ºÝºÝߣ

ºÝºÝߣShare a Scribd company logo
By- 
Vasant Diwane 
T.E.(A) 
Roll no: 3325
? BCI-Brain-Computer interface 
? MCC-Mobile Cloud Computing 
? WC-Wearable Computing 
? Combining all the three concepts 
? EEG- Electroencephalography 
? Hardware and Software used in the process 
? Why mobile cloud computing? 
? Structure and working of the prototype 
? Challenges and solutions
A real time Brain Computer Interface system based on mobile cloud computing using wearable devices
? Brain-Computer Interface 
Invasive BCI Non-invasive BCI
? Virus attacks may occur to brain causing ill 
effects 
? Requires extensive training 
? BCI techniques are costly 
? Slow speed
? An infrastructure where data storage and 
data processing happens outside of mobile 
devices in a cloud 
? Mobile devices have limited resources 
? Data storage and computation power is 
transferred from mobile to cloud
A real time Brain Computer Interface system based on mobile cloud computing using wearable devices
? Cloud service cost 
? Mobile network cost 
? Availability 
? Security
? Computer that could be worn on the body 
? Especially useful for applications that require 
computational support while user is actively 
engaged with the physical environment
? Smart Glass 
? Smart Watch 
? Smart Head-mount used 
by soldier
? Equipment may be heavy 
? Expensive 
? Can cause irritation in heat 
? Security
Combination of 
? Brain-Computer interface, 
? Wearable computers and 
? Mobile cloud computing 
results in the perfect system that help us 
to recognize an individual¡¯s mental state.
? The electroencephalograph (EEG) signals are 
electrical signals generated by neuronal 
activity in the brain 
? EEG signal ranges from 1 ¦ÌV to 100 ¦ÌV in a 
normal adult
A real time Brain Computer Interface system based on mobile cloud computing using wearable devices
? MindWave headset (NeuroSky, Inc., San Jose, CA) 
? Data is sampled from the sensor at a rate of 128 
Hz
? Google Galaxy Nexus smartphone with 
Android 4.2 OS, and 
? A Linux server equipped with a quad-core 
Intel i7 microprocessor.
A real time Brain Computer Interface system based on mobile cloud computing using wearable devices
A real time Brain Computer Interface system based on mobile cloud computing using wearable devices
? Determining the current mental states of the 
soldiers fighting a war 
? Determining the mental states of the pilot 
? Sometimes useful in Lie detecting test 
? Constant health monitoring for patients
A real time Brain Computer Interface system based on mobile cloud computing using wearable devices
A real time Brain Computer Interface system based on mobile cloud computing using wearable devices

More Related Content

What's hot (20)

Brain Computer Interface
Brain Computer InterfaceBrain Computer Interface
Brain Computer Interface
Sonal Patil
?
Brain Machine Interface
Brain Machine InterfaceBrain Machine Interface
Brain Machine Interface
Rehan Fazal
?
Brain computer interface
Brain computer interfaceBrain computer interface
Brain computer interface
Pranav Kulkarni
?
Brain computer interface
Brain computer interfaceBrain computer interface
Brain computer interface
Sharat045
?
Brain computer interface
Brain computer interfaceBrain computer interface
Brain computer interface
Rahul Baghla
?
Brain-computer interface
Brain-computer interfaceBrain-computer interface
Brain-computer interface
Sri Neela
?
RECENT ADVANCES IN BRAIN-COMPUTER INTERFACES
RECENT ADVANCES IN BRAIN-COMPUTER INTERFACES RECENT ADVANCES IN BRAIN-COMPUTER INTERFACES
RECENT ADVANCES IN BRAIN-COMPUTER INTERFACES
Touradj Ebrahimi
?
Brain chips ppt
Brain chips pptBrain chips ppt
Brain chips ppt
Mohammed Rizwan S
?
Brain computer interface
Brain computer interfaceBrain computer interface
Brain computer interface
Sanchita Singha
?
Brain computer interface
Brain computer interfaceBrain computer interface
Brain computer interface
Koushik Veldanda
?
