Brain Computer Interface Done!!

Today We succeed in Brain computer Interfacing at our Lab. We used 6 serially connected Electrode ( dry) to acquire EMG ( Brain Signal). We than Extracted the features after post processing and Trained a Neural Network at our various thought process.

The signal acquired from Brain is Processed in PC which controls an External circuit of Bulb.

Just by thinking that the bulb is getting dimmed, we are able to dim it increase the intensity. Also Switch on and Off are achieved.
67% accuracy, 32 seconds response time in average. and a dam low cost one with only $50.

Now the technology will be patented with some more result improvement. Feeling fantastic happy and feeling totally drained out after nearly 3 months of relentless efforts.

Gotta go to sleep............................ bye Guys!

Replies

  • Ankita Katdare
    Ankita Katdare
    This is awesome Rupam! Pathbreaking. πŸ‘
    We would like to know more about this from you. Do share the video too.
  • Harshad Italiya
    Harshad Italiya
    Wow ! Superb Work there Rupam, waiting for some more details. πŸ˜€
  • ISHAN TOPRE
    ISHAN TOPRE
    This calls for a video and most importantly a PARTY πŸ˜€ Awesome work friend πŸ‘
  • Kaustubh Katdare
    Kaustubh Katdare
    Can't wait to see the photos and videos of the wizardry you've done πŸ˜‰ Thread moved to electronics section.
  • Harshad Italiya
    Harshad Italiya
    Signals you are receiving from sensors connected to brain is remains uniform for all humans or it may vary according to person?
  • Rupam Das
    Rupam Das
    Hello all, First of all thank you all for your posts. πŸ˜” Unfortunately due to some real hard deadline, I am unable to follow CE threads, But here is what is the summery:
    1) There are total 128 Points in brain where neurons meets and where the signal is maximum.
    2) We identified 8 such points where the signal strength is maximum
    3) A Cap was designed with points placed at those points ( They may vary from person to person but will be almost at the same position)
    4) The anode of one point was connected to the cathode of the other.
    5) Finally we took the actual anode and cathode. ( the signal range is 2mV to 27mV)
    6) That signal is amplified using Instrumentation amplifier
    7) The impedance matching was performed by adding a buffer at the output stage.
    8) Signal was read to PC by ATMEG 168 through USB Shield.
    9) This signal is Non stationary.
    10) It is made stationary with STFT.
    11) Features were extracted from the signal ( total 128 features)
    12) We trained a Neural Network with 5000 epochs and .00001 Error rate with 512 Hidden layers. for 4 Input conditions.

    Bingo.........
  • Rupam Das
    Rupam Das
    Update: Video of Signal Processing part in BCI
  • Dancer_Engineer
    Dancer_Engineer
    Awesome Rupam. πŸ‘ πŸ˜€
    Rupam Sir. πŸ˜€
  • Kaustubh Katdare
    Kaustubh Katdare
    Impressive, Rupam! πŸ˜€
  • Saandeep Sreerambatla
    Saandeep Sreerambatla
    Very good work Rupam. Is this related to the 8 points in lie detector? Curious to know. Thanks!
  • lovejeet
    lovejeet
    really awesome work. hats off to the awesome effort you all put in to the project. congrats.
  • PraveenKumar Purushothaman
    PraveenKumar Purushothaman
    Looks cool buddy... Where can we see the demo?
  • ashuashi
    ashuashi
    @ Rupam... Gud Job...

    Once fully done and tested, can be further improved to wireless transmission... πŸ‘
  • Irfan Amin
    Irfan Amin
    Rupam Das
    Update: Video of Signal Processing part in BCI
    can you help me in this project. I'm currently working on this project

You are reading an archived discussion.

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