Machine Learning Prosthetic Arm Concept

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  • Опубликовано: 13 дек 2024

Комментарии • 442

  • @RonaldFinger
    @RonaldFinger 3 года назад +361

    Honestly this would be great for a Grievous or Goro cosplay!

    • @RobReynolds
      @RobReynolds 3 года назад +7

      Or a transformer based on a Fiero.......

    • @Matty.Hill_87
      @Matty.Hill_87 3 года назад +10

      If someone managed to use this successfully in a goro cos play that would be insane

    • @Avetho
      @Avetho 3 года назад +5

      _"A fine addition to my collection!"_

    • @fryreartechnology7611
      @fryreartechnology7611 3 года назад +6

      It has to have the spinning hands to make it just right lol.

    • @aleisterlavey9716
      @aleisterlavey9716 3 года назад +3

      I prefer something more Doctor Octopus style XD!
      But are you gonna stuff that arm with sensors, tools and gadgets? Please stuff it with Gadgets....Laserpointer, mini vacuum cleaner, Walkman, nerf gun, abacus, ...

  • @tboicelli
    @tboicelli 3 года назад +82

    Using Quaternions and spatial rotation will address your gimbal lock (where the axis rotations get confused when aligned with another axis when moved)

    • @paul_vantieghem
      @paul_vantieghem 3 года назад +6

      Rotation matrices can also avoid the numerical singularities which we experience as gimbal lock, and they are much easier to understand so maybe he could start with that. The only downside is that rotation matrices carry 9 numbers instead of 4 for quaternions.

    • @daveabittner
      @daveabittner 3 года назад +5

      The problem is, his arm is quite literally a physical gimbal. It's a limitation of the anatomy to an extent, and as a result (if you want something that is attached to your arms) you will have to duplicate sensors I believe in different orientations.

    • @robertmorby3694
      @robertmorby3694 3 года назад

      ruclips.net/video/hhDdfiRCQS4/видео.html
      you might like this

    • @robertmorby3694
      @robertmorby3694 3 года назад +1

      @@paul_vantieghem ruclips.net/video/hhDdfiRCQS4/видео.html

    • @JinKee
      @JinKee 3 года назад +3

      Geometric Algebra has a concept of bivector rotations which is also useful

  • @Scott_C
    @Scott_C 3 года назад +121

    Very cool! Using EEG (brain electric signals) combined with an AI is more or less what is being done by Neuralink. EMG (muscle electric signals) is also being used for moving prosthetics. Seeing these topics explored here is exciting! I can't wait for what's next.

    • @jamesbruton
      @jamesbruton  3 года назад +21

      Still planning my next move. I want to see what other suggestions there are on the video and have some time to think about what's practical.

    • @CLIFTON-qf3ng
      @CLIFTON-qf3ng 3 года назад +2

      @@jamesbruton Can this project be made into a much bigger project,(like the hacksmith industries' alien loader) with higher budget, crew and longer time. I would love to see something like this as opensource, cause we as humans are not that far.

    • @CLIFTON-qf3ng
      @CLIFTON-qf3ng 3 года назад +2

      This wouldn't just benefit people with disability, but also people working with heavy machinery. As they could use a much stronger and buffed version of this arm for lifting heavy stuff or working in un-survivable environments(such as deep sea and space).

    • @Taygetea
      @Taygetea 3 года назад +1

      I get what you're saying, but I want to nitpick: generally EEG as a term is restricted to noninvasive, through-the-skull electrical signal detection, not the more direct route Neuralink is taking.

    • @Scott_C
      @Scott_C 3 года назад +1

      @@Taygetea yeah that's why I tempered my statement with. "more or less" I just wanted brevity as this is just a RUclips comment.

  • @techmouse.
    @techmouse. 3 года назад +27

    **thump**
    **thump**
    "No, bend more in this direction."
    **whirring noises**
    **thump**
    **thump**
    "Stop jerking so much."
    **thump**
    **thump**
    **whirring noises**
    Imagine what his neighbors think when they hear that coming from his attic.

  • @jdmeesey
    @jdmeesey 3 года назад +157

    This is exactly the kind of thing I’ve wanted to do since I mistakenly choose to focus on computer engineering in Jr. High. 🙏 Thank you so much for letting me live the science vicariously through you 😂

    • @experimentalcyborg
      @experimentalcyborg 3 года назад +15

      Changing careers is hard but not impossible. Make sure you do hobby projects in your desired field and document them properly, it'll help you get a job later!

