Autonomous A.I. Robot Navigation Setup & Demo

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  • čas přidán 8. 11. 2020
  • Get your first 10 PCBs for free at www.pcbway.com/
    It's part 2 of my Really Useful Robot project. This time we're setting up ROS on the robot so it can map and navigate it's environment using the laser scanner. I'm using the ROS navigation stack, but this is dependent on having the Odometry set up properly which is where the main focus of this video is. Hardware includes an NVIDIA Jetson Xavier NX, RP Lidar A2, ODrive 3.6 + brushless motors and 8192 CPR encoders, Teensy 4.1. With thanks to:
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Komentáře • 183

  • @jamesbruton
    @jamesbruton  Před 3 lety +40

    This project is open source and you can find the files on my Github: github.com/XRobots/ReallyUsefulRobot Patrons and CZcams Channel Members can get my videos up to a week early!

    • @user-bv8tu3tz2r
      @user-bv8tu3tz2r Před 3 lety +2

      Here we go. One more AI system czcams.com/video/3UaH4J91dTE/video.html

    • @MuhammadDaudkhanTV100
      @MuhammadDaudkhanTV100 Před 3 lety

      Fantastic

    • @ukirfan
      @ukirfan Před 3 lety

      good work, will be of use for the lonely elder people , if it can open the door or fetch a glass of water or medicine.

    • @talentz49
      @talentz49 Před rokem

      czcams.com/video/LKJ4Iy-HxvE/video.html

  • @Paul-rs4gd
    @Paul-rs4gd Před 3 lety +23

    Another good reason for having an Arduino microcontroller between the Jetson and the motors is that a microcontroller is much more reliable than a computer with an O/S. You can wire the Arduino to a few bump sensors, and use its watchdog timer, so that it can safely halt the robot if it hits anything or if the Jetson stops communicating. I have done this on all my robots as the higher level functions are more prone to fail.

    • @lusher00
      @lusher00 Před 2 lety

      Or just write better software like we do in all sorts of mission critical hardware like guidance computers and flight management systems.

  • @TheLoneGingerShow
    @TheLoneGingerShow Před 3 lety +20

    With each new episode I get more and more in over my head.
    You have slowly gone from a mechanical genius to a full-stack-integrated mad man...
    As always, thank you for sharing James!
    -J

    • @jamesbruton
      @jamesbruton  Před 3 lety +8

      Thanks - it's mostly code I didn't write, but it's complicated enough for me!

    • @pvic6959
      @pvic6959 Před 3 lety +2

      @@jamesbruton hey James, Software engineer here, you gotta start somewhere! You seem to know what the code does and thats like 70% of the battle. Soon enough you'll be able to write your own code whether you like it or not :P

  • @devanshgarg31
    @devanshgarg31 Před 3 lety +41

    I recommend you to make a tutorial series on ros for us

    • @spabbarter
      @spabbarter Před 3 lety +7

      Perhaps James could also include his keys to productivity because he seems to complete at least one mini-project per week and major projects monthly. He really is one of the most incredibly inspirational and undoubtedly fantastic examples of human that we have - the ultimate professor who freely provides instruction and source material.

    • @ishraqhasan
      @ishraqhasan Před 3 lety +1

      Seconded. I cannot find any ROS tutorials which I could properly follow.

    • @raidhubeiucy5938
      @raidhubeiucy5938 Před 2 lety +1

      @@ishraqhasan refer construct

  • @adarshgouda847
    @adarshgouda847 Před 3 lety +1

    Your content delivery is simply brilliant. Each video is packed with a plethora of information.

  • @deresemarc7203
    @deresemarc7203 Před 3 lety +1

    Awesome video. Wrapping the whole stack from From the micro controller to path planning, what a ride !

  • @TradieTrev
    @TradieTrev Před 3 lety +4

    Really appreciate your open source efforts James!

  • @RydenTTV
    @RydenTTV Před 3 lety +1

    I have no idea what you are talking about most of the time but really enjoy your content.

  • @ZaidPirwani
    @ZaidPirwani Před 3 lety +2

    THANK YOU VERY MUCH - this part 2 and the part 1 are very very helpful videos for anyone starting with ROS - cause even when you have started there is a good enough learning curve and there are many pits where one can get stuck.
    I hope you add IMU as well in future and integrate that as well in the odom messages.
    THANKS.

