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Introduction to
Brain Computer
Interface
M.K.Jeevarajan
www.pantechsolutions.net/brainsense
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt
Brain Computer Interface
• Communication using Thoughts of Brain (EEG)
without using any Muscle control, Especially for
Severely Paralyzed people
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt
What is Biosignal?
• A bio signal is any signal in human beings that
can be continually measured and monitored.
– ECG(Electrocardiogram)
– EEG(Electroencephalogram)
– EMG(Electromyogram)
– EOG(Electrooculogram)
– Galvanic skin response
– MEG(Magneto encephalography)
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt
Introduction to EEG
• Electroencephalography (EEG) is
the recording of electrical activity
along the scalp. EEG measures
voltage fluctuations resulting from
ionic current flows within the neurons
of the brain
• German physiologist and psychiatrist
Hans Berger (1873–1941) recorded
the first human EEG in 1924
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt
What is Neurofeedback?
• Neurofeedback is direct training of brain function,
by which the brain learns to function more
efficiently .
• Neurofeedback is used to teach children with
ADHD how to calm and concentrate.
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt
BCI defined
• A BCI generally consists of three main
components:
1. A Signal-acquisition module (Electrode,Filtering and
Amplifier)
2. A Signal-processing module(ASIC ,DSP)
3. A Control module ( Microcontroller &Driver)
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt
BCI Types-Electrodes
BCI Types:
– Invasive
– Involves attaching electrodes directly to the
brain tissue
– The patient’s brain gradually adapts its
signals to be sent through the electrodes
– Non-invasive
Involves putting electrodes on the scalp of the
patient, and taking readings
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt
Invasive EEG-Braingate
• Click here to play video
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt
Three BCI Subtypes
• Active BCI: “An active BCI is a BCI which derives its outputs from brain activity
which is directly consciously controlled by the user, independently from external
events, for controlling an application.”
• Reactive BCI: “A reactive BCI is a BCI which derives its outputs from brain activity
arising in reaction to external stimulation, which is indirectly modulated by the
user for controlling an application.”
• Passive BCI: “A passive BCI is a BCI which derives its outputs from arbitrary brain
activity without the purpose of voluntary control, for enriching a human-computer
interaction with implicit information.”
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt
Anatomy
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt
Functional Mapping
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt
Anatomy
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt
Volume Conduction
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt
Why is BCI Hard?
• Processing depends on unknown parameters, most of the dynamics are still
uncovered.
• Signal-to-noise ratio is very challenging, so sensitive measures are hard to
obtain
• Relevant brain activity is small compared to interfering artifacts and compared
to brain background activity
• Specific measures are even harder to obtain (with coarse-grained sensing)
• Large collections of neurons are involved in many different activities, not just
one
• Underlying phenomena are also highly diverse and rich and derived measures
are still poorly understood – not always clear what to look for
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt
Reason for Variability
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt
Consequences
• Sophisticated signal processing is required
• BCI systems must be calibrated before they
can be used
• Calibration should entail as much information as
available, e.g., example data, prior knowledge,
large databases
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt
Underlying Neural Process
• Largest contributors to the EEG are the pyramidal cells
Radially oriented in the cortex (orthogonal to the
surface)
• Electromagnetic fields of co-aligned and co-activated
neurons add up
• EEG, MEG and ECoG can only detect large-scale neural
dynamics , For example, 50.000 neurons firing in near-
synchrony
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt
When would 50,000 neurons fire
near-synchronously?
• –An external event triggers a cascade of related
neural processes (e.g., in perception)
• –An internal event triggers a cascade of related
neural processes (e.g., sudden “aha!”)
