Top Banner
{ NeuroPhone: Brain-Mobile Phone Interface using a Wireless EEG Headset Andrew T. Campbell, Tanzeem Choudhury, Shaohan Hu, Hong Lu, Matthew K. Mukerjee , Mashfiqui Rabbi, and Rajeev D. S. Raizada Dartmouth College, Hanover, NH, USA
27

NeuroPhone : Brain-Mobile Phone Interface using a Wireless EEG Headset

Feb 25, 2016

Download

Documents

Evan

NeuroPhone : Brain-Mobile Phone Interface using a Wireless EEG Headset . Andrew T. Campbell, Tanzeem Choudhury , Shaohan Hu, Hong Lu, Matthew K. Mukerjee ∗, Mashfiqui Rabbi, and Rajeev D. S. Raizada Dartmouth College, Hanover, NH, USA . Motivation. - PowerPoint PPT Presentation
Welcome message from author
This document is posted to help you gain knowledge. Please leave a comment to let me know what you think about it! Share it to your friends and learn new things together.
Transcript
Page 1: NeuroPhone : Brain-Mobile Phone Interface using a Wireless EEG Headset

{

NeuroPhone: Brain-Mobile Phone Interface using a Wireless EEG Headset

Andrew T. Campbell, Tanzeem Choudhury, Shaohan Hu, Hong Lu, Matthew K. Mukerjee∗, Mashfiqui Rabbi, and Rajeev D. S. Raizada Dartmouth College, Hanover, NH, USA

Page 2: NeuroPhone : Brain-Mobile Phone Interface using a Wireless EEG Headset

Motivation

Page 3: NeuroPhone : Brain-Mobile Phone Interface using a Wireless EEG Headset

Control your mobile device without touching or speaking

Make control easier in environment require less movement or silence

library classroom

The narrow version for mobile device

Page 4: NeuroPhone : Brain-Mobile Phone Interface using a Wireless EEG Headset

Control many device in a more effortless way

Determent human emotion for many purpose

The generalized version

Page 5: NeuroPhone : Brain-Mobile Phone Interface using a Wireless EEG Headset

Terminology

Page 6: NeuroPhone : Brain-Mobile Phone Interface using a Wireless EEG Headset

Electroencephalography Device that recording electrical activity of

brain

EEG

Page 7: NeuroPhone : Brain-Mobile Phone Interface using a Wireless EEG Headset

P300 is a pattern of certain electrical brain activity

It is usually happened when people try to reacting to certain thing

Typical representation is the record of EEG have a “delay” for 300 to 600 ms

P300

Page 8: NeuroPhone : Brain-Mobile Phone Interface using a Wireless EEG Headset

A way to generalize data, to figure out a pattern. So that we can use the pattern to determent or predict new situation

Machine Learning

Page 9: NeuroPhone : Brain-Mobile Phone Interface using a Wireless EEG Headset

Y = aX0 + bX1 + cX2 Classification Problem

Page 10: NeuroPhone : Brain-Mobile Phone Interface using a Wireless EEG Headset

Test Environment

Page 11: NeuroPhone : Brain-Mobile Phone Interface using a Wireless EEG Headset

iPhone

Page 12: NeuroPhone : Brain-Mobile Phone Interface using a Wireless EEG Headset

Emotiv EPOC EEG headset

Page 13: NeuroPhone : Brain-Mobile Phone Interface using a Wireless EEG Headset

Windows Laptop

Page 14: NeuroPhone : Brain-Mobile Phone Interface using a Wireless EEG Headset

Application

Page 15: NeuroPhone : Brain-Mobile Phone Interface using a Wireless EEG Headset

P300 Mode

Page 16: NeuroPhone : Brain-Mobile Phone Interface using a Wireless EEG Headset

P300 Mode

Page 17: NeuroPhone : Brain-Mobile Phone Interface using a Wireless EEG Headset

Similar to P300 mode, but user must winking their eyes

Wink mode

Page 18: NeuroPhone : Brain-Mobile Phone Interface using a Wireless EEG Headset

Result

Page 19: NeuroPhone : Brain-Mobile Phone Interface using a Wireless EEG Headset

P300 Mode

Page 20: NeuroPhone : Brain-Mobile Phone Interface using a Wireless EEG Headset

Winking Mode

Page 21: NeuroPhone : Brain-Mobile Phone Interface using a Wireless EEG Headset

The application take very little resource Which means devices like smart phone

could totally hand the brain control system

An acceptable Accuracy

Shows

Page 22: NeuroPhone : Brain-Mobile Phone Interface using a Wireless EEG Headset

Algorithm is not perfect yet High battery consuming EEG hardware not good enough

Limitations

Page 23: NeuroPhone : Brain-Mobile Phone Interface using a Wireless EEG Headset

Expensive Very little company working in this field A lot of noise in the information Too big Too ugly

EEG

Page 24: NeuroPhone : Brain-Mobile Phone Interface using a Wireless EEG Headset

EEG

Page 25: NeuroPhone : Brain-Mobile Phone Interface using a Wireless EEG Headset

Conclusion

Page 26: NeuroPhone : Brain-Mobile Phone Interface using a Wireless EEG Headset

It is a concept prove application It proved that brain control on mobile

device can be done The compute unit is powerful enough

already The algorithm can be improve EEG still need improve

Page 27: NeuroPhone : Brain-Mobile Phone Interface using a Wireless EEG Headset

Question?

Thank you