Brain computer interface
Brain computer interfaceBrain computer interface
Brain computer interface
Jaykrishna Thakkar
?
Martin's Seminar on Brain Control Interface(BCI)
Martin's Seminar on Brain Control Interface(BCI)Martin's Seminar on Brain Control Interface(BCI)
Martin's Seminar on Brain Control Interface(BCI)
itsmartin
?
Brain computer Interface
Brain computer InterfaceBrain computer Interface
Brain computer Interface
Chaitanya Yanamala
?
Brain Computer Interface.ppt
Brain Computer Interface.pptBrain Computer Interface.ppt
Brain Computer Interface.ppt
Amal Sanjay
?
Brain computer interface
Brain computer interfaceBrain computer interface
Brain computer interface
Ankit Kumar
?
Brain computer interface
Brain computer interfaceBrain computer interface
Brain computer interface
Suman Chandra
?
Brain Computer Interface (BCI) - seminar PPT
Brain Computer Interface (BCI) -  seminar PPTBrain Computer Interface (BCI) -  seminar PPT
Brain Computer Interface (BCI) - seminar PPT
SHAMJITH KM
?
Brain Computer Interface
Brain Computer InterfaceBrain Computer Interface
Brain Computer Interface
Presentaionslive.blogspot.com
?
45891026 brain-computer-interface-seminar-report
45891026 brain-computer-interface-seminar-report45891026 brain-computer-interface-seminar-report
45891026 brain-computer-interface-seminar-report
kapilpanwariet
?
Neural interfacing
Neural interfacingNeural interfacing
Neural interfacing
Brujath Bru
?
Brain Computer Interface
Brain Computer InterfaceBrain Computer Interface
Brain Computer Interface
Sonal Patil
?
Brain Machine Interface
Brain Machine InterfaceBrain Machine Interface
Brain Machine Interface
Rehan Fazal
?
Brain computer interface
Brain computer interfaceBrain computer interface
Brain computer interface
Sharat045
?
Brain computer interface
Brain computer interfaceBrain computer interface
Brain computer interface
Rahul Baghla
?
Brain-computer interface
Brain-computer interfaceBrain-computer interface
Brain-computer interface
Sri Neela
?
RECENT ADVANCES IN BRAIN-COMPUTER INTERFACES
RECENT ADVANCES IN BRAIN-COMPUTER INTERFACES RECENT ADVANCES IN BRAIN-COMPUTER INTERFACES
RECENT ADVANCES IN BRAIN-COMPUTER INTERFACES
Touradj Ebrahimi
?
Martin's Seminar on Brain Control Interface(BCI)
Martin's Seminar on Brain Control Interface(BCI)Martin's Seminar on Brain Control Interface(BCI)
Martin's Seminar on Brain Control Interface(BCI)
itsmartin
?
Brain Computer Interface.ppt
Brain Computer Interface.pptBrain Computer Interface.ppt
Brain Computer Interface.ppt
Amal Sanjay
?
Brain computer interface
Brain computer interfaceBrain computer interface
Brain computer interface
Ankit Kumar
?
Brain computer interface
Brain computer interfaceBrain computer interface
Brain computer interface
Suman Chandra
?
Brain Computer Interface (BCI) - seminar PPT
Brain Computer Interface (BCI) -  seminar PPTBrain Computer Interface (BCI) -  seminar PPT
Brain Computer Interface (BCI) - seminar PPT
SHAMJITH KM
?
45891026 brain-computer-interface-seminar-report
45891026 brain-computer-interface-seminar-report45891026 brain-computer-interface-seminar-report
45891026 brain-computer-interface-seminar-report
kapilpanwariet
?

Similar to A real time Brain Computer Interface system based on mobile cloud computing using wearable devices (20)

Brain computer interface based smart keyboard using neurosky mindwave headset
Brain computer interface based smart keyboard using neurosky mindwave headsetBrain computer interface based smart keyboard using neurosky mindwave headset
Brain computer interface based smart keyboard using neurosky mindwave headset
TELKOMNIKA JOURNAL
?
Brain gate technology
Brain gate technology Brain gate technology
Brain gate technology
soundaryakumar4
?
