SlideShare ist ein Scribd-Unternehmen logo
1 von 26
A Seminar on


Brain Computer Interfaces
            By

        Vijay Mehta
Agenda

•   Introduction
•   BCI Model
•   Early Work
•   BCI Approaches
•   Applications
•   Current Projects
•   Conclusion
Introduction
• Brain-computer interface (BCI) is a fast-growing emergent
  technology, in which researchers aim to build a direct channel
  between the human brain and the computer.

• A Brain Computer Interface (BCI) is a collaboration in which a
  brain accepts and controls a mechanical device as a natural
  part of its representation of the body.

• Computer-brain interfaces are designed to restore sensory
  function, transmit sensory information to the brain, or stimulate
  the brain through articially generated electrical signals.
BCI Model
Model
Early work
• Algorithms to reconstruct movements from motor cortex
  neurons, which control movement, were developed in 1970s.

• The first Intra-Cortical Brain-Computer Interface was built by
  implanting electrodes into monkeys.

• After conducting initial studies in rats during the 1990s,
  researchers developed Brain Computer Interfaces that decoded
  brain activity in monkeys and used the devices to reproduce
  movements in monkeys and used the devices to reproduce
  monkey movements in robotic arms.
How it works
BCI Approaches
Invasive
 • Invasive BCIs are implanted directly into the grey matter of the
brain during neurosurgery.

 • As they rest in the grey matter, invasive devices produce the
highest quality signals of BCI devices but are prone to scar-
tissue build-up, causing the signal to become weaker or even
lost as the body reacts to a foreign object in the brain.
Semi and Non Invasive
• Electrocorticography (ECoG) measures the electrical activity of the brain taken
from beneath the skull in a similar way to non-invasive electroencephalography but the
electrodes are embedded in a thin plastic pad that is placed above the cortex, beneath
the dura mater.

 •   Electroencephalography In conventional scalp EEG, the recording is obtained by
     placing electrodes on the scalp with a conductive gel or paste, usually after
     preparing the scalp area by light abrasion to reduce impedance due to dead skin
     cells. Many systems typically use electrodes, each of which is attached to an
     individual wire.

 •   fMRI = Functional Magnetic Resonance Imaging fMRI exploits the changes in
     the magnetic properties of hemoglobin as it carries oxygen. Activation of a part of
     the brain increases oxygen levels there increasing the ratio of oxyhemoglobin to
     deoxyhemoglobin.

 •   Magnetoencephalography (MEG) MEG detects the tiny magnetic fields created
     as individual neurons "fire" within the brain. It can pinpoint the active region with a
     millimeter, and can follow the movement of brain activity as it travels from region
     to region within the brain.
Applications
• Provide disabled people with communication, environment
control, and movement restoration.

• Provide enhanced control of devices such as wheelchairs,
vehicles, or assistance robots for people with disabilities.

• Provide additional channel of control in computer games.

• Monitor attention in long-distance drivers or aircraft pilots, send
out alert and warning for aircraft pilots.

• Develop intelligent relaxation devices.
Applications
• Control robots that function in dangerous or inhospitable
situations (e.g., underwater or in extreme heat or cold).

• Create a feedback loop to enhance the benefits of certain
therapeutic methods.

• Develop passive devices for monitoring function, such as
monitoring long-term drug effects, evaluating
psychological state, etc.

• Monitor stages of sleep
Applications
• Bionics/Cybernetics

• Memory Upload/Download

• Dream Capture

• Brain as a Computer

• “Google Search” through brain
Projects
• BrainGate

• BCI2000

• Australian Bionic Eye

• Honda Asimo Control

• Kevin Warwick – The First Human Cyborg

• Gaming Control

• Many Others….
BrainGate
Honda Asimo
  Control
Gaming Control
Eyes can say a
     lot…
Bionic Eye




And an artificial eye can see a
              lot…
Fiction or Future??
Conclusion
• A potential therapeutic tool.

 • BCI is an advancing technology promising paradigm shift in
areas like Machine Control, Human Enhancement, Virtual
reality and etc. So, it’s potentially high impact technology.

 • Several potential applications of BCI hold promise for
rehabilitation and improving performance, such as treating
emotional disorders (for example, depression or anxiety),
easing chronic pain, and overcoming movement disabilities due
to stroke.
 • Will enable us to achieve singularity very soon.

• Intense R&D in future to attain intuitive efficiency.
References
• Sixto Ortiz Jr., "Brain-Computer Interfaces: Where Human and Machine
  Meet," Computer, vol. 40, no. 1, pp. 17-21, Jan., 2007

• F. Babiloni, A. Cichocki, and S. Gao, eds., special issue, “Brain-
  Computer Interfaces: Towards Practical Implementations and Potential
  Applications,” ComputationalIntelligence and Neuroscience, 2007

• P. Sajda, K-R. Mueller, and K.V. Shenoy, eds., special issue, “Brain
  Computer Interfaces,” IEEE Signal Processing Magazine,Jan. 2008

• The MIT Press – “Toward Brain-Computer Interfacing”

• Wikipedia, HowStuffWorks and various other website sources…
Thank You!

