FYI:
The BeagleBone-AI may be a good fit for your project:

https://www.facebook.com/photo.php?fbid=10218976824519992&set=a.2907631578284&type=3&theater

It should do machine vision _much_ better than the BBB.  It's
basically the SoC from the X15 in a BeagleBone form factor.  I'm
working on getting Machinekit working on this board and verifying
capes work as expected.

I couldn't say anything about it earlier, but now they've announced it
at Embedded World.  :)

On 2/24/2019 8:53 AM, Charles Steinkuehler wrote:
> I'd call 1-2 minutes for scanning slow, but that depends a bit on how
> much processing you're trying to do.  Given that sort of time frame, I
> think the main problem you might have with the BBB is running out of
> memory, but again that depends on what you're trying to do.
> 
> For the control, I'd suggest using a tablet/smart-phone and setup a
> remote interface using QtQuickVcp.  You might also be able to use a
> camera on the tablet for your scanning.  I'm not sure if that would be
> easier or harder than doing the scanning with the BBB.
> 
> NOTE: You can get a USB-OTG cable and connect most tablets directly to
> the USB Client port on the BBB.  The table will see the gadget
> Ethernet driver on the BBB and automatically setup networking so you
> don't have to communicate via WiFi.  I do this with a 7" RCA Voyager
> tablet I bought for ~$35.  It's not a great tablet, but the
> touch-screen works fine for a UI!
> 
> On 2/24/2019 7:33 AM, jonas hauptman wrote:
>> Thanks!
>>
>> I am not worried if the vision scanning routine takes 1-2 minutes. Is that
>> in the neighborhood of fast or slow in your opinion? Another thought would
>> be the run an additional beaglebone or Raspberry PI to handle human
>> interface touch display and vision.  Still would cost a lot less than full
>> size PC and control system.
>>
>> What do you think?
>>
>> JH
>>
>> On Sun, Feb 24, 2019, 7:25 AM Charles Steinkuehler <char...@steinkuehler.net>
>> wrote:
>>
>>> That looks like a very interesting project!
>>>
>>> The BeagleBone should be able to handle the 4-axis machine control,
>>> but I'm not sure about handling the vision pipeline.  I know some
>>> people have been doing machine vision projects with the BeagleBone,
>>> but I have no personal experience in this area.  I recommend asking
>>> about machine vision on the BeagleBoard Google Group:
>>>
>>> https://groups.google.com/forum/#!forum/beagleboard
>>>
>>> A PC will give you *MUCH* better performance for the vision pipeline,
>>> but then you will need something to move the motors, which means more
>>> cost and electronics (Mesa hardware, Arduino, or even the BeagleBone).
>>>
>>> If you're not real worried about speed, the BeagleBone will probably
>>> be able to perform the vision tasks you need, just slowly.
>>>
>>> On 2/21/2019 9:31 PM, jonas hauptman wrote:
>>>> Hi,
>>>>
>>>> We are new to your group and to machine kit but hoping the community
>>> might
>>>> have some feedback for us.  We are trying to develop a Rotary 4 axis CNC
>>>> router to machine bamboo poles into precise joints.  We believe this
>>>> will require six motors and also a scanning function as bamboo poles are
>>>> highly irregular in size, shape, and straightness.  Our project goal is
>>> to
>>>> democratize CNC rotary machining with a low-cost high-performance
>>> machine
>>>> for bamboo.   A material that has a huge environmental and
>>>> mechanical upside for both the developed and developing world.
>>>> Presently it is difficult to use it in a high precision fashion and we
>>> hope
>>>> to change that.  Initially, we planned to use a 3d printer Arduino
>>> boards
>>>> and Marlin to control the machine but eventually realized we would have
>>>> trouble independently controlling six motors and true 4 axis machining.
>>> We
>>>> have a little experience with LinuxCNC, I built a CNC Router Parts kit
>>> and
>>>> outfitted it with a custom electronics bundle that Len from Probotix was
>>>> kind enough to create for me around there standard control system
>>> (Unity).
>>>> I am a huge fan of the Probotix machines and controls but we are trying
>>> to
>>>> develop a machine that in total costs around $500 to build
>>>> including computer, scanning camera, touch display, completely
>>> mechanical,
>>>> electrical and CNC system.  Our earlier prototypes used some open
>>>> source components designs and still share some common strategies with
>>>> the Sienci Mill One Kit V3.  Realizing that the cost of a full computer
>>> and
>>>> control system even on Linux was too expensive and that Arduino with
>>> GRBL
>>>> lack the horsepower and software features we need we are trying to
>>> develop
>>>> our strategy and prototypes around the Beaglebone with a Cramps Cape.
>>>>
>>>> I am posting hoping to begin to build a community around our project and
>>>> looking for insights of any kind especially around our need of a control
>>>> system for 4 axis and that can support our scanning needs.  I have
>>>> attached a series of schematic and photographic summaries of our
>>> progress
>>>> and look forward to input from the community.
>>>>
>>>> Best regards,
>>>>
>>>> Jonas Hauptman
> 


-- 
Charles Steinkuehler
char...@steinkuehler.net

-- 
website: http://www.machinekit.io blog: http://blog.machinekit.io github: 
https://github.com/machinekit
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