    • @ashwin372
      @ashwin372 3 года назад +1

      @@experimentalcyborg can you please explain more about the documentation part?

    • @experimentalcyborg
      @experimentalcyborg 3 года назад +7

      @@ashwin372 If you document your private projects with the same quality as you are expected to document a professional project, you can use them to impress employers. "Holy shit if this is how he documents is hobby code, his work must be amazing"

    • @kayakMike1000
      @kayakMike1000 2 года назад +1

      Junior high has computer engineering focus? What?

  • @AshesWorkshop
    @AshesWorkshop 3 года назад +100

    We’re one step closer to getting a real Battle Droid. Roger roger.

  • @theexo-engineer9603
    @theexo-engineer9603 3 года назад +26

    You’ve done it mate
    1Mil
    Awesome job. Iv been watching you for years and you are continuously improving your content and builds. Keep it up. Love your work

  • @reececrook7021
    @reececrook7021 3 года назад +27

    james i love you content, i'm 14 and i love build things rn i'm trying to learn how to code for aurdino and i hope that i can be as good as you one day

    • @Matty.Hill_87
      @Matty.Hill_87 3 года назад +3

      Stick with it and you'll get there dude

    • @aykutcoskun6092
      @aykutcoskun6092 3 года назад +2

      Go on champ! You will be even better than him one day

    • @endthefighting
      @endthefighting 3 года назад

      You can, and you will, mate :)

  • @rohithm6280
    @rohithm6280 3 года назад +2

    Congrats on 1 million James, plz make video on your 3d modeling

  • @iAmTheSquidThing
    @iAmTheSquidThing 3 года назад +17

    This is pretty impressive for a few minutes' training on a microcontroller with limited sensors. I wonder what it could do with something like an Xsens mocap suit worn for a few days and trained on a powerful GPU.

  • @mvwouden
    @mvwouden 3 года назад +7

    You could consider Deep Reinforcement Learning with added imitation learning in the reward function. PPO and DDPG are some solid options if you are considering. For my thesis I'm working on the control of an active transfemoral prosthesis during normal walking using DRL.

  • @Nobe_Oddy
    @Nobe_Oddy 3 года назад +14

    HAPPY 1 MILLION SUBS JAMES!!!! AND WHAT A GREAT PROJECT TO START HEADED FOR 5 MILLION!!!!

  • @andrewslater6846
    @andrewslater6846 3 года назад

    We should make public research like this more common! For people who are serious about researching new technology or ideas but A. don't have access to equipment, B. aren't interested with getting a doctorate degree and doing research at an academic institute, and C. have a practical knowledge background on use cases (aka real world). There is lots of untapped potential innovation to be had out there in the world!

  • @Isambardify
    @Isambardify 3 года назад +11

    IMUs are so fiddly to get working if you want anything more complicated than "did the sensor tip." Have you looked at the 9 axis versions with magnetometers? You might be able to filter out the roll/pitch confusion. I'd love to see a whole series making a full IMU digital motion capture suit if you wanted to make one.

  • @lnz5660
    @lnz5660 3 года назад +6

    Dam he works quick I've been working on this exact same project for 2 years. Definitely gonna take some stuff from this video.

  • @micah4932
    @micah4932 3 года назад +5

    This was an insane project and it would be amazing to see this used for actual disabled people in the future

  • @robotcantina8957
    @robotcantina8957 3 года назад

    Another cool project, you have me hooked. Congratulations on the 1M !!!!!

  • @codingvio7383
    @codingvio7383 3 года назад +5

    James: *making an exoskeleton*
    CIA: "Interesting"

  • @Waitwhat469
    @Waitwhat469 3 года назад

    Stuff like this is why subscribing and being a Patreon of you is such an easy choice.

  • @zeekjones1
    @zeekjones1 3 года назад +2

    Now to scale it up, add the rest of the limbs, an omni treadmill, and make a mech.
    Can use the learning as a feedback for a 'fly by wire' controller, even if you have all your limbs.
    Theoretically if it can predict your movements, it would react quicker than a direct 1:1 controller, with enough training.

    • @CommonApathy
      @CommonApathy 3 года назад

      Would probably more like, assume I'm still doing what I was doing and continue it until you get a different input, rather than predict the future.