  • @JohnDlugosz
    @JohnDlugosz Před 3 lety +9

    12:15 I can only imagine that you programmed the vision system with your socks. Imagine it showing "my master" and boxing your foot when that sock comes into view.

  • @kevinmcaleer28
    @kevinmcaleer28 Před 3 lety +2

    Awesome build - this reminds me of that robot
    You had a couple of years ago, with the PC inside.

  • @TheSloppyDingo
    @TheSloppyDingo Před 3 lety +2

    Super inspiring James! Thank you! 👍

  • @WistrelChianti
    @WistrelChianti Před 3 lety

    Very impressive. So many names and acronyms haha. You're doing a good job of convincing me that I was right to avoid ROS as long as I can get away with (although I'll have to go there eventually for one project). Still, I've gone from knowing nothing about it (other than "it's complicated") to knowing at least something about how it does stuff, which is good so thanks! I can see why it has it's place in the world, as clearly stuff can get complex fast and everyone would end up reinventing the wheel if it didn't exist.

  • @Jynxx_13
    @Jynxx_13 Před 3 lety

    Love the USB breakout board mount on the orange/blue bot. Finally, a use for those damn purge blocks! LOL

  • @viniciusfriasaleite8016
    @viniciusfriasaleite8016 Před 3 lety +2

    I can't wait to see the robotdogs making map and navigation!!!

  • @TheSkogemann
    @TheSkogemann Před 3 lety

    Awesome project! Looking forward to the nexxt episode :)

  • @finallyfunctional
    @finallyfunctional Před 3 lety +7

    Great video James!

  • @gerokatseros
    @gerokatseros Před 3 lety +1

    super interesting and well explained!!! thank you sir

  • @antonwinter630
    @antonwinter630 Před 3 lety

    wow, this is getting sophisticated !

  • @davidalbertopozaaguilar4698

    Absolutely amazing. Brilliant.

  • @cheesecake667
    @cheesecake667 Před 3 lety

    I love this Video. Ros is so freakin awesome

  • @ianoyama9665
    @ianoyama9665 Před 3 lety

    When you said that it will be able to go up and down and pick up stuff, I get Rob for super smash vibes!!

  • @airsoftbeast11234
    @airsoftbeast11234 Před 3 lety

    Took a class in university where we learned the fundamental algorithms behind SLAM: path planning methods and mapping, and Kalman/particle filtering for localization. if you have the time, I highly recommend building it out from the ground-up, you learn so much about the software side without using ROS! My favorite part? You can write it all in python 😆

  • @starblastershooter2444

    So amazing , I wanna build a robot like this

  • @RupertBruce
    @RupertBruce Před 3 lety

    Good job on the software! Running code wins.

  • @mind.hacker9996
    @mind.hacker9996 Před 3 lety +1

    Wow, this is awesome!! It would be cool if you had a discord community. Also, thanks for the motivation I picked up an older Nvidia tx1for pretty cheap last week to lear on Thank You

  • @lukebeattie6264
    @lukebeattie6264 Před 3 lety +1

    Great video, very cool

  • @jasoncreech4486
    @jasoncreech4486 Před 3 lety

    Some people wish for boats or big houses if they hit the lottery, but I wish I could work together on a tracked humanoid project together with you. Thanks for sharing all your work with us.

  • @stardobas
    @stardobas Před 3 lety

    I love your Ros video...

  • @EngineeringSpareTime
    @EngineeringSpareTime Před 3 lety

    Your mechanical designs are really improving - nice platform design :)
    I‘m building a 6 DOF robot arm at the moment. By seeing this, I think about using ROS. Have you heard about the ROSCube-X? It seems to be a nice system..

  • @ovidiurosu6632
    @ovidiurosu6632 Před 3 lety +3

    Great, you've done a very good job, thank you. My version of the ROS robot didn't move as smooth as this one.
    It would be nice if you get the chance to explain some of the optimizations, issues you faced and how you solved them. For example, I wasn't able to get my robot to drive backwards until it gets to a place big enough to spin. I also had a tough time with rotating fast enough to keep in sync with the navigation stack...

    • @jamesbruton
      @jamesbruton  Před 3 lety

      I mostly used the parameters from NOX RObot Project and Turtlebot, with just a bit of trial and error. I'm still trying to understand all of the parameters myself. I'll be uploading it all to Github soon.

