SlideShare a Scribd company logo
1 of 3
CHANGES IN THE CORRELATION BETWEEN EYE
ANDSTEERING MOVEMENTS INDICATE DRIVER
DISTRACTION
ABSTRACT:
Driver distraction represents an increasingly important contributor to crashes and
fatalities. Technology that can detect and mitigate distraction by alerting distracted drivers
could play a central role in maintaining safety. Based on either eye measures or driver
performance measures, numerous algorithms to detect distraction have been developed.
Combining both eye glance and vehicle data could enhance distraction detection. The goal of
this paper is to evaluate whether changes in the eye–steering correlation structure can indicate
distraction.
Drivers performed visual, cognitive, and cognitive/visual tasks while driving in a
simulator. The auto- and cross-correlations of horizontal eye position and steering wheel
angle show that eye movements associated with road scanning produce a low eye–steering
correlation. However, even this weak correlation is sensitive to distraction. Time lead
associated with the maximum correlation is sensitive to all three types of distraction, and the
maximum correlation coefficient is most strongly affected by off-road glances. These results
demonstrate that eye–steering correlation statistics can detect distraction and differentiate
between types of distraction.

EXISTING SYSTEM:
DRIVER distraction is an important safety problem. Analysis of naturalistic data
suggests distraction contributes to approximately 43% of motor vehicle crashes and 27% of
near crashes. Analysis of fatal crashes shows that driver distraction contributed to an
increasing proportion of crashes (i.e., 10% in 2005 and 16% in 2009, for a total of 5474
distractionrelatedfatalities in 2009). This increase may reflect the rapidly developing invehicle technology and other electronic devices that place additional demands on drivers and
might lead to distraction and diminished capacity to perform driving tasks. This situation
threatens safe driving. Technology that can detect and mitigate distraction by providing
drivers with feedback and alerts could play a central role in maintaining safety.

PROPOSED SYSTEM
In this paper, we are going to detect distraction based on visual behavior or driving
performance. Identifying driver distraction in real time to predict dangerous situations
associated with breakdowns in lane keeping control is a critical challenge in these systems’
design. For this purpose, it would be useful to define the relationship between visual behavior
and vehicle control. Distraction might change the relationship between glance patterns and
steering that lead to breakdowns in vehicle control, resulting in lane departures. Changes in
this visual behavior–vehicle control relationship might indicate distraction. Thus, it is crucial
to evaluate this relationship for normal (non-distracted) driving and examine if it changes
with distraction.
The perception–action control process plays a central role in driving, and a strong
eye–steering correlation associated with this control process has been observed on curvy
roads. This paper evaluates the eye–steering correlation on a straight road with the
assumption that it might show a qualitatively and quantitatively different relationship
compared with curvy roads and that it might be sensitive to distraction.

HARDWARE REQURIMENT
Steering Angle Sensor
Arm Microcontroller
Bluetooth
Pc
Android Mobile Phone
SOFTWARE REQURIMENT
Visual Studio
Flash Magic

BLOCK DIAGRAM

Steering Angle
Sensor

ARM Controller

PC with .NET Application

Bluetooth

More Related Content

Viewers also liked

наш чехов. дейко е.п., полянчикова ж.в.
наш чехов. дейко е.п., полянчикова ж.в.наш чехов. дейко е.п., полянчикова ж.в.
наш чехов. дейко е.п., полянчикова ж.в.virtualtaganrog
 
Presentacion migracion
Presentacion migracionPresentacion migracion
Presentacion migracionRichardo99
 
Design and evaluation of a haptic computer assistant for tele-manipulation tasks
Design and evaluation of a haptic computer assistant for tele-manipulation tasksDesign and evaluation of a haptic computer assistant for tele-manipulation tasks
Design and evaluation of a haptic computer assistant for tele-manipulation tasksEcwaytech
 
An embedded systems laboratory to support rapid prototyping of robotics and t...
An embedded systems laboratory to support rapid prototyping of robotics and t...An embedded systems laboratory to support rapid prototyping of robotics and t...
An embedded systems laboratory to support rapid prototyping of robotics and t...Ecwaytech
 
Jeremiah Colgin CHART Resume
Jeremiah Colgin CHART ResumeJeremiah Colgin CHART Resume
Jeremiah Colgin CHART ResumeJeremiah Colgin
 
Intelligent household led lighting system considering energy efficiency and u...
Intelligent household led lighting system considering energy efficiency and u...Intelligent household led lighting system considering energy efficiency and u...
Intelligent household led lighting system considering energy efficiency and u...Ecwaytech
 
