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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

Editor's Notes

  • #7: 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
  • #11: 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
  • #12: Motor for actuators Senory cortex for sensing
  • #15: 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.
  • #20: An event-related potential (ERP) is the measured brain response that is the direct result of a specific sensory, cognitive, or motor event.
  • #27: Active electrode has an inbuilt circuitry,
  • #52: Brain Fitness- a system of exercising the brain to improve aspects of cognition like, attention, focus, memory and brain speed.