Weitere ähnliche Inhalte

Was ist angesagt?

Brain computer interface
Brain computer interfaceBrain computer interface
Brain computer interfaceKoushik Veldanda
 
Brain Computer Interface.ppt
Brain Computer Interface.pptBrain Computer Interface.ppt
Brain Computer Interface.pptAmal Sanjay
 
Brain Chip Technology
Brain Chip TechnologyBrain Chip Technology
Brain Chip Technologyanitha pillai
 
Brain chips ppt
Brain chips pptBrain chips ppt
Brain chips ppt9440999171
 
Brain Computer Interface (BCI) - seminar PPT
Brain Computer Interface (BCI) -  seminar PPTBrain Computer Interface (BCI) -  seminar PPT
Brain Computer Interface (BCI) - seminar PPTSHAMJITH KM
 
BRAIN COMPUTER INTERFACE Documentation
BRAIN COMPUTER INTERFACE DocumentationBRAIN COMPUTER INTERFACE Documentation
BRAIN COMPUTER INTERFACE DocumentationBhadra Gowdra
 
Blue brain presentation
Blue brain presentationBlue brain presentation
Blue brain presentationPrashant Kumar
 
Brain computer interface
Brain computer interfaceBrain computer interface
Brain computer interfaceNeurologyKota
 
Brain-Computer Interface (BCI)-Seminar Report
Brain-Computer Interface (BCI)-Seminar ReportBrain-Computer Interface (BCI)-Seminar Report
Brain-Computer Interface (BCI)-Seminar Reportjosnapv
 
Brain computer Interface
Brain computer InterfaceBrain computer Interface
Brain computer InterfaceChaitanya Yanamala
 
Brain Computer Interface ppt
Brain Computer Interface pptBrain Computer Interface ppt
Brain Computer Interface pptAjay George
 
Brain computer interface
Brain computer interfaceBrain computer interface
Brain computer interfaceJaykrishna Thakkar
 
Brain computer interface
Brain computer interfaceBrain computer interface
Brain computer interfacerahulnale175
 
Brain computer interface
Brain computer interfaceBrain computer interface
Brain computer interfaceSharat045
 
Neuralink Seminar ppt
Neuralink Seminar pptNeuralink Seminar ppt
Neuralink Seminar pptSaritaSingh140
 
Brain computer interface
Brain computer interfaceBrain computer interface
Brain computer interfaceanilkumarkandrika
 
Brain-computer interface
Brain-computer interfaceBrain-computer interface
Brain-computer interfaceSri Neela
 
BRAIN CHIP TECHNOLOGY
BRAIN CHIP TECHNOLOGYBRAIN CHIP TECHNOLOGY
BRAIN CHIP TECHNOLOGYsathish sak
 

Was ist angesagt? (20)

Brain computer interface
Brain computer interfaceBrain computer interface
Brain computer interface
 
Brain Computer Interface.ppt
Brain Computer Interface.pptBrain Computer Interface.ppt
Brain Computer Interface.ppt
 
Brain Chip Technology
Brain Chip TechnologyBrain Chip Technology
Brain Chip Technology
 
Brain chips ppt
Brain chips pptBrain chips ppt
Brain chips ppt
 
Brain Computer Interface (BCI) - seminar PPT
Brain Computer Interface (BCI) -  seminar PPTBrain Computer Interface (BCI) -  seminar PPT
Brain Computer Interface (BCI) - seminar PPT
 
BRAIN COMPUTER INTERFACE Documentation
BRAIN COMPUTER INTERFACE DocumentationBRAIN COMPUTER INTERFACE Documentation
BRAIN COMPUTER INTERFACE Documentation
 
Blue brain presentation
Blue brain presentationBlue brain presentation
Blue brain presentation
 
Brain computer interface
Brain computer interfaceBrain computer interface
Brain computer interface
 
Brain-Computer Interface (BCI)-Seminar Report
Brain-Computer Interface (BCI)-Seminar ReportBrain-Computer Interface (BCI)-Seminar Report
Brain-Computer Interface (BCI)-Seminar Report
 
Brain computer Interface
Brain computer InterfaceBrain computer Interface
Brain computer Interface
 
Brain chips
Brain chipsBrain chips
Brain chips
 
Brain Computer Interface ppt
Brain Computer Interface pptBrain Computer Interface ppt
Brain Computer Interface ppt
 
Brain computer interface
Brain computer interfaceBrain computer interface
Brain computer interface
 
Brain computer interface
Brain computer interfaceBrain computer interface
Brain computer interface
 
Brain computer interface
Brain computer interfaceBrain computer interface
Brain computer interface
 
Brain computer interface
Brain computer interfaceBrain computer interface
Brain computer interface
 
Neuralink Seminar ppt
Neuralink Seminar pptNeuralink Seminar ppt
Neuralink Seminar ppt
 
Brain computer interface
Brain computer interfaceBrain computer interface
Brain computer interface
 
Brain-computer interface
Brain-computer interfaceBrain-computer interface
Brain-computer interface
 