  • @Kevin-ls9zs
    @Kevin-ls9zs 3 года назад

    You make me wonder why I’m even in college for mechanical engineering when I could have just done this type of stuff for a living. You have the dream job I wish I could do stuff like this everyday instead I’m doing math and memorizing formulas and stuff

  • @fireinnature9445
    @fireinnature9445 3 года назад +2

    Wow Just Amazing!

  • @DavidSpencer22
    @DavidSpencer22 3 года назад +2

    Would love to see an open source build for an assisted walking device, exoskeleton. Possibly for older people with walking troubles. Thanks for your great content!

  • @gusobrien8491
    @gusobrien8491 Год назад

    I have no idea how this man has this many ideas and consistently puts out these insane videos

  • @deadlokIV
    @deadlokIV 3 года назад

    Thank you _so much_ for this - been working on a conceptually identical project for a few years now (but on the tensorflow/cuda level and non-public) and this honestly was a huge asset to those works. Really appreciate the upload - you may have just supercharged a bunch of efforts to make the concept closer to a deployable reality thanks to a lot of the ideas you have introduced here. All the best!

  • @StevenIngram
    @StevenIngram 3 года назад +3

    After thinking about this for a while, I realized that you had already designed a pretty good arm concept for what you're trying to do. Remember the Performance Robots? They had shoulders with a good range of motion, elbows, forearms that rotate and grippers. Anyway, it just seems like those arms would have the range of motion to adhere more consistently to the trained behavior.

  • @richardson100489
    @richardson100489 3 года назад +1

    I really hope you continue this project! It could end up helping a lot of people.

  • @christopherashford822
    @christopherashford822 3 года назад +4

    Seems if you walk around for a day or more normally training the algorithm and switch it to playback, it would probably surprise you how good it is.

  • @czateu1391
    @czateu1391 3 года назад +1

    Just noticed you are already 1million subscribers, congratulations James!!!!

  • @4louisMC
    @4louisMC 3 года назад +1

    Congrats on one mil!

  • @hesalovelybuoy5944
    @hesalovelybuoy5944 3 года назад +1

    Cool! Carry on with the useful robot project too

  • @OpreanMircea
    @OpreanMircea 3 года назад

    This is awesome, this is where people working on prosthetics should focus on, not more electrodes on the skin, but more use of modern neural networks, I can hear Karol from "2 minutes papers" saying "2 more papers down the line" I can't wait for that to happen.

  • @balkiprasanna1984
    @balkiprasanna1984 3 года назад

    You're just amazing. How come this video didn't get a million views is just beyond my comprehension?

  • @ironman12328
    @ironman12328 3 года назад +1

    I see absolute no one so far, sooo:
    Congratulations for reaching finally the 1 Million Mark
    you deserve it sooo much and I hope the Next Years are going to be Interesting AF and also Awesomer, Better and much more Complicated haha
    again
    Congratulation for the 1 Million

  • @Mechabjornis
    @Mechabjornis 3 года назад

    Functionality aside, this is the best looking stuff you have designed, imo. Sleeker and seems even more refined.
    Great work and presentation, as allways !

  • @Somun-a
    @Somun-a 3 года назад +1

    11:38 "That's why there's a slight lag" - like your positivity :)

  • @eunoia921
    @eunoia921 3 года назад

    Congratulations for 1 million subscribers. You DESERVE more. 👏👏

  • @fightme5543
    @fightme5543 3 года назад

    This plus the muscle monitors could be amazingly unique. Not only would you have accurate motor controls, but unique situation awareness relating strength of signal and force feedback. This would allow someone the ability to differentiate between crushing a brick and shaking a hand whereas currently gripping is much more of an on off signal.

  • @KnightsWithoutATable
    @KnightsWithoutATable 3 года назад +17

    This project reminds me of how the multiple brains in an Octopus are thought to function.

    • @Matty.Hill_87
      @Matty.Hill_87 3 года назад +2

      Octopus have multiple brains? That explains how they're so good at problem solving

    • @this_commenter_had_a_stroke
      @this_commenter_had_a_stroke 3 года назад +4

      @@Matty.Hill_87 yup, and about 60% of their nervous system is located in their tentacles, so essentially each tentacle has a mind of it's own, which makes the octopus an excellent multitasker.
      also, scientists have observed how a severed tentacle is still able to move, and do stuff, and have even been seen grabbing and bringing food to where the octopus's mouth should be (if the tentacle was still on it)

    • @Matty.Hill_87
      @Matty.Hill_87 3 года назад +2

      @@this_commenter_had_a_stroke that's crazy, I'm going to have to watch some Documentarys now

    • @KnightsWithoutATable
      @KnightsWithoutATable 3 года назад +3

      @@Matty.Hill_87 Cephalopods are weird and almost completely alien when compared to other animals. Granted, chordates are pretty freaky too. Sharks are literally all teeth on the outside, avians/dinosaurs grow super fast, and then there are mammals.