Automatic calibration method for driver’s head orientation and eye movements ...
Automatic calibration method for driver’s head orientation and eye movements ...Automatic calibration method for driver’s head orientation and eye movements ...
Automatic calibration method for driver’s head orientation and eye movements ...Ecwaytech
 
Land use classification using taxi gps traces
Land use classification using taxi gps tracesLand use classification using taxi gps traces
Land use classification using taxi gps tracesEcwaytech
 
Triaxial accelerometer based fall detection method using a self-constructing ...
Triaxial accelerometer based fall detection method using a self-constructing ...Triaxial accelerometer based fall detection method using a self-constructing ...
Triaxial accelerometer based fall detection method using a self-constructing ...Ecwaytech
 
Un tomb per la vida del meu avi: sara boquera
Un tomb per la vida del meu avi: sara boqueraUn tomb per la vida del meu avi: sara boquera
Un tomb per la vida del meu avi: sara boqueramontseroquet
 
A robot that approaches pedestrians
A robot that approaches pedestriansA robot that approaches pedestrians
A robot that approaches pedestriansEcwaytech
 
Energy efficient wireless mac protocolsfor railway monitoring applications
Energy efficient wireless mac protocolsfor railway monitoring applicationsEnergy efficient wireless mac protocolsfor railway monitoring applications
Energy efficient wireless mac protocolsfor railway monitoring applicationsEcwaytech
 
Design of a wsn platform for long term environmental monitoring for iot appli...
Design of a wsn platform for long term environmental monitoring for iot appli...Design of a wsn platform for long term environmental monitoring for iot appli...
Design of a wsn platform for long term environmental monitoring for iot appli...Ecwaytech
 
A virtual touch event method using scene recognition for digital television
A virtual touch event method using scene recognition for digital televisionA virtual touch event method using scene recognition for digital television
A virtual touch event method using scene recognition for digital televisionEcwaytech
 

Viewers also liked (16)

St. augustine gvsa flyer 25 june 2015
St. augustine gvsa flyer 25 june 2015St. augustine gvsa flyer 25 june 2015
St. augustine gvsa flyer 25 june 2015
 
наш чехов. дейко е.п., полянчикова ж.в.
наш чехов. дейко е.п., полянчикова ж.в.наш чехов. дейко е.п., полянчикова ж.в.
наш чехов. дейко е.п., полянчикова ж.в.
 
Presentacion migracion
Presentacion migracionPresentacion migracion
Presentacion migracion
 
Design and evaluation of a haptic computer assistant for tele-manipulation tasks
Design and evaluation of a haptic computer assistant for tele-manipulation tasksDesign and evaluation of a haptic computer assistant for tele-manipulation tasks
Design and evaluation of a haptic computer assistant for tele-manipulation tasks
 
An embedded systems laboratory to support rapid prototyping of robotics and t...
An embedded systems laboratory to support rapid prototyping of robotics and t...An embedded systems laboratory to support rapid prototyping of robotics and t...
An embedded systems laboratory to support rapid prototyping of robotics and t...
 
Jeremiah Colgin CHART Resume
Jeremiah Colgin CHART ResumeJeremiah Colgin CHART Resume
Jeremiah Colgin CHART Resume
 
Intelligent household led lighting system considering energy efficiency and u...
Intelligent household led lighting system considering energy efficiency and u...Intelligent household led lighting system considering energy efficiency and u...
Intelligent household led lighting system considering energy efficiency and u...
 
Automatic calibration method for driver’s head orientation and eye movements ...
Automatic calibration method for driver’s head orientation and eye movements ...Automatic calibration method for driver’s head orientation and eye movements ...
Automatic calibration method for driver’s head orientation and eye movements ...
 
Land use classification using taxi gps traces
Land use classification using taxi gps tracesLand use classification using taxi gps traces
Land use classification using taxi gps traces
 
Triaxial accelerometer based fall detection method using a self-constructing ...
Triaxial accelerometer based fall detection method using a self-constructing ...Triaxial accelerometer based fall detection method using a self-constructing ...
Triaxial accelerometer based fall detection method using a self-constructing ...
 