BRAIN CHIP TECHNOLOGY
BRAIN CHIP TECHNOLOGYBRAIN CHIP TECHNOLOGY
BRAIN CHIP TECHNOLOGY
 

Andere mochten auch

Neural interfacing
Neural interfacingNeural interfacing
Neural interfacingBrujath Bru
 
Neural interfacing
Neural interfacingNeural interfacing
Neural interfacingKirtan Shah
 
Skybus metro as a mode of transportation
Skybus metro as a mode of transportationSkybus metro as a mode of transportation
Skybus metro as a mode of transportationPramod Chinchansur
 
Sky bus
Sky busSky bus
Sky busJNTU
 
Cyber crime and security ppt
Cyber crime and security pptCyber crime and security ppt
Cyber crime and security pptLipsita Behera
 

Andere mochten auch (7)

Neural interfacing
Neural interfacingNeural interfacing
Neural interfacing
 
Neural interfacing
Neural interfacingNeural interfacing
Neural interfacing
 
Smart fabrics
Smart fabricsSmart fabrics
Smart fabrics
 
Skybus metro as a mode of transportation
Skybus metro as a mode of transportationSkybus metro as a mode of transportation
Skybus metro as a mode of transportation
 
Quantum computer ppt
Quantum computer pptQuantum computer ppt
Quantum computer ppt
 
Sky bus
Sky busSky bus
Sky bus
 
Cyber crime and security ppt
Cyber crime and security pptCyber crime and security ppt
Cyber crime and security ppt
 

Ähnlich wie brain computer-interfaces PPT

1303048529 braincomputerinterfaces1-120827124014-phpapp01 (1)
1303048529 braincomputerinterfaces1-120827124014-phpapp01 (1)1303048529 braincomputerinterfaces1-120827124014-phpapp01 (1)
1303048529 braincomputerinterfaces1-120827124014-phpapp01 (1)jyothsna sajja
 
Brain computer interface
Brain computer interfaceBrain computer interface
Brain computer interfaceIntekhab Alam Khan
 
Brain computer interfaces 12
Brain computer interfaces 12Brain computer interfaces 12
Brain computer interfaces 12Mustahid Ali
 
Brain computer interfaces
Brain computer interfacesBrain computer interfaces
Brain computer interfacesMustahid Ali
 
Brain Computer Interface
Brain Computer InterfaceBrain Computer Interface
Brain Computer InterfaceIntekhab Alam Khan
 
Brain computer interface
Brain computer interfaceBrain computer interface
Brain computer interfaceRahul Baghla
 
Brain computer interface
Brain computer interfaceBrain computer interface
Brain computer interfaceAnkit Kumar
 
Interface neuronale directe
Interface neuronale directeInterface neuronale directe
Interface neuronale directeanisha potti
 
Brain Computer Interface (Bci)
Brain Computer Interface (Bci)Brain Computer Interface (Bci)
Brain Computer Interface (Bci)PavanKumar dhruv
 
Brain Computer Interface
Brain Computer InterfaceBrain Computer Interface
Brain Computer InterfaceSantoshi Gouru
 
Human Brain Simulation for Robotic Applications
Human Brain Simulation for Robotic ApplicationsHuman Brain Simulation for Robotic Applications
Human Brain Simulation for Robotic ApplicationsDR.P.S.JAGADEESH KUMAR
 
Interface neuronale directe
Interface neuronale directeInterface neuronale directe
Interface neuronale directeRajeshwari Maryala
 
Brain computer interfaces
Brain computer interfacesBrain computer interfaces
Brain computer interfacesJagadeesh Kumar
 
Brain gate
Brain gateBrain gate
Brain gateSachin Jha
 
Brain computer interface
Brain computer interface Brain computer interface
Brain computer interface Abhishek Sagar
 
brain gate system
brain gate systembrain gate system
brain gate systemManPreet Singh
 
Brain Gate
Brain GateBrain Gate
Brain GateAnuj Kumar
 

Ähnlich wie brain computer-interfaces PPT (20)

1303048529 braincomputerinterfaces1-120827124014-phpapp01 (1)
1303048529 braincomputerinterfaces1-120827124014-phpapp01 (1)1303048529 braincomputerinterfaces1-120827124014-phpapp01 (1)
1303048529 braincomputerinterfaces1-120827124014-phpapp01 (1)
 
Brain computer interface
Brain computer interfaceBrain computer interface
Brain computer interface
 
Brain computer interfaces 12
Brain computer interfaces 12Brain computer interfaces 12
Brain computer interfaces 12
 
Brain computer interfaces
Brain computer interfacesBrain computer interfaces
Brain computer interfaces
 
Brain Computer Interface
Brain Computer InterfaceBrain Computer Interface
Brain Computer Interface
 
Brain computer interface
Brain computer interfaceBrain computer interface
Brain computer interface
 
Brain computer interface
Brain computer interfaceBrain computer interface
Brain computer interface
 
Interface neuronale directe
Interface neuronale directeInterface neuronale directe
Interface neuronale directe
 
Brain Computer Interface (Bci)
Brain Computer Interface (Bci)Brain Computer Interface (Bci)
Brain Computer Interface (Bci)
 
Brain Computer Interface
Brain Computer InterfaceBrain Computer Interface
Brain Computer Interface
 
