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Introduction to
Brain Computer
Interface
M K Jeevarajan
Co Host : Kongu Engineering College
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd.
Thank you
Kongu Engineering College
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd.
Pantech
• Lab equipments and Sensor Interface
• Manufacturer of Brainsense EEG Headset
• Reconfigurable Algorithms on AI
• Manufacture of AI development Boards
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd.
Announcement
• Attendance Link will be available at 5.15 pm
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd.
Agenda
• Introduction to Brain Computer Interface
– Introduction to BCI
– Types of BCI and Sensors
– How Brain Works
– Applications and Research Topics
• Getting Started with Brainsense
– Quick start guide to Brainsense and its Hardware Components
– List of Software Available
– Connecting Brainsense with PC
– Brainsense with Neuroview
– Brainsense with Brainwave Visualizer
• Brainsense Demo
– How to Read Attention using Brainsense
– How to Read Raw EEG using Brainsense
– How to Read Meditation using Brainsense
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd.
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 Ltd.
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 Ltd.
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 Ltd.
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)
Types
of
BCI
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd.
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.”
Brain Control Home automation
• 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.”
Brain Games for ADHD
• 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.”
Medical application –To Verify Brain Death
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd.
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 Ltd.
Types of Electrodes
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd.
EEG Sensor Designs
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd.
EEG Sensor Designs
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd.
EEG Sensor Designs
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd.
Invasive EEG-Braingate
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd.
How Brain Works
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd.
Anatomy
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd.
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd.
Electrode Position
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd.
10-20 Electrode System
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd.
Electrode Placement
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd.
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
• Folding of cortex is different even for Monozygotic twins
• Large collections of neurons are involved in many different activities, not just
one
• Relevant function maps different from person to person
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd.
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 Ltd.
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 Ltd.
Event Related Potentials
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd.
Signal Range
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd.
Comparison of EEG Bands
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd.
Available Software Tools
• Opensig
• BCI2000
• EEGLAB
• Open VIBE
• BCILAB
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd.
Applications of EEG
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd.
Communication and Control for the
Severely disabled
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd.
Neurospeller
https://www.pantechsolutions.net/blog/brain-keyboard-using-
neurosky-mindwave-mobile-and-java/
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd.
Operator Monitoring
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd.
Operator Monitoring
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd.
Forensics-LIE Detection
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd.
Entertainment
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd.
Health
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd.
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 Ltd.
Neuroscience
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd.
Recent Research on Brain to Brain
Communication
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd.
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 Ltd.
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 Ltd.
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 Ltd.
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 Ltd.
How Brainsense Works
THINKGEAR
ASIC+BLUETOOTH
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd.
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 Ltd.
TGAM Packets
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd.
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 Ltd.
Supported Platform & Developer tools
suite
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd.
Popular Apps compatible with
Brainsense across the globe
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd.
DEMO
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd.
How to Pair Brain sense with PC
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd.
Brainsense With Neuroview
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd.
Brainsense With Brainwave
Visualizer
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd.
Neuro Marketing-AD Interest
Analysis-Cadbury Silk
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd.
Brainsense Offer
8435 -6000 Rs
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd.
Upcoming Matlab Master Class Series
for 30 Days
45 Min Daily
(from Beginner to Expert)
https://www.linkedin.com/in/jeevarajan/
Thank You
Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd.
For more details
– www.pantechsolutions.net
– http://www.slideshare.net/pantechsolutions
– http://www.youtube.com/pantechsolutions