Menyisipkan gambar
Menyisipkan gambarMenyisipkan gambar
Menyisipkan gambar
 
Un tomb per la vida del meu avi: sara boquera
Un tomb per la vida del meu avi: sara boqueraUn tomb per la vida del meu avi: sara boquera
Un tomb per la vida del meu avi: sara boquera
 
A robot that approaches pedestrians
A robot that approaches pedestriansA robot that approaches pedestrians
A robot that approaches pedestrians
 
Energy efficient wireless mac protocolsfor railway monitoring applications
Energy efficient wireless mac protocolsfor railway monitoring applicationsEnergy efficient wireless mac protocolsfor railway monitoring applications
Energy efficient wireless mac protocolsfor railway monitoring applications
 
Design of a wsn platform for long term environmental monitoring for iot appli...
Design of a wsn platform for long term environmental monitoring for iot appli...Design of a wsn platform for long term environmental monitoring for iot appli...
Design of a wsn platform for long term environmental monitoring for iot appli...
 
A virtual touch event method using scene recognition for digital television
A virtual touch event method using scene recognition for digital televisionA virtual touch event method using scene recognition for digital television
A virtual touch event method using scene recognition for digital television
 

Similar to Changes in the correlation between eye and steering movements indicate driver distraction

Driver Fatigue Monitoring System Using Eye Closure
Driver Fatigue Monitoring System Using Eye ClosureDriver Fatigue Monitoring System Using Eye Closure
Driver Fatigue Monitoring System Using Eye ClosureIJMER
 
Driver Fatigue Monitoring System Using Eye Closure
Driver Fatigue Monitoring System Using Eye ClosureDriver Fatigue Monitoring System Using Eye Closure
Driver Fatigue Monitoring System Using Eye ClosureIJMER
 
In advance accident alert system & Driver Drowsiness Detection
In advance accident alert system & Driver Drowsiness DetectionIn advance accident alert system & Driver Drowsiness Detection
In advance accident alert system & Driver Drowsiness DetectionIRJET Journal
 
Schwarz et al._2016_The Detection of Visual Distraction using Vehicle and Dri...
Schwarz et al._2016_The Detection of Visual Distraction using Vehicle and Dri...Schwarz et al._2016_The Detection of Visual Distraction using Vehicle and Dri...
Schwarz et al._2016_The Detection of Visual Distraction using Vehicle and Dri...Julie J. Kang, Ph.D.
 
Driver Drowsiness and Alert System using Image Processing & IoT
Driver Drowsiness and Alert System using Image Processing & IoTDriver Drowsiness and Alert System using Image Processing & IoT
Driver Drowsiness and Alert System using Image Processing & IoTIRJET Journal
 
Automated Framework for Vision based Driver Fatigue Detection by using Multi-...
Automated Framework for Vision based Driver Fatigue Detection by using Multi-...Automated Framework for Vision based Driver Fatigue Detection by using Multi-...
Automated Framework for Vision based Driver Fatigue Detection by using Multi-...IRJET Journal
 
An Eye State Recognition System using Transfer Learning: Inception‑Based Deep...
An Eye State Recognition System using Transfer Learning: Inception‑Based Deep...An Eye State Recognition System using Transfer Learning: Inception‑Based Deep...
An Eye State Recognition System using Transfer Learning: Inception‑Based Deep...IRJET Journal
 
Eye Gaze Estimation Invisible and IR Spectrum for Driver Monitoring System
Eye Gaze Estimation Invisible and IR Spectrum for Driver Monitoring SystemEye Gaze Estimation Invisible and IR Spectrum for Driver Monitoring System
Eye Gaze Estimation Invisible and IR Spectrum for Driver Monitoring Systemsipij
 
EYE GAZE ESTIMATION INVISIBLE AND IR SPECTRUM FOR DRIVER MONITORING SYSTEM
EYE GAZE ESTIMATION INVISIBLE AND IR SPECTRUM FOR DRIVER MONITORING SYSTEMEYE GAZE ESTIMATION INVISIBLE AND IR SPECTRUM FOR DRIVER MONITORING SYSTEM
EYE GAZE ESTIMATION INVISIBLE AND IR SPECTRUM FOR DRIVER MONITORING SYSTEMsipij
 
Convergence2006-21-0081
Convergence2006-21-0081Convergence2006-21-0081
Convergence2006-21-0081Harry Zhang
 
Traffic Management Near U-Turns to Avoid Accidents
Traffic Management Near U-Turns to Avoid AccidentsTraffic Management Near U-Turns to Avoid Accidents
Traffic Management Near U-Turns to Avoid AccidentsPoojaKumar84
 
MACHINE LEARNING BASED DRIVER MONITORING SYSTEM
MACHINE LEARNING BASED DRIVER MONITORING SYSTEMMACHINE LEARNING BASED DRIVER MONITORING SYSTEM
MACHINE LEARNING BASED DRIVER MONITORING SYSTEMIRJET Journal
 