Braingate seminar
Braingate seminarBraingate seminar
Braingate seminar
Mithunraj mohare
?
BRAINWAVE TECHNOLOGY
BRAINWAVE TECHNOLOGYBRAINWAVE TECHNOLOGY
BRAINWAVE TECHNOLOGY
girisandeepreddy
?
BRAIN CHIPS
BRAIN CHIPSBRAIN CHIPS
BRAIN CHIPS
AlokSharma328
?
BRAIN COMPUTER INTERFACE
BRAIN COMPUTER INTERFACEBRAIN COMPUTER INTERFACE
BRAIN COMPUTER INTERFACE
yashwanthrajnakoti
?
MILA: Low-cost BCI framework for acquiring EEG data with IoT
MILA: Low-cost BCI framework for acquiring EEG data with IoTMILA: Low-cost BCI framework for acquiring EEG data with IoT
MILA: Low-cost BCI framework for acquiring EEG data with IoT
TELKOMNIKA JOURNAL
?
EEG Based BCI Applications with Deep Learning
EEG Based BCI Applications with Deep LearningEEG Based BCI Applications with Deep Learning
EEG Based BCI Applications with Deep Learning
Riddhi Jain
?
Brain Computer Interface ppt
Brain Computer Interface pptBrain Computer Interface ppt
Brain Computer Interface ppt
Aman Kumar
?
J04302076081
J04302076081J04302076081
J04302076081
ijceronline
?
Ijetcas14 393
Ijetcas14 393Ijetcas14 393
Ijetcas14 393
Iasir Journals
?
BRAIN CHIP TECHNOLOGY
BRAIN CHIP TECHNOLOGYBRAIN CHIP TECHNOLOGY
BRAIN CHIP TECHNOLOGY
sathish sak
?
Neuralink: A Platform That Integrates Brain-Machine Interfaces.
Neuralink: A Platform That Integrates Brain-Machine Interfaces.Neuralink: A Platform That Integrates Brain-Machine Interfaces.
Neuralink: A Platform That Integrates Brain-Machine Interfaces.
IRJET Journal
?
IRJET- A Cloud based Virtual Brain Connectivity with EEG Sensor using Interne...
IRJET- A Cloud based Virtual Brain Connectivity with EEG Sensor using Interne...IRJET- A Cloud based Virtual Brain Connectivity with EEG Sensor using Interne...
IRJET- A Cloud based Virtual Brain Connectivity with EEG Sensor using Interne...
IRJET Journal
?
Healthcare Monitoring System by using iSense Device& IOT Platform
Healthcare Monitoring System by using iSense Device& IOT PlatformHealthcare Monitoring System by using iSense Device& IOT Platform
Healthcare Monitoring System by using iSense Device& IOT Platform
IJMTST Journal
?
brain gate system
brain gate systembrain gate system
brain gate system
ManPreet Singh
?
Making AI Ubiquitous
Making AI UbiquitousMaking AI Ubiquitous
Making AI Ubiquitous
Qualcomm Research
?
Brain gate
Brain gateBrain gate
Brain gate
Brati Sundar Nanda
?
Brain Gate
Brain GateBrain Gate
Brain Gate
Anuj Kumar
?
Neural hacking
Neural hackingNeural hacking
Neural hacking
Student
?
Brain computer interface based smart keyboard using neurosky mindwave headset
Brain computer interface based smart keyboard using neurosky mindwave headsetBrain computer interface based smart keyboard using neurosky mindwave headset
Brain computer interface based smart keyboard using neurosky mindwave headset
TELKOMNIKA JOURNAL
?
MILA: Low-cost BCI framework for acquiring EEG data with IoT
MILA: Low-cost BCI framework for acquiring EEG data with IoTMILA: Low-cost BCI framework for acquiring EEG data with IoT
MILA: Low-cost BCI framework for acquiring EEG data with IoT
TELKOMNIKA JOURNAL
?
EEG Based BCI Applications with Deep Learning
EEG Based BCI Applications with Deep LearningEEG Based BCI Applications with Deep Learning
EEG Based BCI Applications with Deep Learning
Riddhi Jain
?
