SlideShare ist ein Scribd-Unternehmen logo
1 von 69
Technological innovations
in Neurology – 2
Dr Sanjoy Sanyal sanyal.sanjoy8@gmail.com
Professor – Neuroscience
An outline of techno-gadgets used / tried / tested / in Neurological disorders
Med 3 Neuroscience students from Summer 2009 to Summer 2010 semesters of
Medical University of Americas (MUA), Nevis, St. Kitts-Nevis, W.I., contributed partly to
the material for this presentation
September 2010
• Magnetoencephalography (MEG) in Epilepsy
(Slides 3 – 16)
• Brain computer interface (BCI) (Slides 17 – 27)
• Neuroswitch in Locked-in (Slides 28 – 29)
• Speech synthesizer – Neuralynx (Slide 30)
• Lokomat orthosis in Cerebral palsy (31 – 38)
• Virtual reality in paralysis (Slide 39)
• Brainport in bilateral vestibular damage and
blindness (Slides 40 – 52)
• Bionic eye – Argus II in Retinitis pigmentosa
(Slides 53 – 56)
• Bionic arm – SmartHand (Slides 57 – 61)
• Neuro-feedback sensors and Neuro-headset
detection suites in video gaming (Slides 62 – 66)
• Helmet force sensors in CTE (Slides 67 – 69)
Contents
MEG
A SQUID
(Super-
conducting
Quantum
Interference
Device) is a
very sensitive
magneto-
meter used to
measure
extremely
weak
magnetic
fields, based
on supercon-
ducting loops
containing
Josephson
junctions
• MEG helmet has an array of
SQUID sensors and super-
conducting lead shell, which
are cooled by liquid helium
• Each SQUID sensor
contains a pickup coil of
superconducting wire that
receives brain magnetic fields
• It is magnetically coupled to
the SQUID, which produces a
voltage proportional to magn-
etic field received by the coil
• A computer program converts
the SQUID data into maps of
the currents flowing through-
out brain as function of time
MEG helmet
• The colored
contours show
how the
magnetic field
produced by
neural brain
currents (dashed
arrows) changes
intensity and
polarity over the
skull‟s surface
• In the red region,
the field is most
intense in a
direction pointing
out of the skull
•In the blue region, the field is
most intense in a direction
pointing into the skull (R-hand rule)
SQUID sensor
SQUID
• A SQUID is 10 to
100 micrometers
• Feedback coil in
the SQUID
magnetically
couples it to the
pickup coil in the
SQUID sensor
• Magnetic field
lines pass
through square
hole in SQUID‟s
center
• This determine the phases of electron waves
circulating in the SQUID‟s superconducting region
(green region in previous slide)
• The electron waves‟ interference is proportional to
magnetic flux over the SQUID‟s square hole
• Superconductors have no electrical resistance; the
interference can only be measured by interrupting
the superconductor with small regions that have
electrical resistance, the 2 Josephson junctions,
so that voltage drops will develop across them
• Voltage measured across the junctions is
proportional to the magnetic flux over the SQUID‟s
square hole
Superconducting Quantum
Interface Device (SQUID)
Magneto-
encephalo-
graphy (MEG)
• MEG is used for identifying and analyzing brain
activity based on magnetic fields produced by it
• Principle: MEG is sensitive to the magnetic fields
generated by intra-neuronal currents generated in
the brain (Slide 8); Resultant magnetic field
contours in brain are captured by SQUID sensors
(Slide 6) in MEG helmet (Slides 4,8), which are
rendered in the form of computer-generated image
• Applications:
– Demonstrate functional activity of brain regions
(next slide)
– Localize seizure focus (Slide 14)
– Demonstrate functioning of Orthosis system
through Brain-computer interface (Slide 19)
Magnetoencephalography (MEG)
MEG –
functional
areas
Showing face-arm
area of
superolateral
cortex and leg
area on medial
cortex
• MEG is used for localizing the epileptic focus
during pre-surgical evaluation of patients with
medically intractable epilepsy
• MEG is non-invasive and is complementary to
EEG
• The following case study demonstrates the role of
MEG in a 22-year old female with refractory
epilepsy that did not respond to drugs
• She had undergone a number of investigations to
try to delineate the epileptic focus; MRI; interictal
and ictal scalp EEGs; FDG-PET; MEG; Wada Test
• MRI showed no anatomical abnormality (Slide 13)
MEG in epilepsy
• Inter-ictal scalp EEG showed continuous right
temporal spikes
• Ictal scalp EEG showed attenuation of the inter-
ictal spike activity but did not show a localized
onset area
• Fluoro-DeoxyGlucose (FDG)-PET scan indicated
right temporal hypo-metabolism
• MEG, conducted after seeing a normal MRI and
abnormal EEG / PET scan showed a hyperintense
signal localized in right insular region (Slide 14)
• MEG finding was used for identification of the
epileptic zone which enabled surgical removal and
seizure-free status
MEG in epilepsy
Coronal T2 MRI showing no
abnormality in right
temporal region
CoronalMEG–Seizurefocusinrightinsula
• The localisation accuracy of MEG was comparable
to that of invasive intracranial recording
• MEG was found to be more sensitive than scalp
EEG in neocortical epilepsy
• MEG also showed a high degree of concordance
(87%) with the Wada test in another study
• MEG is an advance in the non-invasive pre-
surgical evaluation of epilepsy, and although is in
use for several decades, has only recently been
used for analysis of the entire head
• A MEG-guided review of MRI may reveal subtle
abnormalities and permit a precise surgical
excision of the irritative epileptic focus that would
not have been picked up by MRI alone
MEG in epilepsy
• Application of MEG in MRI-negative non-lesional
cases provides additional information needed for
decision-making before surgery can be attempted
• The rate of +ve findings after MEG-guided review
of previously MRI-negative films is ~ 17.5%
• Because MEG is primarily sensitive to magnetic
fields generated by intracellular currents, it limits
inaccurate readings from outside sources
• Drawbacks: Major costs associated with operating
it as well as its limited availability
Poon TL, Cheung FC and Lui CH. Magnetoencephalography and its role in evaluation
for epilepsy surgery. HKMJ. 2010 February [cited 2010 March 29]; 16(1):44-47[4
pages]. Available from: http://www.hkmj.org/article_pdfs/hkm1002p44.pdf
MEG in epilepsy
Brain
computer
interface
(BCI)
For commu-
nication
(mute,
quadriplegic)
(this slide);
or for limb
movement
(amputee,
paralytic)
(next slide)
Braincomputerinterface
Brain computer interface (BCI)
Brain computer interface (BCI)
In right cortical stroke, intact left Pre-motor (motor
planning) cortex sends impulses via BCI to left
External effector, which in turn activates either a
Robotic hand or sends FES to paralyzed muscle
• BCI is gateway between brain and external device
• Brain signals can be translated to commands to
control this device (External effector), reflecting
the intentions of the user (Slide 20)
• Previous primate studies demonstrated that motor
cortex neurons can predict the direction and speed
of arm movements
• Recent human studies translated these findings to
increased levels of brain-derived control
• Because there is a lesion in the brain, BCI cannot
use normal cortical pathways to interact with
environment; it creates a completely new output
pathway for the brain; e.g., quadriplegic controlling
cursor on screen with signals derived from Pre-
motor cortex (Slides 17, 19)
Brain computer interface (BCI)
There are 4 functional components of BCI:
1. Signal acquisition: Information input from Pre-
motor cortex is recorded into the BCI
• Measurement of brain activity is usually via
electrodes, either invasive or non invasive
• Signal acquisition can be EEG-based, ECoG-
based, „Single unit‟ microelectrode-based
2. Signal processing: Conversion of raw informa-
tion into useful device command; Requires
complex array of analyses (Slide 19);
• Assessment of frequency power spectra
• Event-related potentials
• Cross correlation coefficients for EEG analysis
• These are to determine the relationship between an electro-
physiological event and a given cognitive or motor task
BCI
3. Device output: The
control function produced
by the BCI system
• Moving cursor on screen
• Choosing letters for
communication
• Controlling a robotic arm
or bowel / bladder
sphincters
4. Operating protocol: The
manner in which the user
controls how the system
functions
• Turning the system on
and off
• Switching between
prosthetic limbs
BCI
• Based on source from which the brain signal is
obtained (Signal acquisition)
1. EEG-based: Electrical activity from the scalp
2. Single unit-based: Microelectrodes in brain
parenchyma that detect action potential of
individual neurons
3. ECoG-based: Electrodes from cortical surface
directly (above or below dura)
BCI Platforms
• EEG-based: Most common technique
– Detects only Mu (8-12 Hz), Beta (18-25 Hz)
wave-forms (rhythms), which are produced by
sensorimotor cortex and thalamo-cortical circuits
– Pros: Convenient, safe, and inexpensive
– Cons: Poor spatial resolution; No specific
information about details such as position or
velocity of hand movements
• Single unit-based: Micro-electrodes penetrate
into brain parenchyma
– Very successful in recording electrical activity for
limited time periods
– Pros: High spatial / temporal resolution
– Cons: Highly invasive, can cause neural and
vascular damage, chances of infections
BCI platforms
• ECoG-based: More practical and robust platform
for clinical applications
– Signal is 5 times larger than EEG signal
– Higher spatial resolution, and detects higher
frequency waveforms (rhythms)
– Lower frequencies, known as Mu (8-12 Hz) and
Beta (18-25 Hz), detectable by EEG, are
produced by thalamo-cortical circuits
– Higher frequencies appreciable only with ECoG,
a.k.a. Gamma band activity, show close
correlation with action potential of neurons of
Primary motor cortex; Also associated with
numerous aspects of speech
BCI platforms
• BCI is really helpful in motor-disabled
patients
– Spinal cord injuries
– Peripheral neuromuscular dysfunction
• However, BCI is limited in patients suffering
from hemiparesis from hemispheric stroke or
traumatic brain injury
• The field of neuroprosthetics is growing
rapidly
• It can be further expanded to language
function and plasticity
BCI future
NeuroSwitch –
Locked-in
syndrome
NeuroSwitch – Locked-in
syndrome
Speechsynthesizer
• Cerebral palsy: Damage to Precentral gyrus
(PrCG) of the developing brain up to 3 years of
age; Results in motor palsy in developing children
• Motor disorders are often accompanied by
secondary musculoskeletal problems, and
disturbances of sensation, perception, cognition,
communication, behavior, and epilepsy
• Lokomat gait orthosis: Developed by Swiss
scientists at University Hospital of Zurich in
January 2006
• It is a virtual gate training therapy for children with
neurological gate impairments like CP, which
incorporates sensory and external motor stimuli
Cerebral palsy (CP)
Lokomat – Cerebral palsy
Koenig, Wellner, Koneke, Meyer-Heim, Lunenburger, and Riener. "Virtual gait training for
children with cerebral palsy using the Lokomat gait orthosis." National Center for
Biotechnology Information. PubMed.gov, U.S. National Library of Medicine National
Institutes of Health, 2008. Web. 21 Nov. 2009.
http://www.ncbi.nlm.nih.gov/pubmed/18391287 .
Lokomat – Cerebral palsy
Lokomat – Cerebral palsy
Meyer-Heim, Andreas. "Robotic-assisted locomotor training in gait rehabilitation of
children." Research Portal. Stud Health Technol Inform, Jan. 2006. Web. 21 Nov. 2009.
http://www.researchportal.ch/unizh/p9021.htm .
"Robot-Assisted Walking Therapy Using the Lokomat." Rehabilitation Institute of
Chicago. 25 Sept. 2009. Web. 21 Nov. 2009. http://www.ric.org/conditions/pcs-
specialized/lokomat/index.aspx
• Patient is placed in harnesses over the treadmill
part of the machine and connected to all the