  • @gregoirepainchaud
    @gregoirepainchaud Před 3 lety

    so... ultimately this is gonna be a giant tea/coffee fetcher? ;-) great work, this is impressive for real! :-)

  • @SomeOne-hw6jw
    @SomeOne-hw6jw Před 3 lety

    marketing idea => put your humanoid robot on top of the base and have it do some tricks (rolling around while holding a service tray like a waiter, opening doors, using facial recognition to talk to you etc..)
    Great Buzz potential!

  • @wilgarcia1
    @wilgarcia1 Před 3 lety

    That's awesome dude =D

  • @DrWho2008t101
    @DrWho2008t101 Před 3 lety

    thanks for the video.

  • @aitor.online
    @aitor.online Před 3 lety

    imagine adding some of these features to the opendog robot. would be so sick

  • @PhG1961
    @PhG1961 Před 3 lety

    Really amazing !

  • @jtool8744
    @jtool8744 Před 3 lety +1

    In move_base, you can disable it being allowed to drive backwards, since your robot can't see backwards properly, I would recommend doing so.

    • @jamesbruton
      @jamesbruton  Před 3 lety

      I was considering it, but it seems to work ok, it's only about 5% blind spot

  • @KnightsWithoutATable
    @KnightsWithoutATable Před 3 lety

    Your E-Stop method is nice to see. All too often I have seen e-stop buttons that are suppose to "stop all motion in the machine", but fail to actually cut the power to the motors moving it. You might want to consider a NO motor contactor instead of a relay if you go up much higher in amperage and voltage. They are better than the automotive solenoid you showed.

  • @5minutemakes115
    @5minutemakes115 Před 3 lety +1

    Amazing

  • @CarlosOrtiz-ht6rn
    @CarlosOrtiz-ht6rn Před 3 lety

    Amazing!

  • @Thuliolima2008
    @Thuliolima2008 Před 3 lety

    Very Good!

  • @AdityaPrakash-kt3rf
    @AdityaPrakash-kt3rf Před 3 lety +2

    Hello James! Great video as usual! I wanted to ask about the navigation stack. Are u running all the software(including the Navigation stack) on the Xavier? From what I have heard, navigation stack needs monstrous amounts of processing power.

    • @jamesbruton
      @jamesbruton  Před 3 lety

      The navigation part of it is running on a workstation - but it's a VM running under Windows so there are some issues. More on that in a couple of weeks.

    • @cheesecake667
      @cheesecake667 Před 3 lety

      I think yes. He runs the Ros launch-file inside the jetson. There doesnt seem to be any Ros installed on the Workstation. But it would be awesome if sometime in the future any heavy calculations where outsourced to the workstation. Ros is definetly capable of doing that.

    • @AdityaPrakash-kt3rf
      @AdityaPrakash-kt3rf Před 3 lety

      @@jamesbruton Oh ok. I wanted to check that. Even I have heard that navigation is so heavy that it needs to run on a seperate Pi or other PC.

  • @henricazottes3503
    @henricazottes3503 Před 3 lety +1

    Hi, awesome project! I've you ever considered or tried using PlatformIO ? It's a VSCode extension for programming micro controllers. Seeing people using Arduino IDE for big projects like that just make me feel... impressed :)

  • @mpovid
    @mpovid Před 3 lety

    Champ is a repo for navigation with legged robots. It actually has an opendog v2 example

    • @jamesbruton
      @jamesbruton  Před 3 lety

      I've seen it, I'm just not ready for it yet. I think also getting accurate Odometry data would be hard because the legs are so springy in real life

  • @RupertBruce
    @RupertBruce Před 3 lety

    Perhaps the Lidar is presuming deployment in a downward - facing installation (eg. under aircraft).

  • @pingdjm
    @pingdjm Před 3 lety

    This is great. I just started building based on your design. I have ender3, and build volume does not allow me to print parts in the same size. Do you have any recommendations? I make the size 85% of the current model I can print in Ender3

  • @selfawaredevices
    @selfawaredevices Před 3 lety

    Hi! Great work! Will you share XavierNX Disk Image?

  • @faizahmedshaheen6919
    @faizahmedshaheen6919 Před rokem

    Hello James, your work is really inspiring. How did you learn this all? How did you learn being a mechanical engineer?