DROWSINESS DETECTION USING COMPUTER VISION
DROWSINESS DETECTION USING COMPUTER VISIONDROWSINESS DETECTION USING COMPUTER VISION
DROWSINESS DETECTION USING COMPUTER VISIONIRJET Journal
 
Ieeepro techno solutions 2013 ieee embedded project driving safety monitoring
Ieeepro techno solutions   2013 ieee embedded project driving safety monitoringIeeepro techno solutions   2013 ieee embedded project driving safety monitoring
Ieeepro techno solutions 2013 ieee embedded project driving safety monitoringsrinivasanece7
 
IRJET- A Review Paper on Visual Analysis of Eye State using Image Processi...
IRJET- 	  A Review Paper on Visual Analysis of Eye State using Image Processi...IRJET- 	  A Review Paper on Visual Analysis of Eye State using Image Processi...
IRJET- A Review Paper on Visual Analysis of Eye State using Image Processi...IRJET Journal
 
Driver Dormant Monitoring System to Avert Fatal Accidents Using Image Processing
Driver Dormant Monitoring System to Avert Fatal Accidents Using Image ProcessingDriver Dormant Monitoring System to Avert Fatal Accidents Using Image Processing
Driver Dormant Monitoring System to Avert Fatal Accidents Using Image ProcessingIRJET Journal
 

Similar to Changes in the correlation between eye and steering movements indicate driver distraction (20)

Driver Fatigue Monitoring System Using Eye Closure
Driver Fatigue Monitoring System Using Eye ClosureDriver Fatigue Monitoring System Using Eye Closure
Driver Fatigue Monitoring System Using Eye Closure
 
Driver Fatigue Monitoring System Using Eye Closure
Driver Fatigue Monitoring System Using Eye ClosureDriver Fatigue Monitoring System Using Eye Closure
Driver Fatigue Monitoring System Using Eye Closure
 
In advance accident alert system & Driver Drowsiness Detection
In advance accident alert system & Driver Drowsiness DetectionIn advance accident alert system & Driver Drowsiness Detection
In advance accident alert system & Driver Drowsiness Detection
 
Schwarz et al._2016_The Detection of Visual Distraction using Vehicle and Dri...
Schwarz et al._2016_The Detection of Visual Distraction using Vehicle and Dri...Schwarz et al._2016_The Detection of Visual Distraction using Vehicle and Dri...
Schwarz et al._2016_The Detection of Visual Distraction using Vehicle and Dri...
 
A Virtual Reality Based Driving System
A Virtual Reality Based Driving SystemA Virtual Reality Based Driving System
A Virtual Reality Based Driving System
 
Driver Drowsiness and Alert System using Image Processing & IoT
Driver Drowsiness and Alert System using Image Processing & IoTDriver Drowsiness and Alert System using Image Processing & IoT
Driver Drowsiness and Alert System using Image Processing & IoT
 
Automated Framework for Vision based Driver Fatigue Detection by using Multi-...
Automated Framework for Vision based Driver Fatigue Detection by using Multi-...Automated Framework for Vision based Driver Fatigue Detection by using Multi-...
Automated Framework for Vision based Driver Fatigue Detection by using Multi-...
 
An Eye State Recognition System using Transfer Learning: Inception‑Based Deep...
An Eye State Recognition System using Transfer Learning: Inception‑Based Deep...An Eye State Recognition System using Transfer Learning: Inception‑Based Deep...
An Eye State Recognition System using Transfer Learning: Inception‑Based Deep...
 
Eye Gaze Estimation Invisible and IR Spectrum for Driver Monitoring System
Eye Gaze Estimation Invisible and IR Spectrum for Driver Monitoring SystemEye Gaze Estimation Invisible and IR Spectrum for Driver Monitoring System
Eye Gaze Estimation Invisible and IR Spectrum for Driver Monitoring System
 
EYE GAZE ESTIMATION INVISIBLE AND IR SPECTRUM FOR DRIVER MONITORING SYSTEM
EYE GAZE ESTIMATION INVISIBLE AND IR SPECTRUM FOR DRIVER MONITORING SYSTEMEYE GAZE ESTIMATION INVISIBLE AND IR SPECTRUM FOR DRIVER MONITORING SYSTEM
EYE GAZE ESTIMATION INVISIBLE AND IR SPECTRUM FOR DRIVER MONITORING SYSTEM
 
Convergence2006-21-0081
Convergence2006-21-0081Convergence2006-21-0081
Convergence2006-21-0081
 