Human Brain Simulation for Robotic Applications
Human Brain Simulation for Robotic ApplicationsHuman Brain Simulation for Robotic Applications
Human Brain Simulation for Robotic Applications
 
BCI
BCIBCI
BCI
 
Interface neuronale directe
Interface neuronale directeInterface neuronale directe
Interface neuronale directe
 
Brain computer interfaces
Brain computer interfacesBrain computer interfaces
Brain computer interfaces
 
Brain gate
Brain gateBrain gate
Brain gate
 
Brain Gate Technology
Brain Gate TechnologyBrain Gate Technology
Brain Gate Technology
 
Brain Chips_main.pptx
Brain Chips_main.pptxBrain Chips_main.pptx
Brain Chips_main.pptx
 
Brain computer interface
Brain computer interface Brain computer interface
Brain computer interface
 
brain gate system
brain gate systembrain gate system
brain gate system
 
Brain Gate
Brain GateBrain Gate
Brain Gate
 

Mehr von Vijay Mehta

Competition act 2002
Competition act 2002 Competition act 2002
Competition act 2002 Vijay Mehta
 
Private equity PPT
Private equity  PPTPrivate equity  PPT
Private equity PPTVijay Mehta
 
New york stockexchange PPT
New york stockexchange PPTNew york stockexchange PPT
New york stockexchange PPTVijay Mehta
 
J. p morgan project PPT
J. p morgan  project PPTJ. p morgan  project PPT
J. p morgan project PPTVijay Mehta
 
Foreign exchange exposure PPT
Foreign exchange exposure PPTForeign exchange exposure PPT
Foreign exchange exposure PPTVijay Mehta
 
Adr’s, gdr’s & fdi ppt
Adr’s, gdr’s & fdi ppt Adr’s, gdr’s & fdi ppt
Adr’s, gdr’s & fdi ppt Vijay Mehta
 
Providentfund PPT
Providentfund PPTProvidentfund PPT
Providentfund PPTVijay Mehta
 
Sampling methods PPT
Sampling methods PPTSampling methods PPT
Sampling methods PPTVijay Mehta
 

Mehr von Vijay Mehta (9)

Competition act 2002
Competition act 2002 Competition act 2002
Competition act 2002
 
Private equity PPT
Private equity  PPTPrivate equity  PPT
Private equity PPT
 
New york stockexchange PPT
New york stockexchange PPTNew york stockexchange PPT
New york stockexchange PPT
 
Nafta PPT
Nafta PPTNafta PPT
Nafta PPT
 
J. p morgan project PPT
J. p morgan  project PPTJ. p morgan  project PPT
J. p morgan project PPT
 
Foreign exchange exposure PPT
Foreign exchange exposure PPTForeign exchange exposure PPT
Foreign exchange exposure PPT
 
Adr’s, gdr’s & fdi ppt
Adr’s, gdr’s & fdi ppt Adr’s, gdr’s & fdi ppt
Adr’s, gdr’s & fdi ppt
 
Providentfund PPT
Providentfund PPTProvidentfund PPT
Providentfund PPT
 
Sampling methods PPT
Sampling methods PPTSampling methods PPT
Sampling methods PPT
 

KĂźrzlich hochgeladen

The Most Attractive Hyderabad Call Girls Kothapet 𖠋 9332606886 𖠋 Will You Mis...
The Most Attractive Hyderabad Call Girls Kothapet 𖠋 9332606886 𖠋 Will You Mis...The Most Attractive Hyderabad Call Girls Kothapet 𖠋 9332606886 𖠋 Will You Mis...
The Most Attractive Hyderabad Call Girls Kothapet 𖠋 9332606886 𖠋 Will You Mis...chandars293
 
Best Rate (Guwahati ) Call Girls Guwahati ⟟ 8617370543 ⟟ High Class Call Girl...
Best Rate (Guwahati ) Call Girls Guwahati ⟟ 8617370543 ⟟ High Class Call Girl...Best Rate (Guwahati ) Call Girls Guwahati ⟟ 8617370543 ⟟ High Class Call Girl...
Best Rate (Guwahati ) Call Girls Guwahati ⟟ 8617370543 ⟟ High Class Call Girl...Dipal Arora
 
Call Girls Service Jaipur {9521753030} ❤️VVIP RIDDHI Call Girl in Jaipur Raja...
Call Girls Service Jaipur {9521753030} ❤️VVIP RIDDHI Call Girl in Jaipur Raja...Call Girls Service Jaipur {9521753030} ❤️VVIP RIDDHI Call Girl in Jaipur Raja...
Call Girls Service Jaipur {9521753030} ❤️VVIP RIDDHI Call Girl in Jaipur Raja...Sheetaleventcompany
 
Andheri East ) Call Girls in Mumbai Phone No 9004268417 Elite Escort Service ...
Andheri East ) Call Girls in Mumbai Phone No 9004268417 Elite Escort Service ...Andheri East ) Call Girls in Mumbai Phone No 9004268417 Elite Escort Service ...
Andheri East ) Call Girls in Mumbai Phone No 9004268417 Elite Escort Service ...Anamika Rawat
 