• –Neural populations enter a synchronized steady-
state firing pattern (e.g., idle oscillations)
• Event-Related Potentials (ERPs) and Oscillatory
Processes are the two major BCI-detectable EEG
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt
Event Related Potentials
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt
Signal Detect ability
• Root cause might not be
directly observable (e.g.,
dopaminergic system, deep
brain structures, few neurons)
• Electromagnetic fields can
cancel each other out
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt
Electrode Position
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt
10-20 Electrode System
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt
Electrode Placement
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt
Types of Electrodes
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt
EEG Sensor Designs
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt
EEG Sensor Designs
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt
EEG Sensor Designs
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt
Signal Range
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt
Comparison of EEG Bands
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt
Available Software Tools
• Opensig
• BCI2000
• EEGLAB
• Open VIBE
• BCILAB
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt
Available Headbands
• Neurosky
• Emotiv
• Openbci
• Muse
• Melon
• Biopack
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt
Neuro sky-Mindwave Mobile vs
Mindwave
EEG ELECTRODE
EAR CLIP
BATTERY
TGAM MODULE
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt
EMOTIV
EPOC
14 EEG channels + 2 references
1channel locations: AF3, F7, F3, FC5,
T7, P7, O1, O2, P8, T8, FC6,
F4, F8, AF4.
Insight
5 EEG channels + 2 references
Signals
5 channels: AF3, AF4, T7, T8, Pz
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt
OPEN BCI
8 and 16 EEG channels
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt
Muse
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt
Melon
• Melon measures this global electrical activity by
placing three electrodes on the forehead region,
with the primary electrode on FP1.
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt
Biopac Medical Grade EEG
• Standard 10-20 EEG
Placement.
• Available in small ,Medium
and Large size.
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt
Applications of EEG
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt
Communication and Control for the
Severely disabled
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt
Neurospeller
https://www.pantechsolutions.net/blog/brain-keyboard-using-
neurosky-mindwave-mobile-and-java/
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt
Operator Monitoring
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt
Operator Monitoring
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt
Forensics-LIE Detection
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt
Entertainment
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt
Health
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt
NeuroMarketing
• Impact of Advt
,movies is measured
by a sample of
audiences Before the
release of an Advt or
Movie
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt
Neuroscience
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt
Recent Research on Brain to Brain
Communication
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt
What is Brainsense ?
• Brainsense- Brain computer interface device
for Student, Researchers and Wellness
Community.
• A, single-channel, wireless headset that monitors
your brain activity and translates EEG into
meaningful data you can understand
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt
What you can do with Brainsense
• Cognitive games – Brain fitness, Game with a benefit
• Measure your Meditation Level daily and provide reports to
analyze .
• You can measure your Focus, real time brain monitoring and
visual feedback
• To research on EEG signals for Brain Computer Interface
• Read RAW Brain waves for Developer community
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt
FEATURES
• Single Sensor on FP1
• Can detect multiple mental states simultaneously
• Reference electrode on Ear clip to remove ambient
noises
• IP involves noise cancellation and signal
amplification
• Provides EMG feature for Eye Blink detection
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt
SPECIFICATIONS
• Bluetooth ™ Wireless communication
• Passive Dry Sensor EEG
• Triple AAA battery
• 7 Hours Run Time
eSense Brainwave Patterns:
• Attention
• Meditation
• Eye Blink
• Frequency Bands: 0.5 to 50Hz
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt
How Brainsense Works
THINKGEAR
ASIC+BLUETOOTH
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt
THINKGEAR
•TGAM MODULE offers e-Sense technology
•Outputs Attention, Meditation and Physical eye blinks from raw
EEG data
•2.79cm x 1.52cm x 0.25cm, weighs 130mg
•Communicates through UART interface
at baudrate 1200, 9600 or 57600
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt
TGAM Packets
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt
eSense
• Attention –(0-100)
• Meditatation-(0-100)
• Eyeblink Strength(0-255)
• PoorQuality-200
• Only when NoiseQuality-0 Algorithm Starts
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt
Supported Platform & Developer tools
suite
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt
Popular Apps compatible with
Brainsense across the globe
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt
For more details
– www.pantechsolutions.net
– http://www.slideshare.net/pantechsolutions
– http://www.scribd.com/pantechsolutions
– http://www.youtube.com/pantechsolutions

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Brainsense -Introduction to brain computer interface

  • 2. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Brain Computer Interface • Communication using Thoughts of Brain (EEG) without using any Muscle control, Especially for Severely Paralyzed people
  • 3. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt What is Biosignal? • A bio signal is any signal in human beings that can be continually measured and monitored. – ECG(Electrocardiogram) – EEG(Electroencephalogram) – EMG(Electromyogram) – EOG(Electrooculogram) – Galvanic skin response – MEG(Magneto encephalography)
  • 4. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Introduction to EEG • Electroencephalography (EEG) is the recording of electrical activity along the scalp. EEG measures voltage fluctuations resulting from ionic current flows within the neurons of the brain • German physiologist and psychiatrist Hans Berger (1873–1941) recorded the first human EEG in 1924
  • 5. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt What is Neurofeedback? • Neurofeedback is direct training of brain function, by which the brain learns to function more efficiently . • Neurofeedback is used to teach children with ADHD how to calm and concentrate.