sensory receptors (1st 2 Lokomat slides)
• 4 different virtual scenarios are played on the
screen in front of patient (3rd Lokomat slide)
– Wading through water -Playing soccer
– Overstepping obstacles -Walking in traffic
• Virtual projection mimics everyday situations that
allow a sense of reality to the patient (next slide)
• The variation of position control allows the use of
different muscles. Levels of difficulty can be varied
by changing the resistance and force exerted
Lokomat – Cerebral palsy
• Data is collected for each patient to record
their progress in terms of Gait distance, Gait
speed, Produced force, Body weight, Time of
effective training
• A surface Electromyography (sEMG) is used
to record muscle potentials by placing
electrodes on skin surface (next slide)
• The repetition of task specific training through
the different scenarios allows the brain and
the spinal cord to re-route signals that were
previously interrupted. It helps in
strengthening muscles
Lokomat – Cerebral palsy
Lokomat – sEMG recording
Differences in the amplitude represent various levels of effort
Paralyzedmantakinga
walkinvirtualreality
• Brainport system provides electrotactile
stimulation for sensory augmentation which uses
encoded electric current to represent actual
sensory information that is deficient
• By sending this current to the skin, the brain
adapts to interpret the sensory information as if it
were coming from the original organ
• This is because sensory information is carried by
nerve fibers in the form of impulse patterns that are
then interpreted by their respective brain centers
• Brainport works via an Electrode array that
receives input from a non-tactile source, which
then applies controlled currents to the skin in a
precise pattern at a precise location
Brainport
• Tongue: Research done with the Brainport
technology found that the tongue is an ideal skin
surface; its nerve fibers are closer to the surface,
it lacks a stratum corneum, has more nerve fibers
• Additionally, less voltage is required on the tongue
because the saliva acts as a natural conducting
material.
Brainport
• Finally, in the sensory
homunculus, the area of
the cortex that interprets
tongue sensations is
much larger than other
areas of the body
• The initial application of the Brainport device was
in the field of balance correction
• Trial patients had damage to their inner ears, due
to Bilateral vestibular disorders (BVD), Acoustic
neuromas, or Meniere‟s disease, and had resultant
loss of balance
• In the absence of a functional vestibular system,
the brain has difficulty correctly integrating visual
and proprioceptive cues, leading to problems with
posture control and movement
• They have difficulty in engaging in daily activities;
walking in low-light or busy environments, walking
on uneven surfaces, bending forward to pick
something up, driving a car, or reading a book
Vestibular dysfunction
Brainport–vestibular
• These patients adopted correctional mechanisms
on their own; gripping sides of the wall, guarded
stance, slow, shuffling steps, which offer minimal
compensation
• Brainport aided them to interpret their balance
information (proproceptive cues) as coming from
their tongue instead of inner ear.
• Brainport integrates an Accelerometer with output
device, which provides input to the Facial and
Lingual nerves via the anterior 2/3rd of tongue
• The Accelerometer measures tilt with respect to
pull of gravity. It is on underside of 10 x 10
Electrode array, and transmits data about head
position to CPU through communication circuitry
Brainport – vestibular use
• When the head tilts right, the CPU receives the
„right‟ data and sends a signal telling the Electrode
array to provide current to the right side of tongue.
When the head tilts left, the device buzzes the left
side of tongue. When the head is level, Brainport
sends a pulse to the middle of tongue
• Wicab, manufacturer of Brainport, used the device
on 28 subjects suffering from BVD
• Subjects were told the accelerometer would detect
their head position and relay that information to the
electrode array on their tongue; Stimulation would
cause a tingling that feels like “bubbles” on their
tongue
Brainport – vestibular use
• Their goal during training was to keep the signal in
the center of the array by responding to the
direction of signal on the tongue, and to use the
feedback to maintain posture with Brainport device
• All subjects regained sense of balance for variable
periods, > 6 hours for every 20 minute session
• After multiple sessions with the device, the
subject's brain starts to interpret the signals as
indicating head position (balance information
that normally comes from the inner ear) instead
of just tactile information from the tongue
Brainport – vestibular use
Brainport – visual use
• Wicab adapted the
technology to
produce tactile
vision via a camera
to capture visual
data
• Optical information
picked up by the
Camera is
converted by CPU
into binary code
• Each set of pixels
in camera‟s sensor
corresponds to an
electrode in the
array
• These signals represent differences in pixel data
such as frequency, amplitude and duration. When
fully converted, the image takes the form of
variations in pulse current, voltage, duration, and
intervals between each pulse
• Electrode array receives the resulting signal via
the stimulation circuitry and applies it to the tongue
• Wicab trained 15 subjects; Training sessions
included several brief trials of 1-5 minutes each,
followed by one 20-minute trial involving the
patient in progressively challenging positions while
using the device
• Scientists evaluated the subjects before training
began and after the last training session; In all
improvement occurred in at least one area
Brainport – visual use
• Users described it as pictures drawn on their
tongue with champagne bubbles. With
training users may perceive shape, size,
location and motion of objects in their
environment
• The brain eventually learns to interpret
and use the information coming from the
tongue as if it were coming from the eyes
• Results were confirmed with an independent
study that conducted PET scans of
congenitally blind people while they were
using the Brainport device
Brainport – visual use
Original Image Brainport Image
Brainport – visual use
• With the current array of 100 to 600+ electrodes,
subjects can recognize high-contrast objects, their
location, movement, and some aspects of
perspective and depth
• Blind subjects can perceive looming, depth,
perspective, size and shape. They could still
feel the pulses on their tongue, but they
could also perceive images generated from
those pulses by their brain
• Subjects perceived the objects as "out there"
in front of them, separate from their own
bodies. They perceived and identified letters
of alphabet
• Currently, the Brainport is intended to
augment rather than replace the white cane
Brainport – visual use
Retinitis pigmentosa (RP)
Hereditary (Autosomal
dominant / recessive);
Rods predominantly
destroyed; Leads to
progressive annular (ring)
scotoma („Tunnel vision‟)
and Nyctalopia („Night
blindness‟)
Retinitis P
is ideal
test-bed
for Bionic
eye
Bionic eye: Camera:
included in spectacles;
Receives light; Sends
impulses to Computer
Retinal implant:
Tacked to retina;
Has microelectrode
array which
stimulates surviving
retinal receptors
Bioniceye
• Retinal prosthesis: Restores partial vision to
those who are blind, and allows those who are
blind to see flashes of light
• Argus II 60 Electrode Epiretinal System includes
Spectacles, small video camera, tiny computer,
and 60 electrodes (previous 2 slides)
• Video camera: Picks up images
• Computer: Takes the input from camera and
relays output to electrodes
• Microelectrode array (retinal implant): 60
independent electrodes tacked to retina;
Stimulation current of each electrode is determined
by the brightness at the corresponding area;
stimulates surviving retinal receptors
Bionic eye – Argus II
Bionic arm – TMR
Targeted muscle re-innervation: After amputation, Musculocutaneous,
Median, Radial nerves are re-routed to innervate clavicular and sternocostal
heads of pectoralis major. EMG electrodes from these muscles transmit
impulses to Microprocessor controller, which activates a Robotic arm
• The first commercially available bionic hand
became available in 2007 by Touch Bionics™
• Targeted muscle reinnervation (TMR): Surgeons
move the ends of the nerves to the chest, which
earlier connected to the arm (previous slide)
• Electrodes on a harness detect EMG signals from
those muscles and transmit them to a miniature
Computer (microprocessor controller)
• The computer translates these into signals that
control small electric motors in the Robotic arm
and hand (previous slide)
• When patient wants to pick up an apple from the
kitchen table, he/she thinks it and their arm, hand
and fingers do it (next slide)
Bionic arm
Bionic arm
Bionic
arm –
Smart
Hand®
• The main limitation of previous models was the
deficit in sensory function
• New models now convey sensation from the
device to neural receptors in the chest (and to the
brain) to allow sensation of Feeling, Touch,
Pressure, Vibration
• SmartHand®: Smart bio-adaptive hand
prosthesis; this „intelligent‟ hand mimics movement
of a real human hand and gives the wearer a true
sensation of feeling and touch. Four electric
motors and 40 sensors are linked to the brain and
activated when a SmartHand touches an object
• When patient grabs something hard, he feels it in
the „fingertips‟, which he doesn't have anymore
• Robin Ekenstam of Sweden was the project's 1st
human wearer (previous slide)
Bionic arm – SmartHand®
Neuro-
feedback
sensors
Some believe
that playing
video games
with neuro-
feedback
provides
therapy for
children with
Brain injuries,
ADHD and
Learning
disabilities
Neuro-feedback enables a form of
conditioning that rewards people for
producing specific brain waves
• The Emotiv Game
Developer SDK
consists of a neuro-
headset and toolkit,
which incorporates a
unique set of
detection suites
• Detection suites can
be used alone or
combined for a more
spectacular game
play experience
(For video gamers, employing
AI to enhance gaming
experience in virtual reality)
Neuro-headset detection suites
• Affectiv suite monitors player‟s emotional states
/ state of mind in real-time
• It provides extra dimension in game interaction
by allowing the game to respond to a player's
emotions
• Characters can transform in response to
player's feeling
• Music, scene lighting and effects can be
tailored to heighten the experience for the
player in real-time
• Affectiv suite can be used to adjust difficulty to
suit each situation
Affectiv™ suite
• Expressiv suite uses the signals measured by
the neuro-headset to interpret player‟s facial
expressions in real-time
• When a player smiles, their avatar can mimic
the expression even before they are aware of
their own feelings
• It provides a natural enhancement to game
interaction by allowing game characters to
come to life
• Artificial intelligence (AI) can now respond to
players naturally, in ways only humans have
been able to until now
Expressiv™ suite
• Cognitiv suite reads and interprets a player's
conscious thoughts and intent
• Gamers can manipulate virtual objects using
only the power of their thought
• The fantasy of magic and supernatural power
can be experienced
Cognitiv™ suite
Chronic
traumatic
encephalo-
pathy (CTE)
Pathological
changes in brain
of professional
American
football players
and professional
boxers, due to
repeated trauma
Force sensors
in helmet
In order to determine
the force that American
footballers are subjected
to, their helmets are
now being fitted with
force sensors
(To obviate the problem
of CTE)
Force sensors in helmet