Traffic Management Near U-Turns to Avoid Accidents
Traffic Management Near U-Turns to Avoid AccidentsTraffic Management Near U-Turns to Avoid Accidents
Traffic Management Near U-Turns to Avoid Accidents
 
J42025053
J42025053J42025053
J42025053
 
C261828
C261828C261828
C261828
 
MACHINE LEARNING BASED DRIVER MONITORING SYSTEM
MACHINE LEARNING BASED DRIVER MONITORING SYSTEMMACHINE LEARNING BASED DRIVER MONITORING SYSTEM
MACHINE LEARNING BASED DRIVER MONITORING SYSTEM
 
DROWSINESS DETECTION USING COMPUTER VISION
DROWSINESS DETECTION USING COMPUTER VISIONDROWSINESS DETECTION USING COMPUTER VISION
DROWSINESS DETECTION USING COMPUTER VISION
 
Ieeepro techno solutions 2013 ieee embedded project driving safety monitoring
Ieeepro techno solutions   2013 ieee embedded project driving safety monitoringIeeepro techno solutions   2013 ieee embedded project driving safety monitoring
Ieeepro techno solutions 2013 ieee embedded project driving safety monitoring
 
IRJET- A Review Paper on Visual Analysis of Eye State using Image Processi...
IRJET- 	  A Review Paper on Visual Analysis of Eye State using Image Processi...IRJET- 	  A Review Paper on Visual Analysis of Eye State using Image Processi...
IRJET- A Review Paper on Visual Analysis of Eye State using Image Processi...
 
Dr4301707711
Dr4301707711Dr4301707711
Dr4301707711
 
Driver Dormant Monitoring System to Avert Fatal Accidents Using Image Processing
Driver Dormant Monitoring System to Avert Fatal Accidents Using Image ProcessingDriver Dormant Monitoring System to Avert Fatal Accidents Using Image Processing
Driver Dormant Monitoring System to Avert Fatal Accidents Using Image Processing
 

Recently uploaded

The Path to Product Excellence: Avoiding Common Pitfalls and Enhancing Commun...
The Path to Product Excellence: Avoiding Common Pitfalls and Enhancing Commun...The Path to Product Excellence: Avoiding Common Pitfalls and Enhancing Commun...
The Path to Product Excellence: Avoiding Common Pitfalls and Enhancing Commun...Aggregage
 
A305_A2_file_Batkhuu progress report.pdf
A305_A2_file_Batkhuu progress report.pdfA305_A2_file_Batkhuu progress report.pdf
A305_A2_file_Batkhuu progress report.pdftbatkhuu1
 
VIP Call Girls Gandi Maisamma ( Hyderabad ) Phone 8250192130 | ₹5k To 25k Wit...
VIP Call Girls Gandi Maisamma ( Hyderabad ) Phone 8250192130 | ₹5k To 25k Wit...VIP Call Girls Gandi Maisamma ( Hyderabad ) Phone 8250192130 | ₹5k To 25k Wit...
VIP Call Girls Gandi Maisamma ( Hyderabad ) Phone 8250192130 | ₹5k To 25k Wit...Suhani Kapoor
 
Lucknow 💋 Escorts in Lucknow - 450+ Call Girl Cash Payment 8923113531 Neha Th...
Lucknow 💋 Escorts in Lucknow - 450+ Call Girl Cash Payment 8923113531 Neha Th...Lucknow 💋 Escorts in Lucknow - 450+ Call Girl Cash Payment 8923113531 Neha Th...
Lucknow 💋 Escorts in Lucknow - 450+ Call Girl Cash Payment 8923113531 Neha Th...anilsa9823
 
Call Girls In Panjim North Goa 9971646499 Genuine Service
Call Girls In Panjim North Goa 9971646499 Genuine ServiceCall Girls In Panjim North Goa 9971646499 Genuine Service
Call Girls In Panjim North Goa 9971646499 Genuine Serviceritikaroy0888
 
VIP Call Girls In Saharaganj ( Lucknow ) 🔝 8923113531 🔝 Cash Payment (COD) 👒
VIP Call Girls In Saharaganj ( Lucknow  ) 🔝 8923113531 🔝  Cash Payment (COD) 👒VIP Call Girls In Saharaganj ( Lucknow  ) 🔝 8923113531 🔝  Cash Payment (COD) 👒
VIP Call Girls In Saharaganj ( Lucknow ) 🔝 8923113531 🔝 Cash Payment (COD) 👒anilsa9823
 