Brain Computer Interface ppt
Brain Computer Interface pptBrain Computer Interface ppt
Brain Computer Interface ppt
Aman Kumar
?
BRAIN CHIP TECHNOLOGY
BRAIN CHIP TECHNOLOGYBRAIN CHIP TECHNOLOGY
BRAIN CHIP TECHNOLOGY
sathish sak
?
Neuralink: A Platform That Integrates Brain-Machine Interfaces.
Neuralink: A Platform That Integrates Brain-Machine Interfaces.Neuralink: A Platform That Integrates Brain-Machine Interfaces.
Neuralink: A Platform That Integrates Brain-Machine Interfaces.
IRJET Journal
?
IRJET- A Cloud based Virtual Brain Connectivity with EEG Sensor using Interne...
IRJET- A Cloud based Virtual Brain Connectivity with EEG Sensor using Interne...IRJET- A Cloud based Virtual Brain Connectivity with EEG Sensor using Interne...
IRJET- A Cloud based Virtual Brain Connectivity with EEG Sensor using Interne...
IRJET Journal
?
Healthcare Monitoring System by using iSense Device& IOT Platform
Healthcare Monitoring System by using iSense Device& IOT PlatformHealthcare Monitoring System by using iSense Device& IOT Platform
Healthcare Monitoring System by using iSense Device& IOT Platform
IJMTST Journal
?
Neural hacking
Neural hackingNeural hacking
Neural hacking
Student
?

Recently uploaded (20)

Making GenAI Work: A structured approach to implementation
Making GenAI Work: A structured approach to implementationMaking GenAI Work: A structured approach to implementation
Making GenAI Work: A structured approach to implementation
Jeffrey Funk
?
A General introduction to Ad ranking algorithms
A General introduction to Ad ranking algorithmsA General introduction to Ad ranking algorithms
A General introduction to Ad ranking algorithms
Buhwan Jeong
?
The Future is Here ¨C Learn How to Get Started! Ionic App Development
The Future is Here ¨C Learn How to Get Started! Ionic App DevelopmentThe Future is Here ¨C Learn How to Get Started! Ionic App Development
The Future is Here ¨C Learn How to Get Started! Ionic App Development
7Pillars
?
Graphs & GraphRAG - Essential Ingredients for GenAI
Graphs & GraphRAG - Essential Ingredients for GenAIGraphs & GraphRAG - Essential Ingredients for GenAI
Graphs & GraphRAG - Essential Ingredients for GenAI
Neo4j
?
The Road to SAP S4HANA Cloud with SAP Activate.pptx
The Road to SAP S4HANA Cloud with SAP Activate.pptxThe Road to SAP S4HANA Cloud with SAP Activate.pptx
The Road to SAP S4HANA Cloud with SAP Activate.pptx
zsbaranyai
?
Presentation Session 2 -Context Grounding.pdf
Presentation Session 2 -Context Grounding.pdfPresentation Session 2 -Context Grounding.pdf
Presentation Session 2 -Context Grounding.pdf
Mukesh Kala
?
HHUG-04-2025-Close-more-deals-from-your-existing-pipeline-FOR SLIDESHARE.pptx
HHUG-04-2025-Close-more-deals-from-your-existing-pipeline-FOR SLIDESHARE.pptxHHUG-04-2025-Close-more-deals-from-your-existing-pipeline-FOR SLIDESHARE.pptx
HHUG-04-2025-Close-more-deals-from-your-existing-pipeline-FOR SLIDESHARE.pptx
HampshireHUG
?
Dragino¥×¥í¥À¥¯¥È¥«¥¿¥í¥° LoRaWAN NB-IoT LTE cat.M1ÉÌÆ·¥ê¥¹¥È
Dragino¥×¥í¥À¥¯¥È¥«¥¿¥í¥° LoRaWAN  NB-IoT  LTE cat.M1ÉÌÆ·¥ê¥¹¥ÈDragino¥×¥í¥À¥¯¥È¥«¥¿¥í¥° LoRaWAN  NB-IoT  LTE cat.M1ÉÌÆ·¥ê¥¹¥È
Dragino¥×¥í¥À¥¯¥È¥«¥¿¥í¥° LoRaWAN NB-IoT LTE cat.M1ÉÌÆ·¥ê¥¹¥È
CRI Japan, Inc.