Weitere ähnliche Inhalte

Was ist angesagt?

Basic Theories of Neurotechnology
Basic Theories of NeurotechnologyBasic Theories of Neurotechnology
Basic Theories of NeurotechnologyHayato Waki
 
Classification of EEG Signals for Brain-Computer Interface
Classification of EEG Signals for Brain-Computer InterfaceClassification of EEG Signals for Brain-Computer Interface
Classification of EEG Signals for Brain-Computer InterfaceAzoft
 
Modelling and Analysis of EEG Signals Based on Real Time Control for Wheel Chair
Modelling and Analysis of EEG Signals Based on Real Time Control for Wheel ChairModelling and Analysis of EEG Signals Based on Real Time Control for Wheel Chair
Modelling and Analysis of EEG Signals Based on Real Time Control for Wheel ChairIJTET Journal
 
Alotaiby2014 article eeg_seizure_detectionandpredicti
Alotaiby2014 article eeg_seizure_detectionandpredictiAlotaiby2014 article eeg_seizure_detectionandpredicti
Alotaiby2014 article eeg_seizure_detectionandpredictiMuhammad Rizwan
 
Brain implants By Neelima Sharma,M.Sc Biotechnology,Women Christian College,C...
Brain implants By Neelima Sharma,M.Sc Biotechnology,Women Christian College,C...Brain implants By Neelima Sharma,M.Sc Biotechnology,Women Christian College,C...
Brain implants By Neelima Sharma,M.Sc Biotechnology,Women Christian College,C...Neelima Sharma
 
Brain gate technology
Brain gate technologyBrain gate technology
Brain gate technologyPadmaja Dash
 
Brain-Computer-Interfaces
Brain-Computer-InterfacesBrain-Computer-Interfaces
Brain-Computer-InterfacesDominic Portain
 
BRAIN GATE TECHNOLOGY(in nutshell)
BRAIN GATE TECHNOLOGY(in nutshell)BRAIN GATE TECHNOLOGY(in nutshell)
BRAIN GATE TECHNOLOGY(in nutshell)darshann
 
Microneurography: Recording Nerve Traffic Via Intraneural Microelectrodes in ...
Microneurography: Recording Nerve Traffic Via Intraneural Microelectrodes in ...Microneurography: Recording Nerve Traffic Via Intraneural Microelectrodes in ...
Microneurography: Recording Nerve Traffic Via Intraneural Microelectrodes in ...InsideScientific
 
fNIRS and Brain Computer Interface for Communication
fNIRS and Brain Computer Interface for CommunicationfNIRS and Brain Computer Interface for Communication
fNIRS and Brain Computer Interface for CommunicationInsideScientific
 
Brain gate technology
Brain gate technologyBrain gate technology
Brain gate technologyStudent
 
Braingate technology
Braingate technologyBraingate technology
Braingate technologyPraneeth IPz
 
Brain computer interface based
Brain computer interface basedBrain computer interface based
Brain computer interface basedMohammed Saeed
 

Was ist angesagt? (20)

Basic Theories of Neurotechnology
Basic Theories of NeurotechnologyBasic Theories of Neurotechnology
Basic Theories of Neurotechnology
 
Classification of EEG Signals for Brain-Computer Interface
Classification of EEG Signals for Brain-Computer InterfaceClassification of EEG Signals for Brain-Computer Interface
Classification of EEG Signals for Brain-Computer Interface
 
Modelling and Analysis of EEG Signals Based on Real Time Control for Wheel Chair
Modelling and Analysis of EEG Signals Based on Real Time Control for Wheel ChairModelling and Analysis of EEG Signals Based on Real Time Control for Wheel Chair
Modelling and Analysis of EEG Signals Based on Real Time Control for Wheel Chair
 
BCI
BCIBCI
BCI
 
Eeg seminar
Eeg seminarEeg seminar
Eeg seminar
 
Alotaiby2014 article eeg_seizure_detectionandpredicti
Alotaiby2014 article eeg_seizure_detectionandpredictiAlotaiby2014 article eeg_seizure_detectionandpredicti
Alotaiby2014 article eeg_seizure_detectionandpredicti
 
Brain implants By Neelima Sharma,M.Sc Biotechnology,Women Christian College,C...
Brain implants By Neelima Sharma,M.Sc Biotechnology,Women Christian College,C...Brain implants By Neelima Sharma,M.Sc Biotechnology,Women Christian College,C...
Brain implants By Neelima Sharma,M.Sc Biotechnology,Women Christian College,C...
 
Brain gate technology
Brain gate technologyBrain gate technology
Brain gate technology
 
Brain-Computer-Interfaces
Brain-Computer-InterfacesBrain-Computer-Interfaces
Brain-Computer-Interfaces
 
BRAIN GATE TECHNOLOGY(in nutshell)
BRAIN GATE TECHNOLOGY(in nutshell)BRAIN GATE TECHNOLOGY(in nutshell)
BRAIN GATE TECHNOLOGY(in nutshell)
 
Microneurography: Recording Nerve Traffic Via Intraneural Microelectrodes in ...
Microneurography: Recording Nerve Traffic Via Intraneural Microelectrodes in ...Microneurography: Recording Nerve Traffic Via Intraneural Microelectrodes in ...
Microneurography: Recording Nerve Traffic Via Intraneural Microelectrodes in ...
 
fNIRS and Brain Computer Interface for Communication
fNIRS and Brain Computer Interface for CommunicationfNIRS and Brain Computer Interface for Communication
fNIRS and Brain Computer Interface for Communication
 
Brain gate technology
Brain gate technologyBrain gate technology
Brain gate technology
 
Inroduction to BCI
Inroduction to BCIInroduction to BCI
Inroduction to BCI
 
Braingate technology
Braingate technologyBraingate technology
Braingate technology
 
EEG
EEGEEG
EEG
 
Brain gate system
Brain gate systemBrain gate system
Brain gate system
 
Brain computer interface based
Brain computer interface basedBrain computer interface based
Brain computer interface based
 
Brain Gate System
Brain Gate SystemBrain Gate System
Brain Gate System
 
Electrocorticography
ElectrocorticographyElectrocorticography
Electrocorticography
 

Andere mochten auch

MagnetoEncephaloGraphy- By Anuj Malik
MagnetoEncephaloGraphy- By Anuj MalikMagnetoEncephaloGraphy- By Anuj Malik
MagnetoEncephaloGraphy- By Anuj MalikAEC PRIVATE LIMITED.
 
Electrocardiogram-ECG
Electrocardiogram-ECGElectrocardiogram-ECG
Electrocardiogram-ECGMahendra Magre
 
Instrumental lecture 2
Instrumental lecture 2Instrumental lecture 2
Instrumental lecture 2esmail_alwrafi
 
MEG-Array® Connector System
MEG-Array® Connector SystemMEG-Array® Connector System
MEG-Array® Connector SystemPremier Farnell
 
Meg preprocessing
Meg preprocessingMeg preprocessing
Meg preprocessingElli Kanal
 
Simulation results of induction heating coil
Simulation results of induction heating coilSimulation results of induction heating coil
Simulation results of induction heating coilMinh Anh Nguyen
 
Magnetic activity of brain
Magnetic activity of brain Magnetic activity of brain
Magnetic activity of brain Areej Abu Hanieh
 
Modern Approaches to Heart Disease Detection - Carl H. Rosner, CardioMag Imag...
Modern Approaches to Heart Disease Detection - Carl H. Rosner, CardioMag Imag...Modern Approaches to Heart Disease Detection - Carl H. Rosner, CardioMag Imag...
Modern Approaches to Heart Disease Detection - Carl H. Rosner, CardioMag Imag...marcus evans Network
 
Electrocardiogram (ECG or EKG)
Electrocardiogram (ECG or EKG)Electrocardiogram (ECG or EKG)
Electrocardiogram (ECG or EKG)Minh Anh Nguyen
 
Recent advances in the treatment of epilepsy dr.rajnish
Recent advances in the treatment of epilepsy dr.rajnishRecent advances in the treatment of epilepsy dr.rajnish
Recent advances in the treatment of epilepsy dr.rajnishRajnish Dhediya
 
Basics of ECG.ppt dr.k.subramanyam
Basics of ECG.ppt dr.k.subramanyamBasics of ECG.ppt dr.k.subramanyam
Basics of ECG.ppt dr.k.subramanyamAdarsh
 

Andere mochten auch (15)

MagnetoEncephaloGraphy- By Anuj Malik
MagnetoEncephaloGraphy- By Anuj MalikMagnetoEncephaloGraphy- By Anuj Malik
MagnetoEncephaloGraphy- By Anuj Malik
 
Electrocardiogram-ECG
Electrocardiogram-ECGElectrocardiogram-ECG
Electrocardiogram-ECG
 
Instrumental lecture 2
Instrumental lecture 2Instrumental lecture 2
Instrumental lecture 2
 
MEG-Array® Connector System
MEG-Array® Connector SystemMEG-Array® Connector System
MEG-Array® Connector System
 
Meg preprocessing
Meg preprocessingMeg preprocessing
Meg preprocessing
 
Simulation results of induction heating coil
Simulation results of induction heating coilSimulation results of induction heating coil
Simulation results of induction heating coil
 
Magnetic activity of brain
Magnetic activity of brain Magnetic activity of brain
Magnetic activity of brain
 
Modern Approaches to Heart Disease Detection - Carl H. Rosner, CardioMag Imag...
Modern Approaches to Heart Disease Detection - Carl H. Rosner, CardioMag Imag...Modern Approaches to Heart Disease Detection - Carl H. Rosner, CardioMag Imag...
Modern Approaches to Heart Disease Detection - Carl H. Rosner, CardioMag Imag...
 