  • @jeremyporterfield1611
    @jeremyporterfield1611 Před 3 lety

    James, I think your content is unlike anything else out there. It’s truly top-notch and I really enjoy watching it. However, and it’s possible I’m the only one that notices, but there is a high-pitched hiss in your audio - I’m not certain what frequency but very high - that should be really easy to fix in post processing that would make it so much more enjoyable from an audio perspective. It’s not in every shot - for instance, it’s not in the screen recorded content for the most part, but when you are on screen, it is very noticeable.
    Again, not trying to criticize at all. The content is fantastic. Just trying to bring some feedback about the audio

  • @MuhammadDaudkhanTV100
    @MuhammadDaudkhanTV100 Před 3 lety +1

    Woo awesome

  • @mcmadness110
    @mcmadness110 Před 3 lety +1

    This robot reminds me of the Stretch RE1 from Hello Robot.

  • @Shadow__X
    @Shadow__X Před 3 lety

    so there is going to be an arm on it, but maybe you could put a spare motor on it for attachments like a blender (it's called really useful, so it should be able to do a lot of stuff right?)

  • @_pixelatedsilver2a412
    @_pixelatedsilver2a412 Před 2 lety

    Super late, but could you use a high performance mouse sensor for aiding accurate floor movement data?

  • @decodedbunny101
    @decodedbunny101 Před 3 lety

    It Will be very usefull

  • @stephanbecker6394
    @stephanbecker6394 Před 3 lety

    hi there! I was thinking of an old robovac that I have( mainboard is bosted), to bring back alive with an Arduino.
    is it possible to do with just two Arduino Uno and a motor shield? (with navigation and mapping tech)
    perhaps you can make a video of bringing one to live to.

  • @andreasvox8068
    @andreasvox8068 Před 3 lety

    R.U.R. -- I see what you did there! :-)

  • @abdenourbenkrid7502
    @abdenourbenkrid7502 Před 10 měsíci

    Thank you so much for your videos I find your work very interesting, would it be possible to have more information on the batteries, did you use 22.2 V ? because I have looked for it, but I cannot find 24 V

    • @jamesbruton
      @jamesbruton  Před 10 měsíci +1

      Yes it's a 6S LiPo, full charge is around 25V.

    • @abdenourbenkrid7502
      @abdenourbenkrid7502 Před 10 měsíci

      @@jamesbruton I'm not very expert in batteries, but would it be possible to choose one with 20000 mhA? or a less powerful one will be better suited?

  • @iannoronha1733
    @iannoronha1733 Před 3 lety

    I think you can get a way more accurate odometry using google cartographer. I've checked your previous youtube videos about navigation using rplidar. I can show you how to configure it without needing imu reading as well if you want. I'm not 100% sure about better results but it'll be interesting to compare the two outputs. Also, your Arduino code will become waaay shorter as it'll only have to control the motors. You could even omit the serial node altogether and directly control it using the jetson; although I'm still exploring this last part...

  • @venusgutierrez4206
    @venusgutierrez4206 Před rokem

    How will the robot go automatically without the arrows? How to save the different spots/location?

  • @labbiee
    @labbiee Před 3 lety +1

    As it has several different batteries you should integrate the chargers into the robot and have a dock that it can drive over and get power.

    • @jamesbruton
      @jamesbruton  Před 3 lety

      I'd like to, but that is a whole consideration

    • @labbiee
      @labbiee Před 3 lety

      Omg thank you so much for the reply @James Bruton

  • @sammflynn6751
    @sammflynn6751 Před 3 lety

    Sir,A request, please show us how to incorporate an IMU sensors (mayb the MPU-6050)into our robots using ros.

  • @Vikram-od6ur
    @Vikram-od6ur Před 3 lety

    sir is it possible to control the flysky transmitter using your laptop in order to control the drone with pc ,please make a video on it

  • @codessmith4131
    @codessmith4131 Před 3 lety +1

    Is the scan of the environment offset and blurring because the laser is rotating at an offset from the center of the laser device itself?

    • @jamesbruton
      @jamesbruton  Před 3 lety

      That is taken care of in the transform

  • @finnsuchara1992
    @finnsuchara1992 Před 3 lety

    You should have it try navigating a corn maze kind of thing.

  • @Shep-1701
    @Shep-1701 Před 3 lety

    Damn basically making ROB

  • @FSK1138
    @FSK1138 Před 3 lety +1

    20:14 totally ignoring parameters ...............like a boss 😎
    some thing tells me this is all leading up to a autonomous open dog with arms and nerf blasters

  • @motbus3
    @motbus3 Před 3 lety

    question:
    isnt publishing to topics an overhead? i understand the reason for distributing as event based system but it wouldnt make the system less real time ?