    • @gearandalthefirst7027
      @gearandalthefirst7027 3 года назад +2

      @@KnightsWithoutATable no source needed for mammals being freaks XD

  • @easyBob100
    @easyBob100 3 года назад +1

    This could really update your 2 leg walking robots. Train the AI on walking/standing still motion + remote control input. Cool stuff man!

  • @netgeek3010
    @netgeek3010 3 года назад

    Longtime member congratulations on hitting a million subs.

  • @CreepyChappy
    @CreepyChappy 3 года назад +1

    You’re my favorite kind of nerd !!!!!!! Love your stuff bubba

  • @panakon366
    @panakon366 3 года назад

    You should wear a camera on the head and gloves with markes to train a hand that picks up various shaped objects. You could add the same markes on the robotic arm and having it mimicing your gestures based on the object you want to grab.

  • @_Piers_
    @_Piers_ 3 года назад

    Happy Gold Play Button James :)

  • @Will_Huff
    @Will_Huff 3 года назад +1

    Excellent demonstration with your prototype!

  • @lindonwatson5402
    @lindonwatson5402 Год назад

    much excitement for this series

  • @gavinhicks7621
    @gavinhicks7621 3 года назад

    I don’t think EMG would be helpful in this situation since you already have sensors on each joint but the best way to get the best results with a system similar to this is to try and get data from everything you can. Like try combining an EEG hat thing with this system using machine learning and work on improving response time then you should end up with a very good prosthetic system to then compact, improve, and finalize the prosthetic. It’s quite ambitious but I believe with your skill and knowledge you could create a fully functioning prosthetic system using machine learning, “motion capture”, and EEG. I’m excited for the future of this project and this channel. Maybe you could even create a prosthetic company. Good luck!

  • @magnusjagerstrom4388
    @magnusjagerstrom4388 Год назад

    This is really cool, can’t wait to watch what you are doing next.

  • @alvaro4186
    @alvaro4186 3 года назад

    1 Million subs! I've been watching you since your The RPF days. Congratulations!

  • @rebeccac4573
    @rebeccac4573 3 года назад

    James hit 1 Million Subscribers great job. 😊

  • @isthissiddh
    @isthissiddh 3 года назад

    CONGRATS ON THE 1M!!!

  • @nmanbamboo1980
    @nmanbamboo1980 3 года назад +1

    Anyone else noticed at 3:43 the company's name Ogma is also written in what I think is Ogham, thanks to a 2 year old Tom Scott video.

  • @ElevenElevenAus
    @ElevenElevenAus 3 года назад

    Great video again, please keep up the work as it's so interesting to watch the progression while you piece all the components together. Thank you.

  • @maywah1276
    @maywah1276 Год назад

    Thank you so much James, may god bless you and your family, and youtube.

  • @TheGreatCthvlhv
    @TheGreatCthvlhv 3 года назад +2

    This tech could be used for something like a mech suit (cosplay or otherwise). Of course a direct read from the arm sticker things would probably be the better option in that particular scenario.

    • @charliesanders6181
      @charliesanders6181 3 года назад

      Yeah I was thinking with a bigger motor you could strap steel to it and it wouldn’t be exhausting to wear as a suit of armor.

  • @masterpig5s
    @masterpig5s 3 года назад +1

    Very cool to see it gone into

  • @Skipperrrrrrrrrrrrrrrr
    @Skipperrrrrrrrrrrrrrrr 3 года назад

    CONGRATS ON 1 MILLION JAMES 🎉🎉🎉

  • @kingmasterlord
    @kingmasterlord 3 года назад

    yes james, this is what I've been talking about! you can 3D print a Dexter's Laboratory exosuit if you throw in some aluminum extrusion. just make opendog longer and you're done!

  • @inventorbrothers7053
    @inventorbrothers7053 3 года назад

    Very cool. I'm really impressed with the results you got! You are a super skilled individual.