Understanding the Pakistan Budgeting Process: Basics and Key Insights
Understanding the Pakistan Budgeting Process: Basics and Key InsightsUnderstanding the Pakistan Budgeting Process: Basics and Key Insights
Understanding the Pakistan Budgeting Process: Basics and Key Insightsseri bangash
 
HONOR Veterans Event Keynote by Michael Hawkins
HONOR Veterans Event Keynote by Michael HawkinsHONOR Veterans Event Keynote by Michael Hawkins
HONOR Veterans Event Keynote by Michael HawkinsMichael W. Hawkins
 
0183760ssssssssssssssssssssssssssss00101011 (27).pdf
0183760ssssssssssssssssssssssssssss00101011 (27).pdf0183760ssssssssssssssssssssssssssss00101011 (27).pdf
0183760ssssssssssssssssssssssssssss00101011 (27).pdfRenandantas16
 
Call Girls Pune Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Pune Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Pune Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Pune Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
Call Girls In DLf Gurgaon ➥99902@11544 ( Best price)100% Genuine Escort In 24...
Call Girls In DLf Gurgaon ➥99902@11544 ( Best price)100% Genuine Escort In 24...Call Girls In DLf Gurgaon ➥99902@11544 ( Best price)100% Genuine Escort In 24...
Call Girls In DLf Gurgaon ➥99902@11544 ( Best price)100% Genuine Escort In 24...lizamodels9
 
Event mailer assignment progress report .pdf
Event mailer assignment progress report .pdfEvent mailer assignment progress report .pdf
Event mailer assignment progress report .pdftbatkhuu1
 
Grateful 7 speech thanking everyone that has helped.pdf
Grateful 7 speech thanking everyone that has helped.pdfGrateful 7 speech thanking everyone that has helped.pdf
Grateful 7 speech thanking everyone that has helped.pdfPaul Menig
 
B.COM Unit – 4 ( CORPORATE SOCIAL RESPONSIBILITY ( CSR ).pptx
B.COM Unit – 4 ( CORPORATE SOCIAL RESPONSIBILITY ( CSR ).pptxB.COM Unit – 4 ( CORPORATE SOCIAL RESPONSIBILITY ( CSR ).pptx
B.COM Unit – 4 ( CORPORATE SOCIAL RESPONSIBILITY ( CSR ).pptxpriyanshujha201
 
Best VIP Call Girls Noida Sector 40 Call Me: 8448380779
Best VIP Call Girls Noida Sector 40 Call Me: 8448380779Best VIP Call Girls Noida Sector 40 Call Me: 8448380779
Best VIP Call Girls Noida Sector 40 Call Me: 8448380779Delhi Call girls
 
Ensure the security of your HCL environment by applying the Zero Trust princi...
Ensure the security of your HCL environment by applying the Zero Trust princi...Ensure the security of your HCL environment by applying the Zero Trust princi...
Ensure the security of your HCL environment by applying the Zero Trust princi...Roland Driesen
 
Call Girls Navi Mumbai Just Call 9907093804 Top Class Call Girl Service Avail...
Call Girls Navi Mumbai Just Call 9907093804 Top Class Call Girl Service Avail...Call Girls Navi Mumbai Just Call 9907093804 Top Class Call Girl Service Avail...
Call Girls Navi Mumbai Just Call 9907093804 Top Class Call Girl Service Avail...Dipal Arora
 
9599632723 Top Call Girls in Delhi at your Door Step Available 24x7 Delhi
9599632723 Top Call Girls in Delhi at your Door Step Available 24x7 Delhi9599632723 Top Call Girls in Delhi at your Door Step Available 24x7 Delhi
9599632723 Top Call Girls in Delhi at your Door Step Available 24x7 DelhiCall Girls in Delhi
 
Mondelez State of Snacking and Future Trends 2023
Mondelez State of Snacking and Future Trends 2023Mondelez State of Snacking and Future Trends 2023
Mondelez State of Snacking and Future Trends 2023Neil Kimberley
 
Pharma Works Profile of Karan Communications
Pharma Works Profile of Karan CommunicationsPharma Works Profile of Karan Communications
Pharma Works Profile of Karan Communicationskarancommunications
 

Recently uploaded (20)

The Path to Product Excellence: Avoiding Common Pitfalls and Enhancing Commun...
The Path to Product Excellence: Avoiding Common Pitfalls and Enhancing Commun...The Path to Product Excellence: Avoiding Common Pitfalls and Enhancing Commun...
The Path to Product Excellence: Avoiding Common Pitfalls and Enhancing Commun...
 