Call Girl In Pune 👉 Just CALL ME: 9352988975 💋 Call Out Call Both With High p...
Call Girl In Pune 👉 Just CALL ME: 9352988975 💋 Call Out Call Both With High p...Call Girl In Pune 👉 Just CALL ME: 9352988975 💋 Call Out Call Both With High p...
Call Girl In Pune 👉 Just CALL ME: 9352988975 💋 Call Out Call Both With High p...chetankumar9855
 
9630942363 Genuine Call Girls In Ahmedabad Gujarat Call Girls Service
9630942363 Genuine Call Girls In Ahmedabad Gujarat Call Girls Service9630942363 Genuine Call Girls In Ahmedabad Gujarat Call Girls Service
9630942363 Genuine Call Girls In Ahmedabad Gujarat Call Girls ServiceGENUINE ESCORT AGENCY
 
Coimbatore Call Girls in Thudiyalur : 7427069034 High Profile Model Escorts |...
Coimbatore Call Girls in Thudiyalur : 7427069034 High Profile Model Escorts |...Coimbatore Call Girls in Thudiyalur : 7427069034 High Profile Model Escorts |...
Coimbatore Call Girls in Thudiyalur : 7427069034 High Profile Model Escorts |...chennailover
 
Call Girls Kolkata Kalikapur 💯Call Us 🔝 8005736733 🔝 💃 Top Class Call Girl Se...
Call Girls Kolkata Kalikapur 💯Call Us 🔝 8005736733 🔝 💃 Top Class Call Girl Se...Call Girls Kolkata Kalikapur 💯Call Us 🔝 8005736733 🔝 💃 Top Class Call Girl Se...
Call Girls Kolkata Kalikapur 💯Call Us 🔝 8005736733 🔝 💃 Top Class Call Girl Se...Namrata Singh
 
Low Rate Call Girls Bangalore {7304373326} ❤️VVIP NISHA Call Girls in Bangalo...
Low Rate Call Girls Bangalore {7304373326} ❤️VVIP NISHA Call Girls in Bangalo...Low Rate Call Girls Bangalore {7304373326} ❤️VVIP NISHA Call Girls in Bangalo...
Low Rate Call Girls Bangalore {7304373326} ❤️VVIP NISHA Call Girls in Bangalo...Sheetaleventcompany
 
Night 7k to 12k Navi Mumbai Call Girl Photo 👉 BOOK NOW 9833363713 👈 ♀️ night ...
Night 7k to 12k Navi Mumbai Call Girl Photo 👉 BOOK NOW 9833363713 👈 ♀️ night ...Night 7k to 12k Navi Mumbai Call Girl Photo 👉 BOOK NOW 9833363713 👈 ♀️ night ...
Night 7k to 12k Navi Mumbai Call Girl Photo 👉 BOOK NOW 9833363713 👈 ♀️ night ...aartirawatdelhi
 
Saket * Call Girls in Delhi - Phone 9711199012 Escorts Service at 6k to 50k a...
Saket * Call Girls in Delhi - Phone 9711199012 Escorts Service at 6k to 50k a...Saket * Call Girls in Delhi - Phone 9711199012 Escorts Service at 6k to 50k a...
Saket * Call Girls in Delhi - Phone 9711199012 Escorts Service at 6k to 50k a...BhumiSaxena1
 
Top Rated Hyderabad Call Girls Erragadda ⟟ 9332606886 ⟟ Call Me For Genuine ...
Top Rated  Hyderabad Call Girls Erragadda ⟟ 9332606886 ⟟ Call Me For Genuine ...Top Rated  Hyderabad Call Girls Erragadda ⟟ 9332606886 ⟟ Call Me For Genuine ...
Top Rated Hyderabad Call Girls Erragadda ⟟ 9332606886 ⟟ Call Me For Genuine ...chandars293
 
Top Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any Time
Top Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any TimeTop Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any Time
Top Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any TimeCall Girls Delhi
 
Independent Call Girls Service Mohali Sector 116 | 6367187148 | Call Girl Ser...
Independent Call Girls Service Mohali Sector 116 | 6367187148 | Call Girl Ser...Independent Call Girls Service Mohali Sector 116 | 6367187148 | Call Girl Ser...
Independent Call Girls Service Mohali Sector 116 | 6367187148 | Call Girl Ser...karishmasinghjnh
 
Premium Call Girls In Jaipur {8445551418} ❤️VVIP SEEMA Call Girl in Jaipur Ra...
Premium Call Girls In Jaipur {8445551418} ❤️VVIP SEEMA Call Girl in Jaipur Ra...Premium Call Girls In Jaipur {8445551418} ❤️VVIP SEEMA Call Girl in Jaipur Ra...
Premium Call Girls In Jaipur {8445551418} ❤️VVIP SEEMA Call Girl in Jaipur Ra...parulsinha
 
Mumbai ] (Call Girls) in Mumbai 10k @ I'm VIP Independent Escorts Girls 98333...
Mumbai ] (Call Girls) in Mumbai 10k @ I'm VIP Independent Escorts Girls 98333...Mumbai ] (Call Girls) in Mumbai 10k @ I'm VIP Independent Escorts Girls 98333...
Mumbai ] (Call Girls) in Mumbai 10k @ I'm VIP Independent Escorts Girls 98333...Ishani Gupta
 