  • 6. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt BCI defined • A BCI generally consists of three main components: 1. A Signal-acquisition module (Electrode,Filtering and Amplifier) 2. A Signal-processing module(ASIC ,DSP) 3. A Control module ( Microcontroller &Driver)
  • 7. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt BCI Types-Electrodes BCI Types: – Invasive – Involves attaching electrodes directly to the brain tissue – The patient’s brain gradually adapts its signals to be sent through the electrodes – Non-invasive Involves putting electrodes on the scalp of the patient, and taking readings
  • 8. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Invasive EEG-Braingate • Click here to play video
  • 9. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Three BCI Subtypes • Active BCI: “An active BCI is a BCI which derives its outputs from brain activity which is directly consciously controlled by the user, independently from external events, for controlling an application.” • Reactive BCI: “A reactive BCI is a BCI which derives its outputs from brain activity arising in reaction to external stimulation, which is indirectly modulated by the user for controlling an application.” • Passive BCI: “A passive BCI is a BCI which derives its outputs from arbitrary brain activity without the purpose of voluntary control, for enriching a human-computer interaction with implicit information.”
  • 10. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Anatomy
  • 11. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Functional Mapping
  • 12. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Anatomy
  • 13. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt
  • 14. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Volume Conduction
  • 15. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Why is BCI Hard? • Processing depends on unknown parameters, most of the dynamics are still uncovered. • Signal-to-noise ratio is very challenging, so sensitive measures are hard to obtain • Relevant brain activity is small compared to interfering artifacts and compared to brain background activity • Specific measures are even harder to obtain (with coarse-grained sensing) • Large collections of neurons are involved in many different activities, not just one • Underlying phenomena are also highly diverse and rich and derived measures are still poorly understood – not always clear what to look for
  • 16. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Reason for Variability
  • 17. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Consequences • Sophisticated signal processing is required • BCI systems must be calibrated before they can be used • Calibration should entail as much information as available, e.g., example data, prior knowledge, large databases
  • 18. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Underlying Neural Process • Largest contributors to the EEG are the pyramidal cells Radially oriented in the cortex (orthogonal to the surface) • Electromagnetic fields of co-aligned and co-activated neurons add up • EEG, MEG and ECoG can only detect large-scale neural dynamics , For example, 50.000 neurons firing in near- synchrony
  • 19. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt When would 50,000 neurons fire near-synchronously? • –An external event triggers a cascade of related neural processes (e.g., in perception) • –An internal event triggers a cascade of related neural processes (e.g., sudden “aha!”) • –Neural populations enter a synchronized steady- state firing pattern (e.g., idle oscillations) • Event-Related Potentials (ERPs) and Oscillatory Processes are the two major BCI-detectable EEG
  • 20. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Event Related Potentials
  • 21. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Signal Detect ability • Root cause might not be directly observable (e.g., dopaminergic system, deep brain structures, few neurons) • Electromagnetic fields can cancel each other out
  • 22. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Electrode Position
  • 23. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt 10-20 Electrode System
  • 24. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Electrode Placement
  • 25. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Types of Electrodes
  • 26. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt EEG Sensor Designs
  • 27. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt EEG Sensor Designs
  • 28. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt EEG Sensor Designs
  • 29. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Signal Range
  • 30. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Comparison of EEG Bands
  • 31. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Available Software Tools • Opensig • BCI2000 • EEGLAB • Open VIBE • BCILAB
  • 32. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Available Headbands • Neurosky • Emotiv • Openbci • Muse • Melon • Biopack
  • 33. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Neuro sky-Mindwave Mobile vs Mindwave EEG ELECTRODE EAR CLIP BATTERY TGAM MODULE
  • 34. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt EMOTIV EPOC 14 EEG channels + 2 references 1channel locations: AF3, F7, F3, FC5, T7, P7, O1, O2, P8, T8, FC6, F4, F8, AF4. Insight 5 EEG channels + 2 references Signals 5 channels: AF3, AF4, T7, T8, Pz
  • 35. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt OPEN BCI 8 and 16 EEG channels
  • 36. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Muse
  • 37. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Melon • Melon measures this global electrical activity by placing three electrodes on the forehead region, with the primary electrode on FP1.