A305_A2_file_Batkhuu progress report.pdf
A305_A2_file_Batkhuu progress report.pdfA305_A2_file_Batkhuu progress report.pdf
A305_A2_file_Batkhuu progress report.pdf
 
VIP Call Girls Gandi Maisamma ( Hyderabad ) Phone 8250192130 | ₹5k To 25k Wit...
VIP Call Girls Gandi Maisamma ( Hyderabad ) Phone 8250192130 | ₹5k To 25k Wit...VIP Call Girls Gandi Maisamma ( Hyderabad ) Phone 8250192130 | ₹5k To 25k Wit...
VIP Call Girls Gandi Maisamma ( Hyderabad ) Phone 8250192130 | ₹5k To 25k Wit...
 
Lucknow 💋 Escorts in Lucknow - 450+ Call Girl Cash Payment 8923113531 Neha Th...
Lucknow 💋 Escorts in Lucknow - 450+ Call Girl Cash Payment 8923113531 Neha Th...Lucknow 💋 Escorts in Lucknow - 450+ Call Girl Cash Payment 8923113531 Neha Th...
Lucknow 💋 Escorts in Lucknow - 450+ Call Girl Cash Payment 8923113531 Neha Th...
 
Call Girls In Panjim North Goa 9971646499 Genuine Service
Call Girls In Panjim North Goa 9971646499 Genuine ServiceCall Girls In Panjim North Goa 9971646499 Genuine Service
Call Girls In Panjim North Goa 9971646499 Genuine Service
 
VIP Call Girls In Saharaganj ( Lucknow ) 🔝 8923113531 🔝 Cash Payment (COD) 👒
VIP Call Girls In Saharaganj ( Lucknow  ) 🔝 8923113531 🔝  Cash Payment (COD) 👒VIP Call Girls In Saharaganj ( Lucknow  ) 🔝 8923113531 🔝  Cash Payment (COD) 👒
VIP Call Girls In Saharaganj ( Lucknow ) 🔝 8923113531 🔝 Cash Payment (COD) 👒
 
Understanding the Pakistan Budgeting Process: Basics and Key Insights
Understanding the Pakistan Budgeting Process: Basics and Key InsightsUnderstanding the Pakistan Budgeting Process: Basics and Key Insights
Understanding the Pakistan Budgeting Process: Basics and Key Insights
 
HONOR Veterans Event Keynote by Michael Hawkins
HONOR Veterans Event Keynote by Michael HawkinsHONOR Veterans Event Keynote by Michael Hawkins
HONOR Veterans Event Keynote by Michael Hawkins
 
0183760ssssssssssssssssssssssssssss00101011 (27).pdf
0183760ssssssssssssssssssssssssssss00101011 (27).pdf0183760ssssssssssssssssssssssssssss00101011 (27).pdf
0183760ssssssssssssssssssssssssssss00101011 (27).pdf
 
Call Girls Pune Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Pune Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Pune Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Pune Just Call 9907093804 Top Class Call Girl Service Available
 
Call Girls In DLf Gurgaon ➥99902@11544 ( Best price)100% Genuine Escort In 24...
Call Girls In DLf Gurgaon ➥99902@11544 ( Best price)100% Genuine Escort In 24...Call Girls In DLf Gurgaon ➥99902@11544 ( Best price)100% Genuine Escort In 24...
Call Girls In DLf Gurgaon ➥99902@11544 ( Best price)100% Genuine Escort In 24...
 
Event mailer assignment progress report .pdf
Event mailer assignment progress report .pdfEvent mailer assignment progress report .pdf
Event mailer assignment progress report .pdf
 
Grateful 7 speech thanking everyone that has helped.pdf
Grateful 7 speech thanking everyone that has helped.pdfGrateful 7 speech thanking everyone that has helped.pdf
Grateful 7 speech thanking everyone that has helped.pdf
 
B.COM Unit – 4 ( CORPORATE SOCIAL RESPONSIBILITY ( CSR ).pptx
B.COM Unit – 4 ( CORPORATE SOCIAL RESPONSIBILITY ( CSR ).pptxB.COM Unit – 4 ( CORPORATE SOCIAL RESPONSIBILITY ( CSR ).pptx
B.COM Unit – 4 ( CORPORATE SOCIAL RESPONSIBILITY ( CSR ).pptx
 
Best VIP Call Girls Noida Sector 40 Call Me: 8448380779
Best VIP Call Girls Noida Sector 40 Call Me: 8448380779Best VIP Call Girls Noida Sector 40 Call Me: 8448380779
Best VIP Call Girls Noida Sector 40 Call Me: 8448380779
 
Ensure the security of your HCL environment by applying the Zero Trust princi...
Ensure the security of your HCL environment by applying the Zero Trust princi...Ensure the security of your HCL environment by applying the Zero Trust princi...
Ensure the security of your HCL environment by applying the Zero Trust princi...
 