?
Recruiting Tech: A Look at Why AI is Actually OG
Recruiting Tech: A Look at Why AI is Actually OGRecruiting Tech: A Look at Why AI is Actually OG
Recruiting Tech: A Look at Why AI is Actually OG
Matt Charney
?
Harnessing the Power of AI in Salesforce.pdf
Harnessing the Power of AI in Salesforce.pdfHarnessing the Power of AI in Salesforce.pdf
Harnessing the Power of AI in Salesforce.pdf
rabiabajaj1
?
GDG Cloud Southlake #41: Shay Levi: Beyond the Hype:How Enterprises Are Using AI
GDG Cloud Southlake #41: Shay Levi: Beyond the Hype:How Enterprises Are Using AIGDG Cloud Southlake #41: Shay Levi: Beyond the Hype:How Enterprises Are Using AI
GDG Cloud Southlake #41: Shay Levi: Beyond the Hype:How Enterprises Are Using AI
James Anderson
?
build-with-ai-sydney AI for web devs Tamas Piros
build-with-ai-sydney AI for web devs Tamas Pirosbuild-with-ai-sydney AI for web devs Tamas Piros
build-with-ai-sydney AI for web devs Tamas Piros
Geshan Manandhar
?
Build with AI on Google Cloud Session #5
Build with AI on Google Cloud Session #5Build with AI on Google Cloud Session #5
Build with AI on Google Cloud Session #5
Margaret Maynard-Reid
?
Getting the Best of TrueDEM ¨C April News & Updates
Getting the Best of TrueDEM ¨C April News & UpdatesGetting the Best of TrueDEM ¨C April News & Updates
Getting the Best of TrueDEM ¨C April News & Updates
panagenda
?
I am afraid of no test! The power of BDD
I am afraid of no test! The power of BDDI am afraid of no test! The power of BDD
I am afraid of no test! The power of BDD
Ortus Solutions, Corp
?
selection of competencies requiring ICT integration.pptx
selection of competencies requiring ICT integration.pptxselection of competencies requiring ICT integration.pptx
selection of competencies requiring ICT integration.pptx
escuyoscherrymae
?
Packaging your App for AppExchange ¨C Managed Vs Unmanaged.pptx
Packaging your App for AppExchange ¨C Managed Vs Unmanaged.pptxPackaging your App for AppExchange ¨C Managed Vs Unmanaged.pptx
Packaging your App for AppExchange ¨C Managed Vs Unmanaged.pptx
mohayyudin7826
?
Fast Screen Recorder v2.1.0.11 Crack Updated [April-2025]
Fast Screen Recorder v2.1.0.11 Crack Updated [April-2025]Fast Screen Recorder v2.1.0.11 Crack Updated [April-2025]
Fast Screen Recorder v2.1.0.11 Crack Updated [April-2025]
jackalen173
?
When Platform Engineers meet SREs - The Birth of O11y-as-a-Service Superpowers
When Platform Engineers meet SREs - The Birth of O11y-as-a-Service SuperpowersWhen Platform Engineers meet SREs - The Birth of O11y-as-a-Service Superpowers
When Platform Engineers meet SREs - The Birth of O11y-as-a-Service Superpowers
Eric D. Schabell
?
The Future of Materials: Transitioning from Silicon to Alternative Metals
The Future of Materials: Transitioning from Silicon to Alternative MetalsThe Future of Materials: Transitioning from Silicon to Alternative Metals
The Future of Materials: Transitioning from Silicon to Alternative Metals
anupriti
?
Making GenAI Work: A structured approach to implementation
Making GenAI Work: A structured approach to implementationMaking GenAI Work: A structured approach to implementation
Making GenAI Work: A structured approach to implementation
Jeffrey Funk
?