  • 38. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Biopac Medical Grade EEG • Standard 10-20 EEG Placement. • Available in small ,Medium and Large size.
  • 39. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Applications of EEG
  • 40. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Communication and Control for the Severely disabled
  • 41. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Neurospeller https://www.pantechsolutions.net/blog/brain-keyboard-using- neurosky-mindwave-mobile-and-java/
  • 42. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Operator Monitoring
  • 43. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Operator Monitoring
  • 44. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Forensics-LIE Detection
  • 45. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Entertainment
  • 46. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Health
  • 47. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt NeuroMarketing • Impact of Advt ,movies is measured by a sample of audiences Before the release of an Advt or Movie
  • 48. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Neuroscience
  • 49. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Recent Research on Brain to Brain Communication
  • 50. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt What is Brainsense ? • Brainsense- Brain computer interface device for Student, Researchers and Wellness Community. • A, single-channel, wireless headset that monitors your brain activity and translates EEG into meaningful data you can understand
  • 51. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt What you can do with Brainsense • Cognitive games – Brain fitness, Game with a benefit • Measure your Meditation Level daily and provide reports to analyze . • You can measure your Focus, real time brain monitoring and visual feedback • To research on EEG signals for Brain Computer Interface • Read RAW Brain waves for Developer community
  • 52. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt FEATURES • Single Sensor on FP1 • Can detect multiple mental states simultaneously • Reference electrode on Ear clip to remove ambient noises • IP involves noise cancellation and signal amplification • Provides EMG feature for Eye Blink detection
  • 53. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt SPECIFICATIONS • Bluetooth ™ Wireless communication • Passive Dry Sensor EEG • Triple AAA battery • 7 Hours Run Time eSense Brainwave Patterns: • Attention • Meditation • Eye Blink • Frequency Bands: 0.5 to 50Hz
  • 54. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt How Brainsense Works THINKGEAR ASIC+BLUETOOTH
  • 55. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt THINKGEAR •TGAM MODULE offers e-Sense technology •Outputs Attention, Meditation and Physical eye blinks from raw EEG data •2.79cm x 1.52cm x 0.25cm, weighs 130mg •Communicates through UART interface at baudrate 1200, 9600 or 57600
  • 56. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt TGAM Packets
  • 57. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt eSense • Attention –(0-100) • Meditatation-(0-100) • Eyeblink Strength(0-255) • PoorQuality-200 • Only when NoiseQuality-0 Algorithm Starts
  • 58. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Supported Platform & Developer tools suite
  • 59. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Popular Apps compatible with Brainsense across the globe
  • 60. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt For more details – www.pantechsolutions.net – http://www.slideshare.net/pantechsolutions – http://www.scribd.com/pantechsolutions – http://www.youtube.com/pantechsolutions

Notas del editor

  1. 1)Signal-acquisition module -Records data from the brain,Does some low level filtering,Passes the data on to be interpreted 2) Signal-processing module-Receives data from the acquisition module,Detects whether a particular feature or a potential is present in the data
  2. Visual cortex- for vision Temporal lobe for Audition Prefrontal lobe for behaviour,mannerism in public Frontal Lobe is for Motor cortex Paerital Lobe is for Sensory Cortex
  3. Motor for actuators Senory cortex for sensing
  4. Volume conduction, a term used in bioelectromagnetism, can be defined as the transmission of electric or magnetic fields from an electric primary current source through biological tissue towards measurement sensors.
  5. An event-related potential (ERP) is the measured brain response that is the direct result of a specific sensory, cognitive, or motor event.
  6. Active electrode has an inbuilt circuitry,
  7. Brain Fitness- a system of exercising the brain to improve aspects of cognition like, attention, focus, memory and brain speed.