  • @joeschmo7002
    @joeschmo7002 2 года назад

    This is an amazing video, Jame really is a genius. I dabble in electronics & robotics, so I know how difficult it is to learn and build stuff like this, especially stuff this complicated and at the rate that he releases videos. The only critique/question that I have about this one is why didn't he just use potentiometers and MPUs/gyroscopic mechanisms in the motion suit, with a machine learning algorithm receiving data from those sensors. It would also simultaneously be fed data from another pre-trained AI algorithm to recognize his arms. He could put long strips of reflective tape down his arms, as well as adding strips around their circumference, would make the arm-recognition algorithm easier to train and more reliable. Once he's trained the model for long enough, and is wearing the arm, he could add buttons to tell the algorithm whether that was a good or bad motion, using it to progressively tune the algorithm to exactly how you like it. Also, I'm not criticizing in any way, his method got the job done, I'm just probing a little to see if I might have any good ideas on improvements.

  • @LaneBeScrolling
    @LaneBeScrolling 3 года назад

    “The next stage, of course, is to build an actual robot arm” is a very good sentence.

  • @YourNoobGamer11
    @YourNoobGamer11 3 года назад +1

    Congratulations for 1 million subscribers 😎

  • @kavindulakshitha9732
    @kavindulakshitha9732 3 года назад +1

    Hey you have 1M subscribers. Congratulations 👍👍👍👍👍

  • @iiinsaiii
    @iiinsaiii 3 года назад

    Congratulations on the 1 million subscribers 👏👏👏

  • @kiiikoooPT
    @kiiikoooPT 2 года назад

    Idk why but this is so funny, all I can imagine is your wife or someone from your family just entering the room and see you marching in the same place with a plastic arm, I wonder what their reaction would be ahahahah, but very nice video and interesting comcept like usual in all your other videos ;) keep it going, I love robots and motors and electronics, all I wich is that I had more money to mess around doing projects like yours, with robot arms and automatic stuff :)

  • @Gormfork
    @Gormfork 3 года назад

    I designed something like this in middle school, cool to see someone with the money making it real.

  • @mikegruber7131
    @mikegruber7131 3 года назад

    WOW. simply amazing. Keep up the great work

  • @donaldburkhard7932
    @donaldburkhard7932 3 года назад

    Divide up arm to forearm, elbow, upper arm, shoulder. They can then be combined for the whole movement. Same done for legs and other body parts.

  • @H34...
    @H34... 3 года назад

    Awesome! loving this project already. Also congrats on 1 Mil

  • @SentinalSlice
    @SentinalSlice 3 года назад

    You should definitely make a choreographed slow motion fight. Have sensors on one arm and set the robot arm to react to those sensors. Then make the outputs be motions that would block slow punches and attacks. That would look really cool.

  • @dumbtex6107
    @dumbtex6107 3 года назад

    you deserve so much more

  • @wolf1066
    @wolf1066 2 года назад

    This is pretty much exactly what I've been wanting to do - but lack the money and expertise. My ultimate would be a wearable backpack rig that has at least one robotic arm that can, at the very least, reach out and hold objects.

  • @sanoopsiby8296
    @sanoopsiby8296 3 года назад

    You never sieze to amaze me

  • @CletoFrost
    @CletoFrost 3 года назад

    phenomenal, hoping to see more!

  • @linconwalker8329
    @linconwalker8329 3 года назад

    Thank you so very much for sharing your process and results.
    I have been thinking of working on a similar concept, but utilising fpv quad flight controller boards, as they work on all axis' in a very small form factor.
    They could be used to record the data of one limb, and also to output the data to manually control a prosthetic.
    The flight controllers are small enough to attach just below each point of articulation on the "learning" limb. Combined with your outlined machine learning, they should then be able to output motion commands to result in a more natural movement style.

  • @AmaroqStarwind
    @AmaroqStarwind 3 года назад

    You should make a wearable, low-profile and lightweight powered exoskeleton that can be worn while driving a car, and can assist in driving heavy vehicles on rough terrain without power steering.

  • @Meoiswa
    @Meoiswa 3 года назад

    I think it would do you good to create a wireless IMU tracker "puck" you can mesh into different configurations. An IMU unit + arduino nano + BT/Wifi module "unit" you can attach to your body, and with some configuration, attach to an IK rig.
    This way any time you need to read limb position/rotation for a project, you just strap on pucks on the required body parts, assign each puck to a rig body part, and read out the IK limb positions.
    It would require a bit of research and development, but would free you from further case-specific tracker development.