Meg final
Meg finalMeg final
Meg final
 
Electrocardiogram (ECG or EKG)
Electrocardiogram (ECG or EKG)Electrocardiogram (ECG or EKG)
Electrocardiogram (ECG or EKG)
 
Recent advances in the treatment of epilepsy dr.rajnish
Recent advances in the treatment of epilepsy dr.rajnishRecent advances in the treatment of epilepsy dr.rajnish
Recent advances in the treatment of epilepsy dr.rajnish
 
Shortcut to ECG
Shortcut to ECGShortcut to ECG
Shortcut to ECG
 
ECG
ECGECG
ECG
 
Basics of ECG.ppt dr.k.subramanyam
Basics of ECG.ppt dr.k.subramanyamBasics of ECG.ppt dr.k.subramanyam
Basics of ECG.ppt dr.k.subramanyam
 
ECG Basics
ECG BasicsECG Basics
ECG Basics
 

Ă„hnlich wie Technological Innovations in Neurology 2 - Sanjoy Sanyal

NEUROPHYSIOLOGY technique.pptx
NEUROPHYSIOLOGY technique.pptxNEUROPHYSIOLOGY technique.pptx
NEUROPHYSIOLOGY technique.pptxMr SACHIN
 
Seminar on Brain Mapping techniques.pptx
Seminar on Brain Mapping techniques.pptxSeminar on Brain Mapping techniques.pptx
Seminar on Brain Mapping techniques.pptxSoumen Kanjilal
 
Sensors 20-00904-v2
Sensors 20-00904-v2Sensors 20-00904-v2
Sensors 20-00904-v2Hoopeer Hoopeer
 
International Journal of Computational Engineering Research(IJCER)
International Journal of Computational Engineering Research(IJCER)International Journal of Computational Engineering Research(IJCER)
International Journal of Computational Engineering Research(IJCER)ijceronline
 
Neurally Driven Prosthetics
Neurally Driven ProstheticsNeurally Driven Prosthetics
Neurally Driven ProstheticsMarshall Benson
 
Brain computer interface
Brain computer interfaceBrain computer interface
Brain computer interfacerahulnale175
 
Article Review on Simultanoeus Optical Stimulation and Electrical Recording f...
Article Review on Simultanoeus Optical Stimulation and Electrical Recording f...Article Review on Simultanoeus Optical Stimulation and Electrical Recording f...
Article Review on Simultanoeus Optical Stimulation and Electrical Recording f...Md Kafiul Islam
 
BrainWave Technology
BrainWave TechnologyBrainWave Technology
BrainWave TechnologyAditya SHAH
 
International Journal of Computational Engineering Research(IJCER)
International Journal of Computational Engineering Research(IJCER)International Journal of Computational Engineering Research(IJCER)
International Journal of Computational Engineering Research(IJCER)ijceronline
 
BRAIN COMPUTER INTERFACE (BCI)
BRAIN COMPUTER INTERFACE (BCI)BRAIN COMPUTER INTERFACE (BCI)
BRAIN COMPUTER INTERFACE (BCI)Ayush Sharma
 
Denoising of EEG Signals for Analysis of Brain Disorders: A Review
Denoising of EEG Signals for Analysis of Brain Disorders: A ReviewDenoising of EEG Signals for Analysis of Brain Disorders: A Review
Denoising of EEG Signals for Analysis of Brain Disorders: A ReviewIRJET Journal
 
Magnetoencephalography
MagnetoencephalographyMagnetoencephalography
MagnetoencephalographyNeurologyKota
 
Brain-computer interface of focus and motor imagery using wavelet and recurre...
Brain-computer interface of focus and motor imagery using wavelet and recurre...Brain-computer interface of focus and motor imagery using wavelet and recurre...
Brain-computer interface of focus and motor imagery using wavelet and recurre...TELKOMNIKA JOURNAL
 
Bio radation abuse_protection_110
Bio radation abuse_protection_110Bio radation abuse_protection_110
Bio radation abuse_protection_110Arun Agrawal
 
Brain frequency based handicap wheelchair
Brain frequency based handicap wheelchairBrain frequency based handicap wheelchair
Brain frequency based handicap wheelchairDhanuaravinth K
 
Neurobionics and robotic neurorehabilitations
Neurobionics and robotic neurorehabilitationsNeurobionics and robotic neurorehabilitations
Neurobionics and robotic neurorehabilitationsNeurologyKota
 
Brain Computer Interface
Brain Computer InterfaceBrain Computer Interface
Brain Computer InterfaceSubham Kundu
 

Ă„hnlich wie Technological Innovations in Neurology 2 - Sanjoy Sanyal (20)

NEUROPHYSIOLOGY technique.pptx
NEUROPHYSIOLOGY technique.pptxNEUROPHYSIOLOGY technique.pptx
NEUROPHYSIOLOGY technique.pptx
 
147135.ppt
147135.ppt147135.ppt
147135.ppt
 
Seminar on Brain Mapping techniques.pptx
Seminar on Brain Mapping techniques.pptxSeminar on Brain Mapping techniques.pptx
Seminar on Brain Mapping techniques.pptx
 
Sensors 20-00904-v2
Sensors 20-00904-v2Sensors 20-00904-v2
Sensors 20-00904-v2
 
International Journal of Computational Engineering Research(IJCER)
International Journal of Computational Engineering Research(IJCER)International Journal of Computational Engineering Research(IJCER)
International Journal of Computational Engineering Research(IJCER)
 
Neurally Driven Prosthetics
Neurally Driven ProstheticsNeurally Driven Prosthetics
Neurally Driven Prosthetics
 
Brain computer interface
Brain computer interfaceBrain computer interface
Brain computer interface
 
Article Review on Simultanoeus Optical Stimulation and Electrical Recording f...
Article Review on Simultanoeus Optical Stimulation and Electrical Recording f...Article Review on Simultanoeus Optical Stimulation and Electrical Recording f...
Article Review on Simultanoeus Optical Stimulation and Electrical Recording f...
 
BrainWave Technology
BrainWave TechnologyBrainWave Technology
BrainWave Technology
 
International Journal of Computational Engineering Research(IJCER)
International Journal of Computational Engineering Research(IJCER)International Journal of Computational Engineering Research(IJCER)
International Journal of Computational Engineering Research(IJCER)
 
BRAIN COMPUTER INTERFACE (BCI)
BRAIN COMPUTER INTERFACE (BCI)BRAIN COMPUTER INTERFACE (BCI)
BRAIN COMPUTER INTERFACE (BCI)
 
Denoising of EEG Signals for Analysis of Brain Disorders: A Review
Denoising of EEG Signals for Analysis of Brain Disorders: A ReviewDenoising of EEG Signals for Analysis of Brain Disorders: A Review
Denoising of EEG Signals for Analysis of Brain Disorders: A Review
 
BRAIN GATE
BRAIN GATEBRAIN GATE
BRAIN GATE
 
Magnetoencephalography
MagnetoencephalographyMagnetoencephalography
Magnetoencephalography
 
Brain-computer interface of focus and motor imagery using wavelet and recurre...
Brain-computer interface of focus and motor imagery using wavelet and recurre...Brain-computer interface of focus and motor imagery using wavelet and recurre...
Brain-computer interface of focus and motor imagery using wavelet and recurre...
 
Ab044195198
Ab044195198Ab044195198
Ab044195198
 
Bio radation abuse_protection_110
Bio radation abuse_protection_110Bio radation abuse_protection_110
Bio radation abuse_protection_110
 
Brain frequency based handicap wheelchair
Brain frequency based handicap wheelchairBrain frequency based handicap wheelchair
Brain frequency based handicap wheelchair
 
Neurobionics and robotic neurorehabilitations
Neurobionics and robotic neurorehabilitationsNeurobionics and robotic neurorehabilitations
Neurobionics and robotic neurorehabilitations
 
Brain Computer Interface
Brain Computer InterfaceBrain Computer Interface
Brain Computer Interface
 

Mehr von Sanjoy Sanyal

Lunar Views – Potential Landing Sites - Compiled by Sanjoy Sanyal
Lunar Views – Potential Landing Sites - Compiled by Sanjoy SanyalLunar Views – Potential Landing Sites - Compiled by Sanjoy Sanyal
Lunar Views – Potential Landing Sites - Compiled by Sanjoy SanyalSanjoy Sanyal
 
MARS Images ISRO-NASA-Compiled by Sanjoy Sanyal
MARS Images ISRO-NASA-Compiled by Sanjoy SanyalMARS Images ISRO-NASA-Compiled by Sanjoy Sanyal
MARS Images ISRO-NASA-Compiled by Sanjoy SanyalSanjoy Sanyal
 
Aditya-L1 Suit Images ISRO - Compiled by Sanjoy Sanyal.pptx
Aditya-L1 Suit Images ISRO - Compiled by Sanjoy Sanyal.pptxAditya-L1 Suit Images ISRO - Compiled by Sanjoy Sanyal.pptx
Aditya-L1 Suit Images ISRO - Compiled by Sanjoy Sanyal.pptxSanjoy Sanyal
 
Charting Neural Pathways in Schizophrenia and BPD-Chicago Conference 2016 - S...
Charting Neural Pathways in Schizophrenia and BPD-Chicago Conference 2016 - S...Charting Neural Pathways in Schizophrenia and BPD-Chicago Conference 2016 - S...
Charting Neural Pathways in Schizophrenia and BPD-Chicago Conference 2016 - S...Sanjoy Sanyal
 
Aorta–IVC–Kidney Dissection and Surgical Correlations - Dr Sanjoy Sanyal
Aorta–IVC–Kidney Dissection and Surgical Correlations - Dr Sanjoy SanyalAorta–IVC–Kidney Dissection and Surgical Correlations - Dr Sanjoy Sanyal
Aorta–IVC–Kidney Dissection and Surgical Correlations - Dr Sanjoy SanyalSanjoy Sanyal
 
Anterior Thoracic Wall Surgical Anatomy - Sanjoy Sanyal
Anterior Thoracic Wall Surgical Anatomy - Sanjoy SanyalAnterior Thoracic Wall Surgical Anatomy - Sanjoy Sanyal
Anterior Thoracic Wall Surgical Anatomy - Sanjoy SanyalSanjoy Sanyal
 
Functional Surgical Aspects -Triceps Surae-Tendo Calcaneus - Sanjoy Sanyal
Functional Surgical Aspects -Triceps Surae-Tendo Calcaneus - Sanjoy SanyalFunctional Surgical Aspects -Triceps Surae-Tendo Calcaneus - Sanjoy Sanyal
Functional Surgical Aspects -Triceps Surae-Tendo Calcaneus - Sanjoy SanyalSanjoy Sanyal
 
Surgical Aspects of Popliteal Fossa - Dr. Sanjoy Sanyal
Surgical Aspects of Popliteal Fossa - Dr. Sanjoy SanyalSurgical Aspects of Popliteal Fossa - Dr. Sanjoy Sanyal
Surgical Aspects of Popliteal Fossa - Dr. Sanjoy SanyalSanjoy Sanyal
 
Surgical Anatomy of Cadaveric Abdominal Viscera - Dr Sanjoy Sanyal
Surgical Anatomy of Cadaveric Abdominal Viscera - Dr Sanjoy SanyalSurgical Anatomy of Cadaveric Abdominal Viscera - Dr Sanjoy Sanyal
Surgical Anatomy of Cadaveric Abdominal Viscera - Dr Sanjoy SanyalSanjoy Sanyal
 
4-5-6_Rwanda-KSA-Libya Service Certificates
4-5-6_Rwanda-KSA-Libya Service Certificates4-5-6_Rwanda-KSA-Libya Service Certificates
4-5-6_Rwanda-KSA-Libya Service CertificatesSanjoy Sanyal
 
Rotation Model Blended Learning Project-ARS Feedback IEC Orlando Jan2016 - Sa...
Rotation Model Blended Learning Project-ARS Feedback IEC Orlando Jan2016 - Sa...Rotation Model Blended Learning Project-ARS Feedback IEC Orlando Jan2016 - Sa...
Rotation Model Blended Learning Project-ARS Feedback IEC Orlando Jan2016 - Sa...Sanjoy Sanyal
 