Call Girls Hosur Just Call 9630942363 Top Class Call Girl Service Available
Call Girls Hosur Just Call 9630942363 Top Class Call Girl Service AvailableCall Girls Hosur Just Call 9630942363 Top Class Call Girl Service Available
Call Girls Hosur Just Call 9630942363 Top Class Call Girl Service AvailableGENUINE ESCORT AGENCY
 
Call Girls Jaipur Just Call 9521753030 Top Class Call Girl Service Available
Call Girls Jaipur Just Call 9521753030 Top Class Call Girl Service AvailableCall Girls Jaipur Just Call 9521753030 Top Class Call Girl Service Available
Call Girls Jaipur Just Call 9521753030 Top Class Call Girl Service AvailableJanvi Singh
 
Manyata Tech Park ( Call Girls ) Bangalore ✔ 6297143586 ✔ Hot Model With Sexy...
Manyata Tech Park ( Call Girls ) Bangalore ✔ 6297143586 ✔ Hot Model With Sexy...Manyata Tech Park ( Call Girls ) Bangalore ✔ 6297143586 ✔ Hot Model With Sexy...
Manyata Tech Park ( Call Girls ) Bangalore ✔ 6297143586 ✔ Hot Model With Sexy...vidya singh
 
Call Girls Service Jaipur {8445551418} ❤️VVIP BHAWNA Call Girl in Jaipur Raja...
Call Girls Service Jaipur {8445551418} ❤️VVIP BHAWNA Call Girl in Jaipur Raja...Call Girls Service Jaipur {8445551418} ❤️VVIP BHAWNA Call Girl in Jaipur Raja...
Call Girls Service Jaipur {8445551418} ❤️VVIP BHAWNA Call Girl in Jaipur Raja...parulsinha
 

KĂźrzlich hochgeladen (20)

The Most Attractive Hyderabad Call Girls Kothapet 𖠋 9332606886 𖠋 Will You Mis...
The Most Attractive Hyderabad Call Girls Kothapet 𖠋 9332606886 𖠋 Will You Mis...The Most Attractive Hyderabad Call Girls Kothapet 𖠋 9332606886 𖠋 Will You Mis...
The Most Attractive Hyderabad Call Girls Kothapet 𖠋 9332606886 𖠋 Will You Mis...
 
Best Rate (Guwahati ) Call Girls Guwahati ⟟ 8617370543 ⟟ High Class Call Girl...
Best Rate (Guwahati ) Call Girls Guwahati ⟟ 8617370543 ⟟ High Class Call Girl...Best Rate (Guwahati ) Call Girls Guwahati ⟟ 8617370543 ⟟ High Class Call Girl...
Best Rate (Guwahati ) Call Girls Guwahati ⟟ 8617370543 ⟟ High Class Call Girl...
 
Call Girls Service Jaipur {9521753030} ❤️VVIP RIDDHI Call Girl in Jaipur Raja...
Call Girls Service Jaipur {9521753030} ❤️VVIP RIDDHI Call Girl in Jaipur Raja...Call Girls Service Jaipur {9521753030} ❤️VVIP RIDDHI Call Girl in Jaipur Raja...
Call Girls Service Jaipur {9521753030} ❤️VVIP RIDDHI Call Girl in Jaipur Raja...
 
Andheri East ) Call Girls in Mumbai Phone No 9004268417 Elite Escort Service ...
Andheri East ) Call Girls in Mumbai Phone No 9004268417 Elite Escort Service ...Andheri East ) Call Girls in Mumbai Phone No 9004268417 Elite Escort Service ...
Andheri East ) Call Girls in Mumbai Phone No 9004268417 Elite Escort Service ...
 
Call Girl In Pune 👉 Just CALL ME: 9352988975 💋 Call Out Call Both With High p...
Call Girl In Pune 👉 Just CALL ME: 9352988975 💋 Call Out Call Both With High p...Call Girl In Pune 👉 Just CALL ME: 9352988975 💋 Call Out Call Both With High p...
Call Girl In Pune 👉 Just CALL ME: 9352988975 💋 Call Out Call Both With High p...
 
9630942363 Genuine Call Girls In Ahmedabad Gujarat Call Girls Service
9630942363 Genuine Call Girls In Ahmedabad Gujarat Call Girls Service9630942363 Genuine Call Girls In Ahmedabad Gujarat Call Girls Service
9630942363 Genuine Call Girls In Ahmedabad Gujarat Call Girls Service
 
Coimbatore Call Girls in Thudiyalur : 7427069034 High Profile Model Escorts |...
Coimbatore Call Girls in Thudiyalur : 7427069034 High Profile Model Escorts |...Coimbatore Call Girls in Thudiyalur : 7427069034 High Profile Model Escorts |...
Coimbatore Call Girls in Thudiyalur : 7427069034 High Profile Model Escorts |...
 