  • @MattIsLoling
    @MattIsLoling 3 года назад

    in the future we'll be able to add prosthetic limbs and control them with our mind,i'd imagine it would take about a week of real use to master them but the possibilities of things you can do once you do will be so fun

  • @BootlegHuman
    @BootlegHuman 3 года назад

    The rudimentary motion capture if worked on could be a good system for VR full body tracking

  • @An_Achorn
    @An_Achorn 3 года назад

    you the really life dr.octavius

  • @kantpredict
    @kantpredict 3 года назад

    3:00 Quaternions!
    Just saw a Scott Manley video about Gimbal Lock and how quaternions solve this issue

  • @AmaroqStarwind
    @AmaroqStarwind 3 года назад

    You might want to get some 6-axis IMUs, 3-axis magnetic sensors, piezoelectric flexing sensors, velocity encoders and PID controllers all involved. The more sensors, the better. (And let's not forget a camera-based motion capture rig, and maybe some additional sensors on your chest to detect your abdominal muscle movements.)
    If you combined this with both OpenBCI and MyoWare's stuff, you might get some pretty awesome stuff. Multiple layers of context-sensitive filtering might help as well.
    Honestly with the current state of brain-computer interfaces, they really are based suited for supplementing other input methods, than they are for replacing them.

  • @SonicUnderground316
    @SonicUnderground316 3 года назад +1

    This is fascinating! I'm sure Ogma can open a lot of possibilities for future projects but I wonder if you could use it to improve the efficiency of past projects like OpenDog and/or one of your Walking Robots (which I always like to see)!

  • @jeremysender
    @jeremysender 3 года назад +1

    you are an amazing engineer who looks like he is still living in his childhood bedroom

  • @davidlong2691
    @davidlong2691 3 года назад

    Always wanted some Doc Ock arms; this is the way to do it :)
    Nice work!

  • @rich_2739
    @rich_2739 Год назад

    It would have been really interesting to see you wear motion capture for a day as you went about your normal day training a model, and then worn the arm with the other motion capture and seen what the arm did

  • @bonemoney4845
    @bonemoney4845 3 года назад

    Just casually makes a motion capture suit. This would be really good for people who do 3D animation and vr! If you can do a video of purely making a motion capture suit I’m sure it would help a lot.

  • @thescienceysworkshop5368
    @thescienceysworkshop5368 3 года назад

    congratulations for 1 million subs , mr james! i hope your channel grows even more

  • @amirhm64
    @amirhm64 3 года назад

    awesome stuff as always James

  • @JarydGiesen
    @JarydGiesen 3 года назад +3

    This is just damn cool

  • @TheMagneticDude
    @TheMagneticDude 3 года назад

    Congrats on 1mil!

  • @toosafelol
    @toosafelol 3 года назад

    very cool project, got ,e excited to fire up the ol' 3d printer again

  • @EdgeImpulse
    @EdgeImpulse 3 года назад

    Awesome work, James!

  • @joelevi9823
    @joelevi9823 3 года назад

    Coolest channel on RUclips

  • @sethtrey
    @sethtrey 3 года назад

    Would you mind controlling a large-scale excavator by the motions of a toy excavator? Or a backhoe or a bobcat/skidsteer/whatever British word there is for them. I think it would make excavator operation more accessible, which... might be good.

  • @chinmayjategaonkar5806
    @chinmayjategaonkar5806 3 года назад

    James, you could give the IMU BNO080 a try. It has internal processing that gives quaternions which are highly useful to find global orientation. That will reduce the processing cost and allow you to sample data at a higher rate, also solving your vertical orientation problem. Amazing video!

  • @Waitwhat469
    @Waitwhat469 3 года назад

    I wonder if full body tracking for like a VR suit would provide better data, or perhaps a camera system?
    The other source of data could be measure EKG on the limbs as apposed to the head, might yield less noisy data.

  • @TheAstronomyDude
    @TheAstronomyDude 3 года назад +1

    Is Ultron on display in a science center or an amusement park somewhere?

    • @jamesbruton
      @jamesbruton  3 года назад

      Recycled unfortunately (I still have the head).

  • @LLJW4
    @LLJW4 3 года назад

    This is awesome! Great start!

  • @muneeb-khan
    @muneeb-khan 3 года назад

    What a wild project. This is so cool!