Abnormal Right Vertebral Artery MRA Sequence - Sanjoy Sanyal
Abnormal Right Vertebral Artery MRA Sequence - Sanjoy SanyalAbnormal Right Vertebral Artery MRA Sequence - Sanjoy Sanyal
Abnormal Right Vertebral Artery MRA Sequence - Sanjoy SanyalSanjoy Sanyal
 
Ionizing Radiation in Surgery - Sanjoy Sanyal
Ionizing Radiation in Surgery - Sanjoy SanyalIonizing Radiation in Surgery - Sanjoy Sanyal
Ionizing Radiation in Surgery - Sanjoy SanyalSanjoy Sanyal
 
Lasers in Surgery Systemic Applications Part-III - Sanjoy Sanyal
Lasers in Surgery Systemic Applications Part-III - Sanjoy SanyalLasers in Surgery Systemic Applications Part-III - Sanjoy Sanyal
Lasers in Surgery Systemic Applications Part-III - Sanjoy SanyalSanjoy Sanyal
 
Illustrated Surgical GI Endoscopy - Sanjoy Sanyal
Illustrated Surgical GI Endoscopy - Sanjoy SanyalIllustrated Surgical GI Endoscopy - Sanjoy Sanyal
Illustrated Surgical GI Endoscopy - Sanjoy SanyalSanjoy Sanyal
 
Lasers in Surgery Specific Applications Part-II - Sanjoy Sanyal
Lasers in Surgery Specific Applications Part-II - Sanjoy SanyalLasers in Surgery Specific Applications Part-II - Sanjoy Sanyal
Lasers in Surgery Specific Applications Part-II - Sanjoy SanyalSanjoy Sanyal
 
Laparoscopic Surgery Scenario Part-I - Sanjoy Sanyal
Laparoscopic Surgery Scenario Part-I - Sanjoy SanyalLaparoscopic Surgery Scenario Part-I - Sanjoy Sanyal
Laparoscopic Surgery Scenario Part-I - Sanjoy SanyalSanjoy Sanyal
 
Automatic Physiological Assessment in Surgery Computer Program - Sanjoy Sanyal
Automatic Physiological Assessment in Surgery Computer Program - Sanjoy SanyalAutomatic Physiological Assessment in Surgery Computer Program - Sanjoy Sanyal
Automatic Physiological Assessment in Surgery Computer Program - Sanjoy SanyalSanjoy Sanyal
 
Surgical Aspects of Colorectal Endoscopy Part-IV - Sanjoy Sanyal
Surgical Aspects of Colorectal Endoscopy Part-IV - Sanjoy SanyalSurgical Aspects of Colorectal Endoscopy Part-IV - Sanjoy Sanyal
Surgical Aspects of Colorectal Endoscopy Part-IV - Sanjoy SanyalSanjoy Sanyal
 

Mehr von Sanjoy Sanyal (20)

Lunar Views – Potential Landing Sites - Compiled by Sanjoy Sanyal
Lunar Views – Potential Landing Sites - Compiled by Sanjoy SanyalLunar Views – Potential Landing Sites - Compiled by Sanjoy Sanyal
Lunar Views – Potential Landing Sites - Compiled by Sanjoy Sanyal
 
MARS Images ISRO-NASA-Compiled by Sanjoy Sanyal
MARS Images ISRO-NASA-Compiled by Sanjoy SanyalMARS Images ISRO-NASA-Compiled by Sanjoy Sanyal
MARS Images ISRO-NASA-Compiled by Sanjoy Sanyal
 
Aditya-L1 Suit Images ISRO - Compiled by Sanjoy Sanyal.pptx
Aditya-L1 Suit Images ISRO - Compiled by Sanjoy Sanyal.pptxAditya-L1 Suit Images ISRO - Compiled by Sanjoy Sanyal.pptx
Aditya-L1 Suit Images ISRO - Compiled by Sanjoy Sanyal.pptx
 
Charting Neural Pathways in Schizophrenia and BPD-Chicago Conference 2016 - S...
Charting Neural Pathways in Schizophrenia and BPD-Chicago Conference 2016 - S...Charting Neural Pathways in Schizophrenia and BPD-Chicago Conference 2016 - S...
Charting Neural Pathways in Schizophrenia and BPD-Chicago Conference 2016 - S...
 
Aorta–IVC–Kidney Dissection and Surgical Correlations - Dr Sanjoy Sanyal
Aorta–IVC–Kidney Dissection and Surgical Correlations - Dr Sanjoy SanyalAorta–IVC–Kidney Dissection and Surgical Correlations - Dr Sanjoy Sanyal
Aorta–IVC–Kidney Dissection and Surgical Correlations - Dr Sanjoy Sanyal
 
Anterior Thoracic Wall Surgical Anatomy - Sanjoy Sanyal
Anterior Thoracic Wall Surgical Anatomy - Sanjoy SanyalAnterior Thoracic Wall Surgical Anatomy - Sanjoy Sanyal
Anterior Thoracic Wall Surgical Anatomy - Sanjoy Sanyal
 
Functional Surgical Aspects -Triceps Surae-Tendo Calcaneus - Sanjoy Sanyal
Functional Surgical Aspects -Triceps Surae-Tendo Calcaneus - Sanjoy SanyalFunctional Surgical Aspects -Triceps Surae-Tendo Calcaneus - Sanjoy Sanyal
Functional Surgical Aspects -Triceps Surae-Tendo Calcaneus - Sanjoy Sanyal
 
Surgical Aspects of Popliteal Fossa - Dr. Sanjoy Sanyal
Surgical Aspects of Popliteal Fossa - Dr. Sanjoy SanyalSurgical Aspects of Popliteal Fossa - Dr. Sanjoy Sanyal
Surgical Aspects of Popliteal Fossa - Dr. Sanjoy Sanyal
 
Surgical Anatomy of Cadaveric Abdominal Viscera - Dr Sanjoy Sanyal
Surgical Anatomy of Cadaveric Abdominal Viscera - Dr Sanjoy SanyalSurgical Anatomy of Cadaveric Abdominal Viscera - Dr Sanjoy Sanyal
Surgical Anatomy of Cadaveric Abdominal Viscera - Dr Sanjoy Sanyal
 
4-5-6_Rwanda-KSA-Libya Service Certificates
4-5-6_Rwanda-KSA-Libya Service Certificates4-5-6_Rwanda-KSA-Libya Service Certificates
4-5-6_Rwanda-KSA-Libya Service Certificates
 
Rotation Model Blended Learning Project-ARS Feedback IEC Orlando Jan2016 - Sa...
Rotation Model Blended Learning Project-ARS Feedback IEC Orlando Jan2016 - Sa...Rotation Model Blended Learning Project-ARS Feedback IEC Orlando Jan2016 - Sa...
Rotation Model Blended Learning Project-ARS Feedback IEC Orlando Jan2016 - Sa...
 
Abnormal Right Vertebral Artery MRA Sequence - Sanjoy Sanyal
Abnormal Right Vertebral Artery MRA Sequence - Sanjoy SanyalAbnormal Right Vertebral Artery MRA Sequence - Sanjoy Sanyal
Abnormal Right Vertebral Artery MRA Sequence - Sanjoy Sanyal
 
ISL_Cert0021
ISL_Cert0021ISL_Cert0021
ISL_Cert0021
 
Ionizing Radiation in Surgery - Sanjoy Sanyal
Ionizing Radiation in Surgery - Sanjoy SanyalIonizing Radiation in Surgery - Sanjoy Sanyal
Ionizing Radiation in Surgery - Sanjoy Sanyal
 
Lasers in Surgery Systemic Applications Part-III - Sanjoy Sanyal
Lasers in Surgery Systemic Applications Part-III - Sanjoy SanyalLasers in Surgery Systemic Applications Part-III - Sanjoy Sanyal
Lasers in Surgery Systemic Applications Part-III - Sanjoy Sanyal
 
Illustrated Surgical GI Endoscopy - Sanjoy Sanyal
Illustrated Surgical GI Endoscopy - Sanjoy SanyalIllustrated Surgical GI Endoscopy - Sanjoy Sanyal
Illustrated Surgical GI Endoscopy - Sanjoy Sanyal
 
Lasers in Surgery Specific Applications Part-II - Sanjoy Sanyal
Lasers in Surgery Specific Applications Part-II - Sanjoy SanyalLasers in Surgery Specific Applications Part-II - Sanjoy Sanyal
Lasers in Surgery Specific Applications Part-II - Sanjoy Sanyal
 
Laparoscopic Surgery Scenario Part-I - Sanjoy Sanyal
Laparoscopic Surgery Scenario Part-I - Sanjoy SanyalLaparoscopic Surgery Scenario Part-I - Sanjoy Sanyal
Laparoscopic Surgery Scenario Part-I - Sanjoy Sanyal
 
Automatic Physiological Assessment in Surgery Computer Program - Sanjoy Sanyal
Automatic Physiological Assessment in Surgery Computer Program - Sanjoy SanyalAutomatic Physiological Assessment in Surgery Computer Program - Sanjoy Sanyal
Automatic Physiological Assessment in Surgery Computer Program - Sanjoy Sanyal
 
Surgical Aspects of Colorectal Endoscopy Part-IV - Sanjoy Sanyal
Surgical Aspects of Colorectal Endoscopy Part-IV - Sanjoy SanyalSurgical Aspects of Colorectal Endoscopy Part-IV - Sanjoy Sanyal
Surgical Aspects of Colorectal Endoscopy Part-IV - Sanjoy Sanyal
 

KĂĽrzlich hochgeladen

Ahmedabad Call Girls CG Road 🔝9907093804 Short 1500 💋 Night 6000
Ahmedabad Call Girls CG Road 🔝9907093804  Short 1500  💋 Night 6000Ahmedabad Call Girls CG Road 🔝9907093804  Short 1500  💋 Night 6000
Ahmedabad Call Girls CG Road 🔝9907093804 Short 1500 💋 Night 6000aliya bhat
 
Call Girls Electronic City Just Call 7001305949 Top Class Call Girl Service A...
Call Girls Electronic City Just Call 7001305949 Top Class Call Girl Service A...Call Girls Electronic City Just Call 7001305949 Top Class Call Girl Service A...
Call Girls Electronic City Just Call 7001305949 Top Class Call Girl Service A...narwatsonia7
 
Book Call Girls in Kasavanahalli - 7001305949 with real photos and phone numbers
Book Call Girls in Kasavanahalli - 7001305949 with real photos and phone numbersBook Call Girls in Kasavanahalli - 7001305949 with real photos and phone numbers
Book Call Girls in Kasavanahalli - 7001305949 with real photos and phone numbersnarwatsonia7
 
College Call Girls Pune Mira 9907093804 Short 1500 Night 6000 Best call girls...
College Call Girls Pune Mira 9907093804 Short 1500 Night 6000 Best call girls...College Call Girls Pune Mira 9907093804 Short 1500 Night 6000 Best call girls...
College Call Girls Pune Mira 9907093804 Short 1500 Night 6000 Best call girls...Miss joya
 