Call Girls Kolkata Kalikapur 💯Call Us 🔝 8005736733 🔝 💃 Top Class Call Girl Se...
Call Girls Kolkata Kalikapur 💯Call Us 🔝 8005736733 🔝 💃 Top Class Call Girl Se...Call Girls Kolkata Kalikapur 💯Call Us 🔝 8005736733 🔝 💃 Top Class Call Girl Se...
Call Girls Kolkata Kalikapur 💯Call Us 🔝 8005736733 🔝 💃 Top Class Call Girl Se...
 
Low Rate Call Girls Bangalore {7304373326} ❤️VVIP NISHA Call Girls in Bangalo...
Low Rate Call Girls Bangalore {7304373326} ❤️VVIP NISHA Call Girls in Bangalo...Low Rate Call Girls Bangalore {7304373326} ❤️VVIP NISHA Call Girls in Bangalo...
Low Rate Call Girls Bangalore {7304373326} ❤️VVIP NISHA Call Girls in Bangalo...
 
Night 7k to 12k Navi Mumbai Call Girl Photo 👉 BOOK NOW 9833363713 👈 ♀️ night ...
Night 7k to 12k Navi Mumbai Call Girl Photo 👉 BOOK NOW 9833363713 👈 ♀️ night ...Night 7k to 12k Navi Mumbai Call Girl Photo 👉 BOOK NOW 9833363713 👈 ♀️ night ...
Night 7k to 12k Navi Mumbai Call Girl Photo 👉 BOOK NOW 9833363713 👈 ♀️ night ...
 
Saket * Call Girls in Delhi - Phone 9711199012 Escorts Service at 6k to 50k a...
Saket * Call Girls in Delhi - Phone 9711199012 Escorts Service at 6k to 50k a...Saket * Call Girls in Delhi - Phone 9711199012 Escorts Service at 6k to 50k a...
Saket * Call Girls in Delhi - Phone 9711199012 Escorts Service at 6k to 50k a...
 
Top Rated Hyderabad Call Girls Erragadda ⟟ 9332606886 ⟟ Call Me For Genuine ...
Top Rated  Hyderabad Call Girls Erragadda ⟟ 9332606886 ⟟ Call Me For Genuine ...Top Rated  Hyderabad Call Girls Erragadda ⟟ 9332606886 ⟟ Call Me For Genuine ...
Top Rated Hyderabad Call Girls Erragadda ⟟ 9332606886 ⟟ Call Me For Genuine ...
 
Top Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any Time
Top Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any TimeTop Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any Time
Top Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any Time
 
Independent Call Girls Service Mohali Sector 116 | 6367187148 | Call Girl Ser...
Independent Call Girls Service Mohali Sector 116 | 6367187148 | Call Girl Ser...Independent Call Girls Service Mohali Sector 116 | 6367187148 | Call Girl Ser...
Independent Call Girls Service Mohali Sector 116 | 6367187148 | Call Girl Ser...
 
Premium Call Girls In Jaipur {8445551418} ❤️VVIP SEEMA Call Girl in Jaipur Ra...
Premium Call Girls In Jaipur {8445551418} ❤️VVIP SEEMA Call Girl in Jaipur Ra...Premium Call Girls In Jaipur {8445551418} ❤️VVIP SEEMA Call Girl in Jaipur Ra...
Premium Call Girls In Jaipur {8445551418} ❤️VVIP SEEMA Call Girl in Jaipur Ra...
 
Mumbai ] (Call Girls) in Mumbai 10k @ I'm VIP Independent Escorts Girls 98333...
Mumbai ] (Call Girls) in Mumbai 10k @ I'm VIP Independent Escorts Girls 98333...Mumbai ] (Call Girls) in Mumbai 10k @ I'm VIP Independent Escorts Girls 98333...
Mumbai ] (Call Girls) in Mumbai 10k @ I'm VIP Independent Escorts Girls 98333...
 
Call Girls Hosur Just Call 9630942363 Top Class Call Girl Service Available
Call Girls Hosur Just Call 9630942363 Top Class Call Girl Service AvailableCall Girls Hosur Just Call 9630942363 Top Class Call Girl Service Available
Call Girls Hosur Just Call 9630942363 Top Class Call Girl Service Available
 
Call Girls Jaipur Just Call 9521753030 Top Class Call Girl Service Available
Call Girls Jaipur Just Call 9521753030 Top Class Call Girl Service AvailableCall Girls Jaipur Just Call 9521753030 Top Class Call Girl Service Available
Call Girls Jaipur Just Call 9521753030 Top Class Call Girl Service Available
 
Manyata Tech Park ( Call Girls ) Bangalore ✔ 6297143586 ✔ Hot Model With Sexy...
Manyata Tech Park ( Call Girls ) Bangalore ✔ 6297143586 ✔ Hot Model With Sexy...Manyata Tech Park ( Call Girls ) Bangalore ✔ 6297143586 ✔ Hot Model With Sexy...
Manyata Tech Park ( Call Girls ) Bangalore ✔ 6297143586 ✔ Hot Model With Sexy...
 