  • @andymouse
    @andymouse Před 3 lety

    nice.

  • @100c7n
    @100c7n Před 3 lety

    you do a good job at making the videos slow but not get it over with slow but a nice maybe I'll stay a while slow

  • @lucasbordone9614
    @lucasbordone9614 Před 3 lety

    can you tell me how is the angular precision of a robot like this?

  • @TylahKwin
    @TylahKwin Před 3 lety

    I’m also working on a ros robot currently. What nodes are you running on what hardware? I saw in another comment you were running navigation (move_base and amcl?) in a remote workstation. Was this because the xavier couldn’t handle it? My RPi4 doesn’t seem to be able to keep up with amcl and move_base to stay localized so I get real funky behavior.

    • @jamesbruton
      @jamesbruton  Před 3 lety

      It probably could, I just like having the config files for the navigation stack on a machine that's in front of me.

    • @TylahKwin
      @TylahKwin Před 3 lety

      James Bruton gotcha, I’ve gotten really used to using ssh and bash to do everything so mostly I’m working over ssh and only using my workstation for rviz and roscore. You can also launch nodes on a remote machine in a launch file. I think I’m going to try running navigation on my workstation and see if the quality increases.

  • @TheAstronomyDude
    @TheAstronomyDude Před 3 lety +1

    If you drop a sock on the floor, would it be able to navigate around it?

    • @jamesbruton
      @jamesbruton  Před 3 lety

      As long as it's higher than the laser

  • @Francois_Dupont
    @Francois_Dupont Před 3 lety

    can you imagine all that and its not even at the level to fetch you a beer.
    replacing a human for even a simple task it such a immense step.

  • @ahbushnell1
    @ahbushnell1 Před 3 lety +1

    Do you have a fuse in series with your batteries?

  • @hamadaag5659
    @hamadaag5659 Před 3 lety

    For some reason the “Utility stick” made me laugh

  • @p1g2b345
    @p1g2b345 Před 3 lety

    Hi James, great work! Can you please do a ROS2 version ASAP, it's quite stable now. &/OR Nvidia Isaac

  • @naveensagar6082
    @naveensagar6082 Před 3 lety +1

    Is it possible to use stm32 blue-pill instead of teensy...?

  • @JMRCREATIONS
    @JMRCREATIONS Před 3 lety +1

    I know that the king of AI is you.And I am jealous for that😀😀🤴🤴

    • @vannoo67
      @vannoo67 Před 3 lety +1

      TBH, James is still a padawan, but he did just build his first light sabre.

  • @zombierevival591
    @zombierevival591 Před 3 lety

    Great video, are you going to use the Xbox Kinect for the eyes of your robot. The guy from Stuff Made Here made a basket ball hoop that helps you score points with the Kinect sensor.

    • @jamesbruton
      @jamesbruton  Před 3 lety +1

      It may get an Intel Realsense camera at some point

  • @MagDag_
    @MagDag_ Před 3 lety

    Can you please explain about Teensy 4.1vs Arduino?

  • @jameswright-kr6bs
    @jameswright-kr6bs Před 11 měsíci

    why can't i find the robot am looking for the autonomous a57 personal robot

  • @nicotronics
    @nicotronics Před 3 lety

    I have a question, what does the laser scanner do with mirrors?

  • @godash2
    @godash2 Před 3 lety

    Hey can you bulid a vacuum cleaning bot using regular objects without using complex 3D printing parts or complex electronics.

    • @roner61
      @roner61 Před 3 lety

      A vacuum cleaner without complex electronics is...a vacuum cleaner. :-)

  • @ingusmant
    @ingusmant Před 3 lety +1

    James you could bring this to investors and start a company, I seen startups with way less getting millions in seed funding

    • @TheDanielMoose
      @TheDanielMoose Před 3 lety

      I dont think you understand his stance on open robotics projects
      Not selling to investors

  • @Zachtually
    @Zachtually Před 10 měsíci

    Would very much like to see what he looks like now

  • @nemesis12357
    @nemesis12357 Před 3 lety

    So RUR, Rossum's Universal Robots where the word robot was first made I believe.