A General introduction to Ad ranking algorithms
A General introduction to Ad ranking algorithmsA General introduction to Ad ranking algorithms
A General introduction to Ad ranking algorithms
Buhwan Jeong
?
The Future is Here ¨C Learn How to Get Started! Ionic App Development
The Future is Here ¨C Learn How to Get Started! Ionic App DevelopmentThe Future is Here ¨C Learn How to Get Started! Ionic App Development
The Future is Here ¨C Learn How to Get Started! Ionic App Development
7Pillars
?
Graphs & GraphRAG - Essential Ingredients for GenAI
Graphs & GraphRAG - Essential Ingredients for GenAIGraphs & GraphRAG - Essential Ingredients for GenAI
Graphs & GraphRAG - Essential Ingredients for GenAI
Neo4j
?
The Road to SAP S4HANA Cloud with SAP Activate.pptx
The Road to SAP S4HANA Cloud with SAP Activate.pptxThe Road to SAP S4HANA Cloud with SAP Activate.pptx
The Road to SAP S4HANA Cloud with SAP Activate.pptx
zsbaranyai
?
Presentation Session 2 -Context Grounding.pdf
Presentation Session 2 -Context Grounding.pdfPresentation Session 2 -Context Grounding.pdf
Presentation Session 2 -Context Grounding.pdf
Mukesh Kala
?
HHUG-04-2025-Close-more-deals-from-your-existing-pipeline-FOR SLIDESHARE.pptx
HHUG-04-2025-Close-more-deals-from-your-existing-pipeline-FOR SLIDESHARE.pptxHHUG-04-2025-Close-more-deals-from-your-existing-pipeline-FOR SLIDESHARE.pptx
HHUG-04-2025-Close-more-deals-from-your-existing-pipeline-FOR SLIDESHARE.pptx
HampshireHUG
?
Dragino¥×¥í¥À¥¯¥È¥«¥¿¥í¥° LoRaWAN NB-IoT LTE cat.M1ÉÌÆ·¥ê¥¹¥È
Dragino¥×¥í¥À¥¯¥È¥«¥¿¥í¥° LoRaWAN  NB-IoT  LTE cat.M1ÉÌÆ·¥ê¥¹¥ÈDragino¥×¥í¥À¥¯¥È¥«¥¿¥í¥° LoRaWAN  NB-IoT  LTE cat.M1ÉÌÆ·¥ê¥¹¥È
Dragino¥×¥í¥À¥¯¥È¥«¥¿¥í¥° LoRaWAN NB-IoT LTE cat.M1ÉÌÆ·¥ê¥¹¥È
CRI Japan, Inc.
?
Recruiting Tech: A Look at Why AI is Actually OG
Recruiting Tech: A Look at Why AI is Actually OGRecruiting Tech: A Look at Why AI is Actually OG
Recruiting Tech: A Look at Why AI is Actually OG
Matt Charney
?
Harnessing the Power of AI in Salesforce.pdf
Harnessing the Power of AI in Salesforce.pdfHarnessing the Power of AI in Salesforce.pdf
Harnessing the Power of AI in Salesforce.pdf
rabiabajaj1
?
GDG Cloud Southlake #41: Shay Levi: Beyond the Hype:How Enterprises Are Using AI
GDG Cloud Southlake #41: Shay Levi: Beyond the Hype:How Enterprises Are Using AIGDG Cloud Southlake #41: Shay Levi: Beyond the Hype:How Enterprises Are Using AI
GDG Cloud Southlake #41: Shay Levi: Beyond the Hype:How Enterprises Are Using AI
James Anderson
?
build-with-ai-sydney AI for web devs Tamas Piros
build-with-ai-sydney AI for web devs Tamas Pirosbuild-with-ai-sydney AI for web devs Tamas Piros
build-with-ai-sydney AI for web devs Tamas Piros
Geshan Manandhar
?
Build with AI on Google Cloud Session #5
Build with AI on Google Cloud Session #5Build with AI on Google Cloud Session #5
Build with AI on Google Cloud Session #5
Margaret Maynard-Reid
?
