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

Brainsense -Introduction to brain computer interface

  • 1.
  • 2.
    Technology beyond theDreams™ 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 theDreams™ 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 theDreams™ 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 theDreams™ 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 theDreams™ 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 theDreams™ 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 theDreams™ Copyright © 2006 Pantech Solutions Pvt Invasive EEG-Braingate • Click here to play video
  • 9.
    Technology beyond theDreams™ 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 theDreams™ Copyright © 2006 Pantech Solutions Pvt Anatomy
  • 11.
    Technology beyond theDreams™ Copyright © 2006 Pantech Solutions Pvt Functional Mapping
  • 12.
    Technology beyond theDreams™ Copyright © 2006 Pantech Solutions Pvt Anatomy
  • 13.
    Technology beyond theDreams™ Copyright © 2006 Pantech Solutions Pvt
  • 14.
    Technology beyond theDreams™ Copyright © 2006 Pantech Solutions Pvt Volume Conduction
  • 15.
    Technology beyond theDreams™ 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 theDreams™ Copyright © 2006 Pantech Solutions Pvt Reason for Variability
  • 17.
    Technology beyond theDreams™ 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 theDreams™ 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 theDreams™ 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 theDreams™ Copyright © 2006 Pantech Solutions Pvt Event Related Potentials
  • 21.
    Technology beyond theDreams™ 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 theDreams™ Copyright © 2006 Pantech Solutions Pvt Electrode Position
  • 23.
    Technology beyond theDreams™ Copyright © 2006 Pantech Solutions Pvt 10-20 Electrode System
  • 24.
    Technology beyond theDreams™ Copyright © 2006 Pantech Solutions Pvt Electrode Placement
  • 25.
    Technology beyond theDreams™ Copyright © 2006 Pantech Solutions Pvt Types of Electrodes
  • 26.
    Technology beyond theDreams™ Copyright © 2006 Pantech Solutions Pvt EEG Sensor Designs
  • 27.
    Technology beyond theDreams™ Copyright © 2006 Pantech Solutions Pvt EEG Sensor Designs
  • 28.
    Technology beyond theDreams™ Copyright © 2006 Pantech Solutions Pvt EEG Sensor Designs
  • 29.
    Technology beyond theDreams™ Copyright © 2006 Pantech Solutions Pvt Signal Range
  • 30.
    Technology beyond theDreams™ Copyright © 2006 Pantech Solutions Pvt Comparison of EEG Bands
  • 31.
    Technology beyond theDreams™ Copyright © 2006 Pantech Solutions Pvt Available Software Tools • Opensig • BCI2000 • EEGLAB • Open VIBE • BCILAB
  • 32.
    Technology beyond theDreams™ Copyright © 2006 Pantech Solutions Pvt Available Headbands • Neurosky • Emotiv • Openbci • Muse • Melon • Biopack
  • 33.
    Technology beyond theDreams™ Copyright © 2006 Pantech Solutions Pvt Neuro sky-Mindwave Mobile vs Mindwave EEG ELECTRODE EAR CLIP BATTERY TGAM MODULE
  • 34.
    Technology beyond theDreams™ 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 theDreams™ Copyright © 2006 Pantech Solutions Pvt OPEN BCI 8 and 16 EEG channels
  • 36.
    Technology beyond theDreams™ Copyright © 2006 Pantech Solutions Pvt Muse
  • 37.
    Technology beyond theDreams™ 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 theDreams™ Copyright © 2006 Pantech Solutions Pvt Biopac Medical Grade EEG • Standard 10-20 EEG Placement. • Available in small ,Medium and Large size.
  • 39.
    Technology beyond theDreams™ Copyright © 2006 Pantech Solutions Pvt Applications of EEG
  • 40.
    Technology beyond theDreams™ Copyright © 2006 Pantech Solutions Pvt Communication and Control for the Severely disabled
  • 41.
    Technology beyond theDreams™ Copyright © 2006 Pantech Solutions Pvt Neurospeller https://www.pantechsolutions.net/blog/brain-keyboard-using- neurosky-mindwave-mobile-and-java/
  • 42.
    Technology beyond theDreams™ Copyright © 2006 Pantech Solutions Pvt Operator Monitoring
  • 43.
    Technology beyond theDreams™ Copyright © 2006 Pantech Solutions Pvt Operator Monitoring
  • 44.
    Technology beyond theDreams™ Copyright © 2006 Pantech Solutions Pvt Forensics-LIE Detection
  • 45.
    Technology beyond theDreams™ Copyright © 2006 Pantech Solutions Pvt Entertainment
  • 46.
    Technology beyond theDreams™ Copyright © 2006 Pantech Solutions Pvt Health
  • 47.
    Technology beyond theDreams™ 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 theDreams™ Copyright © 2006 Pantech Solutions Pvt Neuroscience
  • 49.
    Technology beyond theDreams™ Copyright © 2006 Pantech Solutions Pvt Recent Research on Brain to Brain Communication
  • 50.
    Technology beyond theDreams™ 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 theDreams™ 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 theDreams™ 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 theDreams™ 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 theDreams™ Copyright © 2006 Pantech Solutions Pvt How Brainsense Works THINKGEAR ASIC+BLUETOOTH
  • 55.
    Technology beyond theDreams™ 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 theDreams™ Copyright © 2006 Pantech Solutions Pvt TGAM Packets
  • 57.
    Technology beyond theDreams™ 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 theDreams™ Copyright © 2006 Pantech Solutions Pvt Supported Platform & Developer tools suite
  • 59.
    Technology beyond theDreams™ Copyright © 2006 Pantech Solutions Pvt Popular Apps compatible with Brainsense across the globe
  • 60.
    Technology beyond theDreams™ 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.