Call Girls Navi Mumbai Just Call 9907093804 Top Class Call Girl Service Avail...
Call Girls Navi Mumbai Just Call 9907093804 Top Class Call Girl Service Avail...Call Girls Navi Mumbai Just Call 9907093804 Top Class Call Girl Service Avail...
Call Girls Navi Mumbai Just Call 9907093804 Top Class Call Girl Service Avail...
 
9599632723 Top Call Girls in Delhi at your Door Step Available 24x7 Delhi
9599632723 Top Call Girls in Delhi at your Door Step Available 24x7 Delhi9599632723 Top Call Girls in Delhi at your Door Step Available 24x7 Delhi
9599632723 Top Call Girls in Delhi at your Door Step Available 24x7 Delhi
 
Mondelez State of Snacking and Future Trends 2023
Mondelez State of Snacking and Future Trends 2023Mondelez State of Snacking and Future Trends 2023
Mondelez State of Snacking and Future Trends 2023
 
Pharma Works Profile of Karan Communications
Pharma Works Profile of Karan CommunicationsPharma Works Profile of Karan Communications
Pharma Works Profile of Karan Communications
 

Changes in the correlation between eye and steering movements indicate driver distraction

  • 1. CHANGES IN THE CORRELATION BETWEEN EYE ANDSTEERING MOVEMENTS INDICATE DRIVER DISTRACTION ABSTRACT: Driver distraction represents an increasingly important contributor to crashes and fatalities. Technology that can detect and mitigate distraction by alerting distracted drivers could play a central role in maintaining safety. Based on either eye measures or driver performance measures, numerous algorithms to detect distraction have been developed. Combining both eye glance and vehicle data could enhance distraction detection. The goal of this paper is to evaluate whether changes in the eye–steering correlation structure can indicate distraction. Drivers performed visual, cognitive, and cognitive/visual tasks while driving in a simulator. The auto- and cross-correlations of horizontal eye position and steering wheel angle show that eye movements associated with road scanning produce a low eye–steering correlation. However, even this weak correlation is sensitive to distraction. Time lead associated with the maximum correlation is sensitive to all three types of distraction, and the maximum correlation coefficient is most strongly affected by off-road glances. These results demonstrate that eye–steering correlation statistics can detect distraction and differentiate between types of distraction. EXISTING SYSTEM: DRIVER distraction is an important safety problem. Analysis of naturalistic data suggests distraction contributes to approximately 43% of motor vehicle crashes and 27% of
  • 2. near crashes. Analysis of fatal crashes shows that driver distraction contributed to an increasing proportion of crashes (i.e., 10% in 2005 and 16% in 2009, for a total of 5474 distractionrelatedfatalities in 2009). This increase may reflect the rapidly developing invehicle technology and other electronic devices that place additional demands on drivers and might lead to distraction and diminished capacity to perform driving tasks. This situation threatens safe driving. Technology that can detect and mitigate distraction by providing drivers with feedback and alerts could play a central role in maintaining safety. PROPOSED SYSTEM In this paper, we are going to detect distraction based on visual behavior or driving performance. Identifying driver distraction in real time to predict dangerous situations associated with breakdowns in lane keeping control is a critical challenge in these systems’ design. For this purpose, it would be useful to define the relationship between visual behavior and vehicle control. Distraction might change the relationship between glance patterns and steering that lead to breakdowns in vehicle control, resulting in lane departures. Changes in this visual behavior–vehicle control relationship might indicate distraction. Thus, it is crucial to evaluate this relationship for normal (non-distracted) driving and examine if it changes with distraction. The perception–action control process plays a central role in driving, and a strong eye–steering correlation associated with this control process has been observed on curvy roads. This paper evaluates the eye–steering correlation on a straight road with the assumption that it might show a qualitatively and quantitatively different relationship compared with curvy roads and that it might be sensitive to distraction. HARDWARE REQURIMENT Steering Angle Sensor Arm Microcontroller Bluetooth Pc Android Mobile Phone
  • 3. SOFTWARE REQURIMENT Visual Studio Flash Magic BLOCK DIAGRAM Steering Angle Sensor ARM Controller PC with .NET Application Bluetooth