Getting the Best of TrueDEM ¨C April News & Updates
Getting the Best of TrueDEM ¨C April News & UpdatesGetting the Best of TrueDEM ¨C April News & Updates
Getting the Best of TrueDEM ¨C April News & Updates
panagenda
?
I am afraid of no test! The power of BDD
I am afraid of no test! The power of BDDI am afraid of no test! The power of BDD
I am afraid of no test! The power of BDD
Ortus Solutions, Corp
?
selection of competencies requiring ICT integration.pptx
selection of competencies requiring ICT integration.pptxselection of competencies requiring ICT integration.pptx
selection of competencies requiring ICT integration.pptx
escuyoscherrymae
?
Packaging your App for AppExchange ¨C Managed Vs Unmanaged.pptx
Packaging your App for AppExchange ¨C Managed Vs Unmanaged.pptxPackaging your App for AppExchange ¨C Managed Vs Unmanaged.pptx
Packaging your App for AppExchange ¨C Managed Vs Unmanaged.pptx
mohayyudin7826
?
Fast Screen Recorder v2.1.0.11 Crack Updated [April-2025]
Fast Screen Recorder v2.1.0.11 Crack Updated [April-2025]Fast Screen Recorder v2.1.0.11 Crack Updated [April-2025]
Fast Screen Recorder v2.1.0.11 Crack Updated [April-2025]
jackalen173
?
When Platform Engineers meet SREs - The Birth of O11y-as-a-Service Superpowers
When Platform Engineers meet SREs - The Birth of O11y-as-a-Service SuperpowersWhen Platform Engineers meet SREs - The Birth of O11y-as-a-Service Superpowers
When Platform Engineers meet SREs - The Birth of O11y-as-a-Service Superpowers
Eric D. Schabell
?
The Future of Materials: Transitioning from Silicon to Alternative Metals
The Future of Materials: Transitioning from Silicon to Alternative MetalsThe Future of Materials: Transitioning from Silicon to Alternative Metals
The Future of Materials: Transitioning from Silicon to Alternative Metals
anupriti
?

A real time Brain Computer Interface system based on mobile cloud computing using wearable devices

  • 1. By- Vasant Diwane T.E.(A) Roll no: 3325
  • 2. ? BCI-Brain-Computer interface ? MCC-Mobile Cloud Computing ? WC-Wearable Computing ? Combining all the three concepts ? EEG- Electroencephalography ? Hardware and Software used in the process ? Why mobile cloud computing? ? Structure and working of the prototype ? Challenges and solutions
  • 4. ? Brain-Computer Interface Invasive BCI Non-invasive BCI
  • 5. ? Virus attacks may occur to brain causing ill effects ? Requires extensive training ? BCI techniques are costly ? Slow speed
  • 6. ? An infrastructure where data storage and data processing happens outside of mobile devices in a cloud ? Mobile devices have limited resources ? Data storage and computation power is transferred from mobile to cloud
  • 8. ? Cloud service cost ? Mobile network cost ? Availability ? Security
  • 9. ? Computer that could be worn on the body ? Especially useful for applications that require computational support while user is actively engaged with the physical environment
  • 10. ? Smart Glass ? Smart Watch ? Smart Head-mount used by soldier
  • 11. ? Equipment may be heavy ? Expensive ? Can cause irritation in heat ? Security
  • 12. Combination of ? Brain-Computer interface, ? Wearable computers and ? Mobile cloud computing results in the perfect system that help us to recognize an individual¡¯s mental state.
  • 13. ? The electroencephalograph (EEG) signals are electrical signals generated by neuronal activity in the brain ? EEG signal ranges from 1 ¦ÌV to 100 ¦ÌV in a normal adult
  • 15. ? MindWave headset (NeuroSky, Inc., San Jose, CA) ? Data is sampled from the sensor at a rate of 128 Hz
  • 16. ? Google Galaxy Nexus smartphone with Android 4.2 OS, and ? A Linux server equipped with a quad-core Intel i7 microprocessor.
  • 19. ? Determining the current mental states of the soldiers fighting a war ? Determining the mental states of the pilot ? Sometimes useful in Lie detecting test ? Constant health monitoring for patients