search circle will also be
           | smaller), locating those, you get better coordinates of yours
           | and the search circle for each satellite becomes smaller,
           | then you can find faster moving satellites too to get precise
           | coordinates of yourself.
        
             | nuccy wrote:
             | You are right: to find a location from a star image you
             | need a true horizon, but unless UAV is pulling some Gs even
             | a basic accelerometer would give you the horizon, accuracy
             | of that estimation will limit the accuracy of your
             | location.
             | 
             | Regarding satellites: so "starting with the slowest moving"
             | requires a series of images, doesn't it? Then how do you
             | know "your approximate location"? From stars? In theory I
             | understand what you say but practically it would be much
             | more complicated and the obtained accuracy would not be
             | better than with the stars, since in either case you also
             | need a horizon to know your location.
        
               | anovikov wrote:
               | No you just "start looking" on a single image.
               | 
               | Know your approximate location: by dead reckoning. You
               | will need coordinate fixes once every few minutes anyway
               | and you know your direction precisely enough from the
               | same stars, error only comes from wind direction not
               | being precisely known. So we are speaking of correcting
               | for at most tens of kilometers of error. 10km at a
               | typical distance of 1000km to a low orbit sat is <1
               | degree and only about 10 arcmin to a typical medium earth
               | orbit satellite.
               | 
               | Astrometry allows for locating objects down to about 0.2
               | pixel reliably and to 0.1 pixels in optimal conditions,
               | so a typical wide-angle camera that might have about 40
               | arcsecond pixels will easily give 8 arcsecond precision,
               | for a satellite 4000km away (about 2000km orbit at 30
               | degrees elevation), that's 170 meters of location error,
               | which is more than good enough for navigation (final
               | targeting is done by optical pattern recognition on the
               | ground anyway).
               | 
               | >since in either case you also need a horizon to know
               | your location.
               | 
               | No you don't. Benefit of using satellites is that the
               | source of coordinate data is the parallax of satellites
               | vs stars. It works without having a vertical/horizon.
               | 
               | Simply put, we calculate that in a predicted location the
               | satellite will be at a certain pixel distance from a few
               | of the closest stars on the photo. And it will be a few
               | pixels off that predicted point. Distance and direction
               | of that error allows for calculation of discrepancy of
               | predicted vs real location (and repeating this process on
               | several satellites visible on same photo, allows to
               | decrease the error by removing outliers - which might be
               | noise/space rays on images or errors in star catalogs or
               | orbital elements data, or satellites changing their
               | orbits - and averaging the results).
        
         | m2fkxy wrote:
         | yeah, and then you need to get refreshed orbital elements for
         | those satellites. not good if you are in an airtight
         | environment.
         | 
         | celestial ephemerides don't change nearly as much.
        
           | anovikov wrote:
           | No problem, in a few hours orbits of satellites don't change
           | much, a day or two days' old ephemeris are ok. Especially not
           | those on medium earth orbits which are the ones to be used
           | (geostationary and other high orbital ones are too dim + too
           | far away to provide precise coordinates; low orbit ones are
           | not visible most of the night)
        
       | Animats wrote:
       | Here's the camera used.[1]
       | 
       | It's not exotic. It's a 1936 x 1216 Sony sensor with a C-mount
       | lens. That's below current phone camera resolution. It's
       | monochrome, which makes sense in this application.
       | 
       | They have bigger collecting optics than a phone, and you get
       | better sensitivity without the color filters.
       | 
       | I'm not clear on how they get their "down" reference. It's clear
       | how they get heading; that's easy if you can see the stars. But
       | you need an accurate horizon or vertical to get latitude and
       | longitude. One degree of error in the vertical is maybe 100 km of
       | error in position. How good are drone AHRS systems today in
       | attitude? They have a correction system that works if you fly in
       | a circle, but that just corrects for constant misalignment
       | between camera and down reference.
       | 
       | [1]
       | https://www.alliedvision.com/fileadmin/pdf/en/Alvium_1800_U-...
        
         | kragen wrote:
         | One degree of error in the vertical for the drone's control
         | system, if it's hovering by blowing air downward at 5 meters
         | per second, would be a ground speed of 87 mm/s (sin(1deg)x5m/s)
         | in whichever direction the tilt is. Also without any correction
         | in the propeller speed it would result in a loss of altitude
         | averaging 0.76mm/s (2.7 m/hour, (1 - cos(1deg) 5m/s). But that
         | could also be caused by something like a mild downdraft, while
         | the horizontal drift could be caused by an imperceptibly weak
         | breeze.
         | 
         | So I don't really know how this is normally done. If you can
         | set the drone on the ground for a few minutes, you should be
         | able to get a very good reference up-vector, but I don't know
         | how long the MEMS gyros can preserve that up-vector without
         | GNSS once it takes off.
         | 
         | At sea you can probably look at the horizon with a camera
         | unless it's foggy.
        
       | leoc wrote:
       | A 2021 PopMech article about the US military's revival of
       | interest in celestial navigation:
       | https://www.popularmechanics.com/military/research/a36078957...
       | It mentions a handheld system designed for special forces units
       | to use, but I assume that that would incorporate something like a
       | camera gyro stabiliser, presumably making the calculations easier
       | than when relying on "strapdown" sensors.
        
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