Call Girls Hosur Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Hosur Just Call 7001305949 Top Class Call Girl Service AvailableCall Girls Hosur Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Hosur Just Call 7001305949 Top Class Call Girl Service Availablenarwatsonia7
 
Call Girls Service In Shyam Nagar Whatsapp 8445551418 Independent Escort Service
Call Girls Service In Shyam Nagar Whatsapp 8445551418 Independent Escort ServiceCall Girls Service In Shyam Nagar Whatsapp 8445551418 Independent Escort Service
Call Girls Service In Shyam Nagar Whatsapp 8445551418 Independent Escort Serviceparulsinha
 
Housewife Call Girls Hsr Layout - Call 7001305949 Rs-3500 with A/C Room Cash ...
Housewife Call Girls Hsr Layout - Call 7001305949 Rs-3500 with A/C Room Cash ...Housewife Call Girls Hsr Layout - Call 7001305949 Rs-3500 with A/C Room Cash ...
Housewife Call Girls Hsr Layout - Call 7001305949 Rs-3500 with A/C Room Cash ...narwatsonia7
 
Call Girls Service Noida Maya 9711199012 Independent Escort Service Noida
Call Girls Service Noida Maya 9711199012 Independent Escort Service NoidaCall Girls Service Noida Maya 9711199012 Independent Escort Service Noida
Call Girls Service Noida Maya 9711199012 Independent Escort Service NoidaPooja Gupta
 
See the 2,456 pharmacies on the National E-Pharmacy Platform
See the 2,456 pharmacies on the National E-Pharmacy PlatformSee the 2,456 pharmacies on the National E-Pharmacy Platform
See the 2,456 pharmacies on the National E-Pharmacy PlatformKweku Zurek
 
Low Rate Call Girls Mumbai Suman 9910780858 Independent Escort Service Mumbai
Low Rate Call Girls Mumbai Suman 9910780858 Independent Escort Service MumbaiLow Rate Call Girls Mumbai Suman 9910780858 Independent Escort Service Mumbai
Low Rate Call Girls Mumbai Suman 9910780858 Independent Escort Service Mumbaisonalikaur4
 
call girls in Connaught Place DELHI 🔝 >༒9540349809 🔝 genuine Escort Service ...
call girls in Connaught Place  DELHI 🔝 >༒9540349809 🔝 genuine Escort Service ...call girls in Connaught Place  DELHI 🔝 >༒9540349809 🔝 genuine Escort Service ...
call girls in Connaught Place DELHI 🔝 >༒9540349809 🔝 genuine Escort Service ...saminamagar
 
Call Girl Bangalore Nandini 7001305949 Independent Escort Service Bangalore
Call Girl Bangalore Nandini 7001305949 Independent Escort Service BangaloreCall Girl Bangalore Nandini 7001305949 Independent Escort Service Bangalore
Call Girl Bangalore Nandini 7001305949 Independent Escort Service Bangalorenarwatsonia7
 
High Profile Call Girls Jaipur Vani 8445551418 Independent Escort Service Jaipur
High Profile Call Girls Jaipur Vani 8445551418 Independent Escort Service JaipurHigh Profile Call Girls Jaipur Vani 8445551418 Independent Escort Service Jaipur
High Profile Call Girls Jaipur Vani 8445551418 Independent Escort Service Jaipurparulsinha
 
Russian Call Girl Brookfield - 7001305949 Escorts Service 50% Off with Cash O...
Russian Call Girl Brookfield - 7001305949 Escorts Service 50% Off with Cash O...Russian Call Girl Brookfield - 7001305949 Escorts Service 50% Off with Cash O...
Russian Call Girl Brookfield - 7001305949 Escorts Service 50% Off with Cash O...narwatsonia7
 
Kolkata Call Girls Services 9907093804 @24x7 High Class Babes Here Call Now
Kolkata Call Girls Services 9907093804 @24x7 High Class Babes Here Call NowKolkata Call Girls Services 9907093804 @24x7 High Class Babes Here Call Now
Kolkata Call Girls Services 9907093804 @24x7 High Class Babes Here Call NowNehru place Escorts
 
Housewife Call Girls Bangalore - Call 7001305949 Rs-3500 with A/C Room Cash o...
Housewife Call Girls Bangalore - Call 7001305949 Rs-3500 with A/C Room Cash o...Housewife Call Girls Bangalore - Call 7001305949 Rs-3500 with A/C Room Cash o...
Housewife Call Girls Bangalore - Call 7001305949 Rs-3500 with A/C Room Cash o...narwatsonia7
 
Bangalore Call Girls Marathahalli đź“ž 9907093804 High Profile Service 100% Safe
Bangalore Call Girls Marathahalli đź“ž 9907093804 High Profile Service 100% SafeBangalore Call Girls Marathahalli đź“ž 9907093804 High Profile Service 100% Safe
Bangalore Call Girls Marathahalli đź“ž 9907093804 High Profile Service 100% Safenarwatsonia7
 
Call Girls Jayanagar Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Jayanagar Just Call 7001305949 Top Class Call Girl Service AvailableCall Girls Jayanagar Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Jayanagar Just Call 7001305949 Top Class Call Girl Service Availablenarwatsonia7
 
VIP Call Girls Lucknow Nandini 7001305949 Independent Escort Service Lucknow
VIP Call Girls Lucknow Nandini 7001305949 Independent Escort Service LucknowVIP Call Girls Lucknow Nandini 7001305949 Independent Escort Service Lucknow
VIP Call Girls Lucknow Nandini 7001305949 Independent Escort Service Lucknownarwatsonia7
 

KĂĽrzlich hochgeladen (20)

Ahmedabad Call Girls CG Road 🔝9907093804 Short 1500 💋 Night 6000
Ahmedabad Call Girls CG Road 🔝9907093804  Short 1500  💋 Night 6000Ahmedabad Call Girls CG Road 🔝9907093804  Short 1500  💋 Night 6000
Ahmedabad Call Girls CG Road 🔝9907093804 Short 1500 💋 Night 6000
 
Call Girls Electronic City Just Call 7001305949 Top Class Call Girl Service A...
Call Girls Electronic City Just Call 7001305949 Top Class Call Girl Service A...Call Girls Electronic City Just Call 7001305949 Top Class Call Girl Service A...
Call Girls Electronic City Just Call 7001305949 Top Class Call Girl Service A...
 
Book Call Girls in Kasavanahalli - 7001305949 with real photos and phone numbers
Book Call Girls in Kasavanahalli - 7001305949 with real photos and phone numbersBook Call Girls in Kasavanahalli - 7001305949 with real photos and phone numbers
Book Call Girls in Kasavanahalli - 7001305949 with real photos and phone numbers
 
College Call Girls Pune Mira 9907093804 Short 1500 Night 6000 Best call girls...
College Call Girls Pune Mira 9907093804 Short 1500 Night 6000 Best call girls...College Call Girls Pune Mira 9907093804 Short 1500 Night 6000 Best call girls...
College Call Girls Pune Mira 9907093804 Short 1500 Night 6000 Best call girls...
 
Call Girls Hosur Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Hosur Just Call 7001305949 Top Class Call Girl Service AvailableCall Girls Hosur Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Hosur Just Call 7001305949 Top Class Call Girl Service Available
 
Call Girls Service In Shyam Nagar Whatsapp 8445551418 Independent Escort Service
Call Girls Service In Shyam Nagar Whatsapp 8445551418 Independent Escort ServiceCall Girls Service In Shyam Nagar Whatsapp 8445551418 Independent Escort Service
Call Girls Service In Shyam Nagar Whatsapp 8445551418 Independent Escort Service
 
Housewife Call Girls Hsr Layout - Call 7001305949 Rs-3500 with A/C Room Cash ...
Housewife Call Girls Hsr Layout - Call 7001305949 Rs-3500 with A/C Room Cash ...Housewife Call Girls Hsr Layout - Call 7001305949 Rs-3500 with A/C Room Cash ...
Housewife Call Girls Hsr Layout - Call 7001305949 Rs-3500 with A/C Room Cash ...
 
Call Girls Service Noida Maya 9711199012 Independent Escort Service Noida
Call Girls Service Noida Maya 9711199012 Independent Escort Service NoidaCall Girls Service Noida Maya 9711199012 Independent Escort Service Noida
Call Girls Service Noida Maya 9711199012 Independent Escort Service Noida
 
See the 2,456 pharmacies on the National E-Pharmacy Platform
See the 2,456 pharmacies on the National E-Pharmacy PlatformSee the 2,456 pharmacies on the National E-Pharmacy Platform
See the 2,456 pharmacies on the National E-Pharmacy Platform
 
Low Rate Call Girls Mumbai Suman 9910780858 Independent Escort Service Mumbai
Low Rate Call Girls Mumbai Suman 9910780858 Independent Escort Service MumbaiLow Rate Call Girls Mumbai Suman 9910780858 Independent Escort Service Mumbai
Low Rate Call Girls Mumbai Suman 9910780858 Independent Escort Service Mumbai
 
call girls in Connaught Place DELHI 🔝 >༒9540349809 🔝 genuine Escort Service ...
call girls in Connaught Place  DELHI 🔝 >༒9540349809 🔝 genuine Escort Service ...call girls in Connaught Place  DELHI 🔝 >༒9540349809 🔝 genuine Escort Service ...
call girls in Connaught Place DELHI 🔝 >༒9540349809 🔝 genuine Escort Service ...
 
Call Girl Bangalore Nandini 7001305949 Independent Escort Service Bangalore
Call Girl Bangalore Nandini 7001305949 Independent Escort Service BangaloreCall Girl Bangalore Nandini 7001305949 Independent Escort Service Bangalore
Call Girl Bangalore Nandini 7001305949 Independent Escort Service Bangalore
 
High Profile Call Girls Jaipur Vani 8445551418 Independent Escort Service Jaipur
High Profile Call Girls Jaipur Vani 8445551418 Independent Escort Service JaipurHigh Profile Call Girls Jaipur Vani 8445551418 Independent Escort Service Jaipur
High Profile Call Girls Jaipur Vani 8445551418 Independent Escort Service Jaipur
 
Russian Call Girl Brookfield - 7001305949 Escorts Service 50% Off with Cash O...
Russian Call Girl Brookfield - 7001305949 Escorts Service 50% Off with Cash O...Russian Call Girl Brookfield - 7001305949 Escorts Service 50% Off with Cash O...
Russian Call Girl Brookfield - 7001305949 Escorts Service 50% Off with Cash O...
 
Kolkata Call Girls Services 9907093804 @24x7 High Class Babes Here Call Now
Kolkata Call Girls Services 9907093804 @24x7 High Class Babes Here Call NowKolkata Call Girls Services 9907093804 @24x7 High Class Babes Here Call Now
Kolkata Call Girls Services 9907093804 @24x7 High Class Babes Here Call Now
 
sauth delhi call girls in Bhajanpura 🔝 9953056974 🔝 escort Service
sauth delhi call girls in Bhajanpura 🔝 9953056974 🔝 escort Servicesauth delhi call girls in Bhajanpura 🔝 9953056974 🔝 escort Service
sauth delhi call girls in Bhajanpura 🔝 9953056974 🔝 escort Service
 
Housewife Call Girls Bangalore - Call 7001305949 Rs-3500 with A/C Room Cash o...
Housewife Call Girls Bangalore - Call 7001305949 Rs-3500 with A/C Room Cash o...Housewife Call Girls Bangalore - Call 7001305949 Rs-3500 with A/C Room Cash o...
Housewife Call Girls Bangalore - Call 7001305949 Rs-3500 with A/C Room Cash o...
 