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Brain Computer Interface

  • 1. Introduction to Brain Computer Interface M K Jeevarajan Co Host : Kongu Engineering College
  • 2. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd. Thank you Kongu Engineering College
  • 3. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd. Pantech • Lab equipments and Sensor Interface • Manufacturer of Brainsense EEG Headset • Reconfigurable Algorithms on AI • Manufacture of AI development Boards
  • 4. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd. Announcement • Attendance Link will be available at 5.15 pm
  • 5. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd. Agenda • Introduction to Brain Computer Interface – Introduction to BCI – Types of BCI and Sensors – How Brain Works – Applications and Research Topics • Getting Started with Brainsense – Quick start guide to Brainsense and its Hardware Components – List of Software Available – Connecting Brainsense with PC – Brainsense with Neuroview – Brainsense with Brainwave Visualizer • Brainsense Demo – How to Read Attention using Brainsense – How to Read Raw EEG using Brainsense – How to Read Meditation using Brainsense
  • 6. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd. Brain Computer Interface • Communication using Thoughts of Brain (EEG) without using any Muscle control, Especially for Severely Paralyzed people
  • 7. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd. 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)
  • 8. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd. 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
  • 9. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd. 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)
  • 11. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd. 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.” Brain Control Home automation • 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.” Brain Games for ADHD • 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.” Medical application –To Verify Brain Death
  • 12. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd. 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
  • 13. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd. Types of Electrodes
  • 14. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd. EEG Sensor Designs
  • 15. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd. EEG Sensor Designs
  • 16. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd. EEG Sensor Designs
  • 17. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd. Invasive EEG-Braingate
  • 18. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd. How Brain Works
  • 19. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd. Anatomy
  • 20. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd.
  • 21. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd. Electrode Position
  • 22. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd. 10-20 Electrode System
  • 23. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd. Electrode Placement
  • 24. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd. 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 • Folding of cortex is different even for Monozygotic twins • Large collections of neurons are involved in many different activities, not just one • Relevant function maps different from person to person
  • 25. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd. 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
  • 26. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd. 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
  • 27. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd. Event Related Potentials
  • 28. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd. Signal Range
  • 29. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd. Comparison of EEG Bands
  • 30. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd. Available Software Tools • Opensig • BCI2000 • EEGLAB • Open VIBE • BCILAB
  • 31. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd. Applications of EEG
  • 32. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd. Communication and Control for the Severely disabled
  • 33. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd. Neurospeller https://www.pantechsolutions.net/blog/brain-keyboard-using- neurosky-mindwave-mobile-and-java/
  • 34. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd. Operator Monitoring
  • 35. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd. Operator Monitoring
  • 36. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd. Forensics-LIE Detection
  • 37. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd. Entertainment
  • 38. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd. Health
  • 39. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd. NeuroMarketing • Impact of Advt ,movies is measured by a sample of audiences Before the release of an Advt or Movie
  • 40. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd. Neuroscience
  • 41. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd. Recent Research on Brain to Brain Communication
  • 42. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd. 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
  • 43. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd. 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
  • 44. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd. 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
  • 45. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd. 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
  • 46. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd. How Brainsense Works THINKGEAR ASIC+BLUETOOTH
  • 47. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd. 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
  • 48. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd. TGAM Packets
  • 49. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd. eSense • Attention –(0-100) • Meditatation-(0-100) • Eyeblink Strength(0-255) • PoorQuality-200 • Only when NoiseQuality-0 Algorithm Starts
  • 50. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd. Supported Platform & Developer tools suite
  • 51. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd. Popular Apps compatible with Brainsense across the globe
  • 52. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd. DEMO
  • 53. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd. How to Pair Brain sense with PC
  • 54. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd. Brainsense With Neuroview
  • 55. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd. Brainsense With Brainwave Visualizer
  • 56. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd. Neuro Marketing-AD Interest Analysis-Cadbury Silk
  • 57. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd. Brainsense Offer 8435 -6000 Rs
  • 58. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd. Upcoming Matlab Master Class Series for 30 Days 45 Min Daily (from Beginner to Expert) https://www.linkedin.com/in/jeevarajan/ Thank You
  • 59. Technology beyond the Dreams™ Copyright © 2006 Pantech Solutions Pvt Ltd. For more details – www.pantechsolutions.net – http://www.slideshare.net/pantechsolutions – http://www.youtube.com/pantechsolutions

Editor's Notes

  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. Active electrode has an inbuilt circuitry,
  3. 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
  4. An event-related potential (ERP) is the measured brain response that is the direct result of a specific sensory, cognitive, or motor event.
  5. Brain Fitness- a system of exercising the brain to improve aspects of cognition like, attention, focus, memory and brain speed.