T15, Brain machine interfaces (Joao Sanches) Flashcards

1
Q

WHAT DO YOU USE THE BEYES THEOREM FOR?

A
  • Basics of all current estimation method
  • Establish how our vision of the reality (theta) changes with new observations (x)
  • you don’t know (theta=what you are looking for) but you know the normal distribution of theta –>p(theta) you know more than nothing
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2
Q

difference between the Maximize likelihood function (ML) (data driven method) and

A

?

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3
Q

if you are searching for detection of movement where are should you look?

A

primary motor cortex

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4
Q

if you are searching for detection of movement where are should you look?

A

primary motor cortex

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5
Q

what is homunculus?

A
  • Motor map
  • -> in precentral gyrus
  • Sensory map
  • -> in postcentral gyrus
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6
Q

Challange?

A

try to detect and identify neurons activities in motor and sensor area

metabolic activity?–> less accurate than electrical activity

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7
Q

Example of data acquisition?

A
  1. Eelctroencephalongraphy
    - cap (more accurate) distribution of electrodes is standard. often only electrodes in the middle are used because thats where motor and sensor cortex is
    -
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8
Q

Typical set-up for

A

?

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9
Q

what is BCI?

A
  1. a pattern recognition problem
  2. an estimation/detection problem

oscillatory waves

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10
Q

Difference between alpha, beta, gamma?

A

their frequency

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11
Q

P300 evoked potential

A
  • one of the most important methods
  • peak about 300 ms after the stimuli
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12
Q

potentials?

A

potentials on the cortex

- all different kinds of changing (evoked or not)

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13
Q

is the brain ever inactive?

A

no, the brain is always working. Even when you rest your brain has standard firing rate when they are not occupied in a task. More or less constant.

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14
Q

ERD/ ERS

A

EVENT RELATED De/Synchronization

  • desynconisation, activation decreases when more neurons syncronize ( in regions when the area is enrolled in a task)
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15
Q

Neural masses?

A

ERD

  • low magniture
  • irregular
  • gitter?

ERS

  • synchronized
  • not enrolled in any task but still synchronized
  • higher magnitude

phase–> randome variable

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16
Q

event related (de)synchronized ERD/ERS?

A

assuming

17
Q

how can you detect a movement BY EEG?

A

analyze the brainwaves and how they are synchronized. If the magnitude decreases the area is active in the movement

movement —> decreasing magnitude

18
Q

alpha band?

A

C4 the most decreasing one is the left hand?

what we can se the inactive task and the active task
ratio between the (p(act)-p(rest))/p(rest)

19
Q

Phase locking factor field (PLEf)

A

continous field of phase in the skull space

20
Q

important part?

A
  1. issue of desynchronization
  2. potential
  3. ocialliatory signal (magnitude and phase)
    4.
21
Q

pre procesing

A

take away noice etc

22
Q

feature extraction

A
  1. power
  2. magnitude
  3. phase
  4. synchronization
  5. ERD/..
23
Q

detection?

A

?

24
Q

slow cortical potentials (SCPs)?

A
  • slow voltage shifts in the EEG occurring in the frequency range 1-2 Hz
  • Negative SCPs correspond to a general decrease in cortical excitability
  • positive SCP correspond to a general increase in cortical excitability
25
Q

what is ERP?

A

Evoked Related Potential

26
Q

Visual evoked potentials (VEPs)?

A
  • More prominent in the occipital area
  • ## if a visual stimuli is presented —> a continuous oscillatory electrical response is elicited in the visual pathways
27
Q

What was the response to mental tasks?

A

Different mental tasks lead to distinkt, task-specific distribution of EEG frequency patterns over the scalp

28
Q

What is Movement-related potentials (MRP)?

A
  • Low frequency potentials that start about 1-1.5 s before a movement
  • Bilateral distribution
  • Present maximum amplitude at the vertex