Bangalore Call Girls Marathahalli đź“ž 9907093804 High Profile Service 100% Safe
Bangalore Call Girls Marathahalli đź“ž 9907093804 High Profile Service 100% SafeBangalore Call Girls Marathahalli đź“ž 9907093804 High Profile Service 100% Safe
Bangalore Call Girls Marathahalli đź“ž 9907093804 High Profile Service 100% Safe
 
Call Girls Jayanagar Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Jayanagar Just Call 7001305949 Top Class Call Girl Service AvailableCall Girls Jayanagar Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Jayanagar Just Call 7001305949 Top Class Call Girl Service Available
 
VIP Call Girls Lucknow Nandini 7001305949 Independent Escort Service Lucknow
VIP Call Girls Lucknow Nandini 7001305949 Independent Escort Service LucknowVIP Call Girls Lucknow Nandini 7001305949 Independent Escort Service Lucknow
VIP Call Girls Lucknow Nandini 7001305949 Independent Escort Service Lucknow
 

Technological Innovations in Neurology 2 - Sanjoy Sanyal

  • 1. Technological innovations in Neurology – 2 Dr Sanjoy Sanyal sanyal.sanjoy8@gmail.com Professor – Neuroscience An outline of techno-gadgets used / tried / tested / in Neurological disorders Med 3 Neuroscience students from Summer 2009 to Summer 2010 semesters of Medical University of Americas (MUA), Nevis, St. Kitts-Nevis, W.I., contributed partly to the material for this presentation September 2010
  • 2. • Magnetoencephalography (MEG) in Epilepsy (Slides 3 – 16) • Brain computer interface (BCI) (Slides 17 – 27) • Neuroswitch in Locked-in (Slides 28 – 29) • Speech synthesizer – Neuralynx (Slide 30) • Lokomat orthosis in Cerebral palsy (31 – 38) • Virtual reality in paralysis (Slide 39) • Brainport in bilateral vestibular damage and blindness (Slides 40 – 52) • Bionic eye – Argus II in Retinitis pigmentosa (Slides 53 – 56) • Bionic arm – SmartHand (Slides 57 – 61) • Neuro-feedback sensors and Neuro-headset detection suites in video gaming (Slides 62 – 66) • Helmet force sensors in CTE (Slides 67 – 69) Contents
  • 3. MEG A SQUID (Super- conducting Quantum Interference Device) is a very sensitive magneto- meter used to measure extremely weak magnetic fields, based on supercon- ducting loops containing Josephson junctions
  • 4. • MEG helmet has an array of SQUID sensors and super- conducting lead shell, which are cooled by liquid helium • Each SQUID sensor contains a pickup coil of superconducting wire that receives brain magnetic fields • It is magnetically coupled to the SQUID, which produces a voltage proportional to magn- etic field received by the coil • A computer program converts the SQUID data into maps of the currents flowing through- out brain as function of time MEG helmet
  • 5. • The colored contours show how the magnetic field produced by neural brain currents (dashed arrows) changes intensity and polarity over the skull‟s surface • In the red region, the field is most intense in a direction pointing out of the skull •In the blue region, the field is most intense in a direction pointing into the skull (R-hand rule) SQUID sensor
  • 6. SQUID • A SQUID is 10 to 100 micrometers • Feedback coil in the SQUID magnetically couples it to the pickup coil in the SQUID sensor • Magnetic field lines pass through square hole in SQUID‟s center
  • 7. • This determine the phases of electron waves circulating in the SQUID‟s superconducting region (green region in previous slide) • The electron waves‟ interference is proportional to magnetic flux over the SQUID‟s square hole • Superconductors have no electrical resistance; the interference can only be measured by interrupting the superconductor with small regions that have electrical resistance, the 2 Josephson junctions, so that voltage drops will develop across them • Voltage measured across the junctions is proportional to the magnetic flux over the SQUID‟s square hole Superconducting Quantum Interface Device (SQUID)
  • 9. • MEG is used for identifying and analyzing brain activity based on magnetic fields produced by it • Principle: MEG is sensitive to the magnetic fields generated by intra-neuronal currents generated in the brain (Slide 8); Resultant magnetic field contours in brain are captured by SQUID sensors (Slide 6) in MEG helmet (Slides 4,8), which are rendered in the form of computer-generated image • Applications: – Demonstrate functional activity of brain regions (next slide) – Localize seizure focus (Slide 14) – Demonstrate functioning of Orthosis system through Brain-computer interface (Slide 19) Magnetoencephalography (MEG)
  • 10. MEG – functional areas Showing face-arm area of superolateral cortex and leg area on medial cortex
  • 11. • MEG is used for localizing the epileptic focus during pre-surgical evaluation of patients with medically intractable epilepsy • MEG is non-invasive and is complementary to EEG • The following case study demonstrates the role of MEG in a 22-year old female with refractory epilepsy that did not respond to drugs • She had undergone a number of investigations to try to delineate the epileptic focus; MRI; interictal and ictal scalp EEGs; FDG-PET; MEG; Wada Test • MRI showed no anatomical abnormality (Slide 13) MEG in epilepsy
  • 12. • Inter-ictal scalp EEG showed continuous right temporal spikes • Ictal scalp EEG showed attenuation of the inter- ictal spike activity but did not show a localized onset area • Fluoro-DeoxyGlucose (FDG)-PET scan indicated right temporal hypo-metabolism • MEG, conducted after seeing a normal MRI and abnormal EEG / PET scan showed a hyperintense signal localized in right insular region (Slide 14) • MEG finding was used for identification of the epileptic zone which enabled surgical removal and seizure-free status MEG in epilepsy
  • 13. Coronal T2 MRI showing no abnormality in right temporal region
  • 15. • The localisation accuracy of MEG was comparable to that of invasive intracranial recording • MEG was found to be more sensitive than scalp EEG in neocortical epilepsy • MEG also showed a high degree of concordance (87%) with the Wada test in another study • MEG is an advance in the non-invasive pre- surgical evaluation of epilepsy, and although is in use for several decades, has only recently been used for analysis of the entire head • A MEG-guided review of MRI may reveal subtle abnormalities and permit a precise surgical excision of the irritative epileptic focus that would not have been picked up by MRI alone MEG in epilepsy
  • 16. • Application of MEG in MRI-negative non-lesional cases provides additional information needed for decision-making before surgery can be attempted • The rate of +ve findings after MEG-guided review of previously MRI-negative films is ~ 17.5% • Because MEG is primarily sensitive to magnetic fields generated by intracellular currents, it limits inaccurate readings from outside sources • Drawbacks: Major costs associated with operating it as well as its limited availability Poon TL, Cheung FC and Lui CH. Magnetoencephalography and its role in evaluation for epilepsy surgery. HKMJ. 2010 February [cited 2010 March 29]; 16(1):44-47[4 pages]. Available from: http://www.hkmj.org/article_pdfs/hkm1002p44.pdf MEG in epilepsy
  • 20. Brain computer interface (BCI) In right cortical stroke, intact left Pre-motor (motor planning) cortex sends impulses via BCI to left External effector, which in turn activates either a Robotic hand or sends FES to paralyzed muscle
  • 21. • BCI is gateway between brain and external device • Brain signals can be translated to commands to control this device (External effector), reflecting the intentions of the user (Slide 20) • Previous primate studies demonstrated that motor cortex neurons can predict the direction and speed of arm movements • Recent human studies translated these findings to increased levels of brain-derived control • Because there is a lesion in the brain, BCI cannot use normal cortical pathways to interact with environment; it creates a completely new output pathway for the brain; e.g., quadriplegic controlling cursor on screen with signals derived from Pre- motor cortex (Slides 17, 19) Brain computer interface (BCI)
  • 22. There are 4 functional components of BCI: 1. Signal acquisition: Information input from Pre- motor cortex is recorded into the BCI • Measurement of brain activity is usually via electrodes, either invasive or non invasive • Signal acquisition can be EEG-based, ECoG- based, „Single unit‟ microelectrode-based 2. Signal processing: Conversion of raw informa- tion into useful device command; Requires complex array of analyses (Slide 19); • Assessment of frequency power spectra • Event-related potentials • Cross correlation coefficients for EEG analysis • These are to determine the relationship between an electro- physiological event and a given cognitive or motor task BCI
  • 23. 3. Device output: The control function produced by the BCI system • Moving cursor on screen • Choosing letters for communication • Controlling a robotic arm or bowel / bladder sphincters 4. Operating protocol: The manner in which the user controls how the system functions • Turning the system on and off • Switching between prosthetic limbs BCI
  • 24. • Based on source from which the brain signal is obtained (Signal acquisition) 1. EEG-based: Electrical activity from the scalp 2. Single unit-based: Microelectrodes in brain parenchyma that detect action potential of individual neurons 3. ECoG-based: Electrodes from cortical surface directly (above or below dura) BCI Platforms
  • 25. • EEG-based: Most common technique – Detects only Mu (8-12 Hz), Beta (18-25 Hz) wave-forms (rhythms), which are produced by sensorimotor cortex and thalamo-cortical circuits – Pros: Convenient, safe, and inexpensive – Cons: Poor spatial resolution; No specific information about details such as position or velocity of hand movements • Single unit-based: Micro-electrodes penetrate into brain parenchyma – Very successful in recording electrical activity for limited time periods – Pros: High spatial / temporal resolution – Cons: Highly invasive, can cause neural and vascular damage, chances of infections BCI platforms
  • 26. • ECoG-based: More practical and robust platform for clinical applications – Signal is 5 times larger than EEG signal – Higher spatial resolution, and detects higher frequency waveforms (rhythms) – Lower frequencies, known as Mu (8-12 Hz) and Beta (18-25 Hz), detectable by EEG, are produced by thalamo-cortical circuits – Higher frequencies appreciable only with ECoG, a.k.a. Gamma band activity, show close correlation with action potential of neurons of Primary motor cortex; Also associated with numerous aspects of speech BCI platforms
  • 27. • BCI is really helpful in motor-disabled patients – Spinal cord injuries – Peripheral neuromuscular dysfunction • However, BCI is limited in patients suffering from hemiparesis from hemispheric stroke or traumatic brain injury • The field of neuroprosthetics is growing rapidly • It can be further expanded to language function and plasticity BCI future
  • 31. • Cerebral palsy: Damage to Precentral gyrus (PrCG) of the developing brain up to 3 years of age; Results in motor palsy in developing children • Motor disorders are often accompanied by secondary musculoskeletal problems, and disturbances of sensation, perception, cognition, communication, behavior, and epilepsy • Lokomat gait orthosis: Developed by Swiss scientists at University Hospital of Zurich in January 2006 • It is a virtual gate training therapy for children with neurological gate impairments like CP, which incorporates sensory and external motor stimuli Cerebral palsy (CP)
  • 32. Lokomat – Cerebral palsy Koenig, Wellner, Koneke, Meyer-Heim, Lunenburger, and Riener. "Virtual gait training for children with cerebral palsy using the Lokomat gait orthosis." National Center for Biotechnology Information. PubMed.gov, U.S. National Library of Medicine National Institutes of Health, 2008. Web. 21 Nov. 2009. http://www.ncbi.nlm.nih.gov/pubmed/18391287 .