Call Girls Service Jaipur {8445551418} ❤️VVIP BHAWNA Call Girl in Jaipur Raja...
Call Girls Service Jaipur {8445551418} ❤️VVIP BHAWNA Call Girl in Jaipur Raja...Call Girls Service Jaipur {8445551418} ❤️VVIP BHAWNA Call Girl in Jaipur Raja...
Call Girls Service Jaipur {8445551418} ❤️VVIP BHAWNA Call Girl in Jaipur Raja...
 

brain computer-interfaces PPT

  • 1. A Seminar on Brain Computer Interfaces By Vijay Mehta
  • 2. Agenda • Introduction • BCI Model • Early Work • BCI Approaches • Applications • Current Projects • Conclusion
  • 3. Introduction • Brain-computer interface (BCI) is a fast-growing emergent technology, in which researchers aim to build a direct channel between the human brain and the computer. • A Brain Computer Interface (BCI) is a collaboration in which a brain accepts and controls a mechanical device as a natural part of its representation of the body. • Computer-brain interfaces are designed to restore sensory function, transmit sensory information to the brain, or stimulate the brain through articially generated electrical signals.
  • 6. Early work • Algorithms to reconstruct movements from motor cortex neurons, which control movement, were developed in 1970s. • The first Intra-Cortical Brain-Computer Interface was built by implanting electrodes into monkeys. • After conducting initial studies in rats during the 1990s, researchers developed Brain Computer Interfaces that decoded brain activity in monkeys and used the devices to reproduce movements in monkeys and used the devices to reproduce monkey movements in robotic arms.
  • 8.
  • 9.
  • 11. Invasive • Invasive BCIs are implanted directly into the grey matter of the brain during neurosurgery. • As they rest in the grey matter, invasive devices produce the highest quality signals of BCI devices but are prone to scar- tissue build-up, causing the signal to become weaker or even lost as the body reacts to a foreign object in the brain.
  • 12. Semi and Non Invasive • Electrocorticography (ECoG) measures the electrical activity of the brain taken from beneath the skull in a similar way to non-invasive electroencephalography but the electrodes are embedded in a thin plastic pad that is placed above the cortex, beneath the dura mater. • Electroencephalography In conventional scalp EEG, the recording is obtained by placing electrodes on the scalp with a conductive gel or paste, usually after preparing the scalp area by light abrasion to reduce impedance due to dead skin cells. Many systems typically use electrodes, each of which is attached to an individual wire. • fMRI = Functional Magnetic Resonance Imaging fMRI exploits the changes in the magnetic properties of hemoglobin as it carries oxygen. Activation of a part of the brain increases oxygen levels there increasing the ratio of oxyhemoglobin to deoxyhemoglobin. • Magnetoencephalography (MEG) MEG detects the tiny magnetic fields created as individual neurons "fire" within the brain. It can pinpoint the active region with a millimeter, and can follow the movement of brain activity as it travels from region to region within the brain.
  • 13. Applications • Provide disabled people with communication, environment control, and movement restoration. • Provide enhanced control of devices such as wheelchairs, vehicles, or assistance robots for people with disabilities. • Provide additional channel of control in computer games. • Monitor attention in long-distance drivers or aircraft pilots, send out alert and warning for aircraft pilots. • Develop intelligent relaxation devices.
  • 14. Applications • Control robots that function in dangerous or inhospitable situations (e.g., underwater or in extreme heat or cold). • Create a feedback loop to enhance the benefits of certain therapeutic methods. • Develop passive devices for monitoring function, such as monitoring long-term drug effects, evaluating psychological state, etc. • Monitor stages of sleep
  • 15. Applications • Bionics/Cybernetics • Memory Upload/Download • Dream Capture • Brain as a Computer • “Google Search” through brain
  • 16. Projects • BrainGate • BCI2000 • Australian Bionic Eye • Honda Asimo Control • Kevin Warwick – The First Human Cyborg • Gaming Control • Many Others….
  • 18. Honda Asimo Control
  • 20. Eyes can say a lot…
  • 21. Bionic Eye And an artificial eye can see a lot…
  • 23. Conclusion • A potential therapeutic tool. • BCI is an advancing technology promising paradigm shift in areas like Machine Control, Human Enhancement, Virtual reality and etc. So, it’s potentially high impact technology. • Several potential applications of BCI hold promise for rehabilitation and improving performance, such as treating emotional disorders (for example, depression or anxiety), easing chronic pain, and overcoming movement disabilities due to stroke. • Will enable us to achieve singularity very soon. • Intense R&D in future to attain intuitive efficiency.
  • 24. References • Sixto Ortiz Jr., "Brain-Computer Interfaces: Where Human and Machine Meet," Computer, vol. 40, no. 1, pp. 17-21, Jan., 2007 • F. Babiloni, A. Cichocki, and S. Gao, eds., special issue, “Brain- Computer Interfaces: Towards Practical Implementations and Potential Applications,” ComputationalIntelligence and Neuroscience, 2007 • P. Sajda, K-R. Mueller, and K.V. Shenoy, eds., special issue, “Brain Computer Interfaces,” IEEE Signal Processing Magazine,Jan. 2008 • The MIT Press – “Toward Brain-Computer Interfacing” • Wikipedia, HowStuffWorks and various other website sources…
  • 25.