T14, Brain machine interfaces (Joao Sanches) Flashcards
Most application of brain computer interfaces?
- to motor cortex
- to repair and help destroyed parts of the brain?
joh Hopkins university and prosthetic arms?
A man could lift his arm up and down and also to grasp a boll etc.
implanted BCI?
Brain Computer Interface (BCI) (Brain gate?)
- chip is inplantade just beneath scull
- mind can control video games etc.
Additional arm on a monkey? university of pittsburg
the money could control his arm without knowing what he is doing. he learned how to think to move the arm.
brain gate 2012 in browns university?
A handicaped person succeeded to make a robot puck up something to drink with her mind
How can we “see” the brain working?
- Direct measures
- -> electrical activity
- -> magnetic activity
- -> metabolic activity - Indirect information
- -> psysiological
- -> behavioural
Ways of measuring brain activity?
1. Electrophysiological EEG --> directly from cortex ECoG —> electrocorticography Intracortical devices
- Magnetic systems
- MEG - Metabolic measures
- fMRI
- NIRS
Neuronal electronic activity
Observing a great amount of cells not one cell
EEG?
ON SCUL
- Cap
- -> wireless - Electrods on the head (not wireless)
Problem: Quality of the signal,
Local field potential?
Possible to detect activation of electrosignal
- EcoG & LFP
we assume that what we are processing is a continuous signal, (signal train)
typicle waves?
- Oscillatory brain waves
- with different frequencies, magnitude and phase
brainwave during REM sleep and awake is very similar
alpha waves, resting state for adult, dissapears when sleeping
what is BCI?
- a pattern recognition problem
- an estimation/detection problem
E.G. ?
typical pipeline processing?
- user brain signal acquisition
- -> without noice - Cerebral activity measurement
- pre-processing
- feature extraction
- feature classification and post-processing
- Device control
Name a typical problem for BCI?
Detection part
if we example have an observation with noisy and missing data but are able to reconstruct what we know through inverting the problem
Direct problem:
x
Definition of a well posed problem
- solution exist
- solution is unique
- the solution depends continuously on the data
- -> when you change slightly the data the solution should change slightly - can be problematic