  • @kristijonaskuzmickas8416
    @kristijonaskuzmickas8416 Před 3 lety +1

    Lets do Michael Reeves + James Bruton + Hacksmith team!

  • @andrewtoth7674
    @andrewtoth7674 Před 3 lety

    Question for you, James:
    Roughly how much of maximum effort are your motors using?
    My problem I'm trying to solve: I'd like to make a similar robot, but one that is self-balancing. It needs to be quite fast and have sufficient torque to lift itself up in the event of a crash, but I can't necessarily afford the most expensive motors. And I've got little intuition for units of torque.
    Thank you for your videos: They've been much more useful to me than TheConstruct's in learning ROS conceptually.

    • @jamesbruton
      @jamesbruton  Před 3 lety +1

      Hardly any. Check out: czcams.com/video/zlucjoYLGi8/video.html - it's pretty much the same setup but on 48v

    • @andrewtoth7674
      @andrewtoth7674 Před 3 lety

      @@jamesbruton derp, forgot you did that. But in your videos, I don't remember you showing a self-recovery. A couple of falls, and I assumed you manually lifted sonic back up. I'm interested in sufficient "motor oomph" to lift sonic from his face to his
      "feet."
      (But thank you!) At least watching your sonic robot gives me a place to start from!

  • @ammarhusseinbakry5000
    @ammarhusseinbakry5000 Před 3 lety

    Can I get technical support and answer some questions?

  • @adarshgouda847
    @adarshgouda847 Před 3 lety

    Question: Your prior project piggy backed on the NOX Arduino project. This time around it seems that you have built your own stack from fundamentals. I have been trying to follow your ROS projects but now suddenly I'm lost. How do I setup a Navigation Stack on my own and not git clone catkin_make an already published project like linorobot or husky or turtlebot . I know there is ROS tutorial on Navigation Stack and I tried following it with no success. There are so many moving pieces and catkin_make won't compile unless I have all nodes setup properly and to verify individual nodes I need to compile catkin_make. Its a chicken and egg problem I reckon. Do you have video on how to accomplish this mammoth of a task? Or what resources should I refer to?

    • @jamesbruton
      @jamesbruton  Před 3 lety +1

      I published my who navigation config on Github, but I pretty much did the whole thing on a clean build with no other previous robot's config on.

    • @adarshgouda847
      @adarshgouda847 Před 3 lety

      @@jamesbruton Thank for reverting. I am trying to figure out how to make a clean build. And this link wiki.ros.org/navigation doesnt help much in setting up a clean build... Do you have some references that has more details on how to actually set all the dependencies etc in make it all work...

  • @case_sensitive
    @case_sensitive Před 3 lety

    do you ever need to replace you batteries? You seem to use the same batteries often so I guess you just take good care of them

    • @jamesbruton
      @jamesbruton  Před 3 lety

      Yep, just keep them on storage charge when they aren't in use

  • @niconoob184
    @niconoob184 Před 3 lety +1

    does someone know the reference for the voltmeters?

    • @jamesbruton
      @jamesbruton  Před 3 lety +1

      I just got them from eBay, but it was about 2 years ago and I've been reusing them ever since

  • @kerimmededovic1397
    @kerimmededovic1397 Před 3 lety

    Why aren’t linear and rotational brushes made?
    (edit) the rotational ones are made.

  • @doodle3986
    @doodle3986 Před 3 lety

    Wich program do you use for the robots navigation?

    • @jamesbruton
      @jamesbruton  Před 3 lety

      The entire video is about that - it's ROS

  • @kristijonaskuzmickas8416

    wow

  • @VLSystems
    @VLSystems Před 3 lety

    Hi ))
    Why if i start only move_base node my robot all work, move_base subscribe on /scan
    But if i start amcl with move_base amcl subscriber on /scan, but move_base not subscribe on /scan, and robot dos not work
    Pls help me)

  • @vihangpathak9759
    @vihangpathak9759 Před 3 lety

    Make a RoS tutorial series

  • @Han-ex2gl
    @Han-ex2gl Před 3 lety

    Cool robot, just to nitpick a bit, this is not AI but rather SLAM, ROS default to gmapping for mapping and localization, and trajectory rollout and dynamic window approaches for path planning.

  • @mahmoudmaarouf1811
    @mahmoudmaarouf1811 Před 2 měsíci

    If the laser doesn't stay still so where am i wrong ?