  • 34. Lokomat – Cerebral palsy Meyer-Heim, Andreas. "Robotic-assisted locomotor training in gait rehabilitation of children." Research Portal. Stud Health Technol Inform, Jan. 2006. Web. 21 Nov. 2009. http://www.researchportal.ch/unizh/p9021.htm . "Robot-Assisted Walking Therapy Using the Lokomat." Rehabilitation Institute of Chicago. 25 Sept. 2009. Web. 21 Nov. 2009. http://www.ric.org/conditions/pcs- specialized/lokomat/index.aspx
  • 35. • Patient is placed in harnesses over the treadmill part of the machine and connected to all the sensory receptors (1st 2 Lokomat slides) • 4 different virtual scenarios are played on the screen in front of patient (3rd Lokomat slide) – Wading through water -Playing soccer – Overstepping obstacles -Walking in traffic • Virtual projection mimics everyday situations that allow a sense of reality to the patient (next slide) • The variation of position control allows the use of different muscles. Levels of difficulty can be varied by changing the resistance and force exerted Lokomat – Cerebral palsy
  • 36.
  • 37. • Data is collected for each patient to record their progress in terms of Gait distance, Gait speed, Produced force, Body weight, Time of effective training • A surface Electromyography (sEMG) is used to record muscle potentials by placing electrodes on skin surface (next slide) • The repetition of task specific training through the different scenarios allows the brain and the spinal cord to re-route signals that were previously interrupted. It helps in strengthening muscles Lokomat – Cerebral palsy
  • 38. Lokomat – sEMG recording Differences in the amplitude represent various levels of effort
  • 40. • Brainport system provides electrotactile stimulation for sensory augmentation which uses encoded electric current to represent actual sensory information that is deficient • By sending this current to the skin, the brain adapts to interpret the sensory information as if it were coming from the original organ • This is because sensory information is carried by nerve fibers in the form of impulse patterns that are then interpreted by their respective brain centers • Brainport works via an Electrode array that receives input from a non-tactile source, which then applies controlled currents to the skin in a precise pattern at a precise location Brainport
  • 41. • Tongue: Research done with the Brainport technology found that the tongue is an ideal skin surface; its nerve fibers are closer to the surface, it lacks a stratum corneum, has more nerve fibers • Additionally, less voltage is required on the tongue because the saliva acts as a natural conducting material. Brainport • Finally, in the sensory homunculus, the area of the cortex that interprets tongue sensations is much larger than other areas of the body
  • 42. • The initial application of the Brainport device was in the field of balance correction • Trial patients had damage to their inner ears, due to Bilateral vestibular disorders (BVD), Acoustic neuromas, or Meniere‟s disease, and had resultant loss of balance • In the absence of a functional vestibular system, the brain has difficulty correctly integrating visual and proprioceptive cues, leading to problems with posture control and movement • They have difficulty in engaging in daily activities; walking in low-light or busy environments, walking on uneven surfaces, bending forward to pick something up, driving a car, or reading a book Vestibular dysfunction
  • 44. • These patients adopted correctional mechanisms on their own; gripping sides of the wall, guarded stance, slow, shuffling steps, which offer minimal compensation • Brainport aided them to interpret their balance information (proproceptive cues) as coming from their tongue instead of inner ear. • Brainport integrates an Accelerometer with output device, which provides input to the Facial and Lingual nerves via the anterior 2/3rd of tongue • The Accelerometer measures tilt with respect to pull of gravity. It is on underside of 10 x 10 Electrode array, and transmits data about head position to CPU through communication circuitry Brainport – vestibular use
  • 45. • When the head tilts right, the CPU receives the „right‟ data and sends a signal telling the Electrode array to provide current to the right side of tongue. When the head tilts left, the device buzzes the left side of tongue. When the head is level, Brainport sends a pulse to the middle of tongue • Wicab, manufacturer of Brainport, used the device on 28 subjects suffering from BVD • Subjects were told the accelerometer would detect their head position and relay that information to the electrode array on their tongue; Stimulation would cause a tingling that feels like “bubbles” on their tongue Brainport – vestibular use
  • 46. • Their goal during training was to keep the signal in the center of the array by responding to the direction of signal on the tongue, and to use the feedback to maintain posture with Brainport device • All subjects regained sense of balance for variable periods, > 6 hours for every 20 minute session • After multiple sessions with the device, the subject's brain starts to interpret the signals as indicating head position (balance information that normally comes from the inner ear) instead of just tactile information from the tongue Brainport – vestibular use
  • 48. • Wicab adapted the technology to produce tactile vision via a camera to capture visual data • Optical information picked up by the Camera is converted by CPU into binary code • Each set of pixels in camera‟s sensor corresponds to an electrode in the array
  • 49. • These signals represent differences in pixel data such as frequency, amplitude and duration. When fully converted, the image takes the form of variations in pulse current, voltage, duration, and intervals between each pulse • Electrode array receives the resulting signal via the stimulation circuitry and applies it to the tongue • Wicab trained 15 subjects; Training sessions included several brief trials of 1-5 minutes each, followed by one 20-minute trial involving the patient in progressively challenging positions while using the device • Scientists evaluated the subjects before training began and after the last training session; In all improvement occurred in at least one area Brainport – visual use
  • 50. • Users described it as pictures drawn on their tongue with champagne bubbles. With training users may perceive shape, size, location and motion of objects in their environment • The brain eventually learns to interpret and use the information coming from the tongue as if it were coming from the eyes • Results were confirmed with an independent study that conducted PET scans of congenitally blind people while they were using the Brainport device Brainport – visual use
  • 51. Original Image Brainport Image Brainport – visual use • With the current array of 100 to 600+ electrodes, subjects can recognize high-contrast objects, their location, movement, and some aspects of perspective and depth
  • 52. • Blind subjects can perceive looming, depth, perspective, size and shape. They could still feel the pulses on their tongue, but they could also perceive images generated from those pulses by their brain • Subjects perceived the objects as "out there" in front of them, separate from their own bodies. They perceived and identified letters of alphabet • Currently, the Brainport is intended to augment rather than replace the white cane Brainport – visual use
  • 53. Retinitis pigmentosa (RP) Hereditary (Autosomal dominant / recessive); Rods predominantly destroyed; Leads to progressive annular (ring) scotoma („Tunnel vision‟) and Nyctalopia („Night blindness‟) Retinitis P is ideal test-bed for Bionic eye
  • 54. Bionic eye: Camera: included in spectacles; Receives light; Sends impulses to Computer Retinal implant: Tacked to retina; Has microelectrode array which stimulates surviving retinal receptors
  • 56. • Retinal prosthesis: Restores partial vision to those who are blind, and allows those who are blind to see flashes of light • Argus II 60 Electrode Epiretinal System includes Spectacles, small video camera, tiny computer, and 60 electrodes (previous 2 slides) • Video camera: Picks up images • Computer: Takes the input from camera and relays output to electrodes • Microelectrode array (retinal implant): 60 independent electrodes tacked to retina; Stimulation current of each electrode is determined by the brightness at the corresponding area; stimulates surviving retinal receptors Bionic eye – Argus II
  • 57. Bionic arm – TMR Targeted muscle re-innervation: After amputation, Musculocutaneous, Median, Radial nerves are re-routed to innervate clavicular and sternocostal heads of pectoralis major. EMG electrodes from these muscles transmit impulses to Microprocessor controller, which activates a Robotic arm
  • 58. • The first commercially available bionic hand became available in 2007 by Touch Bionics™ • Targeted muscle reinnervation (TMR): Surgeons move the ends of the nerves to the chest, which earlier connected to the arm (previous slide) • Electrodes on a harness detect EMG signals from those muscles and transmit them to a miniature Computer (microprocessor controller) • The computer translates these into signals that control small electric motors in the Robotic arm and hand (previous slide) • When patient wants to pick up an apple from the kitchen table, he/she thinks it and their arm, hand and fingers do it (next slide) Bionic arm
  • 61. • The main limitation of previous models was the deficit in sensory function • New models now convey sensation from the device to neural receptors in the chest (and to the brain) to allow sensation of Feeling, Touch, Pressure, Vibration • SmartHand®: Smart bio-adaptive hand prosthesis; this „intelligent‟ hand mimics movement of a real human hand and gives the wearer a true sensation of feeling and touch. Four electric motors and 40 sensors are linked to the brain and activated when a SmartHand touches an object • When patient grabs something hard, he feels it in the „fingertips‟, which he doesn't have anymore • Robin Ekenstam of Sweden was the project's 1st human wearer (previous slide) Bionic arm – SmartHand®
  • 62. Neuro- feedback sensors Some believe that playing video games with neuro- feedback provides therapy for children with Brain injuries, ADHD and Learning disabilities Neuro-feedback enables a form of conditioning that rewards people for producing specific brain waves
  • 63. • The Emotiv Game Developer SDK consists of a neuro- headset and toolkit, which incorporates a unique set of detection suites • Detection suites can be used alone or combined for a more spectacular game play experience (For video gamers, employing AI to enhance gaming experience in virtual reality) Neuro-headset detection suites
  • 64. • Affectiv suite monitors player‟s emotional states / state of mind in real-time • It provides extra dimension in game interaction by allowing the game to respond to a player's emotions • Characters can transform in response to player's feeling • Music, scene lighting and effects can be tailored to heighten the experience for the player in real-time • Affectiv suite can be used to adjust difficulty to suit each situation Affectiv™ suite
  • 65. • Expressiv suite uses the signals measured by the neuro-headset to interpret player‟s facial expressions in real-time • When a player smiles, their avatar can mimic the expression even before they are aware of their own feelings • It provides a natural enhancement to game interaction by allowing game characters to come to life • Artificial intelligence (AI) can now respond to players naturally, in ways only humans have been able to until now Expressiv™ suite
  • 66. • Cognitiv suite reads and interprets a player's conscious thoughts and intent • Gamers can manipulate virtual objects using only the power of their thought • The fantasy of magic and supernatural power can be experienced Cognitiv™ suite
  • 67. Chronic traumatic encephalo- pathy (CTE) Pathological changes in brain of professional American football players and professional boxers, due to repeated trauma
  • 68. Force sensors in helmet In order to determine the force that American footballers are subjected to, their helmets are now being fitted with force sensors (To obviate the problem of CTE)

Hinweis der Redaktion

  1. ECoG- electrocorticography