blue eyes technologies

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BlueEyes Human Operator Monitoring System Blue Eyes Technologies •What is Blue Eyes ? •Motivation •Physiological foundations •System design •System implementation •Future improvements •Conclusion

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Page 1: Blue Eyes Technologies

BlueEyesHumanOperatorMonitoringSystem

Blue EyesTechnologies

•What isBlue Eyes ?

•Motivation

•Physiological foundations

•Systemdesign

•System implementation

•Futureimprovements

•Conclusion

Page 2: Blue Eyes Technologies

BlueEyesHumanOperatorMonitoringSystem What is BlueEyes ?

• The complex solution for human-operator monitoring:– conscious brain involvement monitoring– triggering user-defined actions– data recording

What is BlueEyes not?• Doesn’t predict nor interfere with

operator’s thoughts• Cannot force directly the operator to work

•What isBlue Eyes ?

•Motivation

•Physiological foundations

•Systemdesign

•System implementation

•Futureimprovements

•Conclusion

Page 3: Blue Eyes Technologies

BlueEyesHumanOperatorMonitoringSystem Who is BlueEyes for ?

• Generic control rooms– Power station– Flight control centers– Operating theatres – anesthesiologists

• Common application– A simpler system version for drivers

•What isBlue Eyes ?

•Motivation

•Physiological foundations

•Systemdesign

•System implementation

•Futureimprovements

•Conclusion

Page 4: Blue Eyes Technologies

BlueEyesHumanOperatorMonitoringSystem Motivation

• Human error - a frequent reason of catastrophes and ecological disasters

• Lack of complex solution exploiting wireless link technology, database systems and AI algorithms

– temporal indisposition– weariness – oversight

• Monitoring of consciousbrain involvement

• Capable sensors available

•What isBlue Eyes ?

•Motivation

•Physiological foundations

•Systemdesign

•System implementation

•Futureimprovements

•Conclusion

Page 5: Blue Eyes Technologies

BlueEyesHumanOperatorMonitoringSystem Wires, wires, wires...

A serious limitation of:

– Mobility– Comfort– Safety

•What isBlue Eyes ?

•Motivation

•Physiological foundations

•Systemdesign

•System implementation

•Futureimprovements

•Conclusion

Page 6: Blue Eyes Technologies

BlueEyesHumanOperatorMonitoringSystem Personal Area Network !

A wireless Personal AreaNetwork

Solution:

•What isBlue Eyes ?

•Motivation

•Physiological foundations

•Systemdesign

•System implementation

•Futureimprovements

•Conclusion

Page 7: Blue Eyes Technologies

BlueEyesHumanOperatorMonitoringSystem BlueEyes - benefits

• Prevention from dangerous incidents• Minimization of

– ecological consequences– financial loss– a threat to a human life

• The reconstructionof the course ofoperator’s work

•What isBlue Eyes ?

•Motivation

•Physiological foundations

•Systemdesign

•System implementation

•Futureimprovements

•Conclusion

Page 8: Blue Eyes Technologies

BlueEyesHumanOperatorMonitoringSystem Physiological foundations

Preconscious brain

• manages the knowledge

• logical reasoning• makes decisions

• illogical• “automatic”

Conscious brain

Human brain

•What isBlue Eyes ?

•Motivation

•Physiological foundations

•Systemdesign

•System implementation

•Futureimprovements

•Conclusion

Page 9: Blue Eyes Technologies

BlueEyesHumanOperatorMonitoringSystem Conscious brain - operation modes

Exploratory mode Planning mode

•What isBlue Eyes ?

•Motivation

•Physiological foundations

•Systemdesign

•System implementation

•Futureimprovements

•Conclusion

Page 10: Blue Eyes Technologies

BlueEyesHumanOperatorMonitoringSystem Eye movements

Saccade - a rapid eye jump to a new location assigned by the conscious attention process.

Saccades presence ⇔ Exploratory mode

• Central vision andthe conscious brain

• Retina - central vision (macula)•What isBlue Eyes ?

•Motivation

•Physiological foundations

•Systemdesign

•System implementation

•Futureimprovements

•Conclusion

Page 11: Blue Eyes Technologies

BlueEyesHumanOperatorMonitoringSystem The eye movement sensor

• Eye position measuring - direct infrared oculography

• Two axialaccelerometer

• Ambient lightsensor

Jazz Multisensor

•What isBlue Eyes ?

•Motivation

•Physiological foundations

•Systemdesign

•System implementation

•Futureimprovements

•Conclusion

Page 12: Blue Eyes Technologies

BlueEyesHumanOperatorMonitoringSystem

• A reliable real-time buffering, processing and recording

• A clear visualization interface• Mechanisms for creating custom data

analyzers• To ensure a possibility of distributing the

processing among a number of computers

Design objectives

• A mobile data acquisition device

•Objectives

•System overview

•Motivation

•What isBlue Eyes ?

•Physiological foundations

•Systemdesign

•System implementation

•Futureimprovements

•Conclusion

Page 13: Blue Eyes Technologies

BlueEyesHumanOperatorMonitoringSystem System overview

Central System UnitData Acquisition Unit

Atmel 89C52microcontroller

JazzMultisensor

ConnectionManager

Data Analysis

VisualizationModuleBluetooth Bluetooth

Bluetooth technology provides means for creating a Personal Area Network linking the operators and the central system.

DataLogger

•Objectives

•System overview

•Motivation

•What isBlue Eyes ?

•Physiological foundations

•Systemdesign

•System implementation

•Futureimprovements

•Conclusion

Page 14: Blue Eyes Technologies

BlueEyesHumanOperatorMonitoringSystem Implementation - DAU

•DAU

•CSU

•Motivation

•What isBlue Eyes ?

•Physiological foundations

•Systemdesign

•System implementation

•Futureimprovements

•Conclusion

Page 15: Blue Eyes Technologies

BlueEyesHumanOperatorMonitoringSystem Implementation - DAU

• Bluetooth module inside• Jazz sensor

interface• Microphone and

earphone sockets• 5-key keyboard• Two lines, 8

characters LCD• Powered from

6 AA batteries

•DAU

•CSU

•Motivation

•What isBlue Eyes ?

•Physiological foundations

•Systemdesign

•System implementation

•Futureimprovements

•Conclusion

Page 16: Blue Eyes Technologies

BlueEyesHumanOperatorMonitoringSystem

BlueEyesData Acquisition Unit

ID card

DAU - components

MC 145483PCM codec

ID cardinterface

Simplekeyboard

Jazz Multisensor

Beeper

LCD display

LED indicators

Atmel 89C52microcontroller

UART MAX232

UAR

T

Bluetoothmodule

microphone

earphone

•DAU

•CSU

•Motivation

•What isBlue Eyes ?

•Physiological foundations

•Systemdesign

•System implementation

•Futureimprovements

•Conclusion

Page 17: Blue Eyes Technologies

BlueEyesHumanOperatorMonitoringSystem DAU - features

• Lightweight• Runs on batteries - low

power consumption• Easy to use - does not

disturb the operator working

• ID cards for operator authorization

• Voice transmission using hardware PCM codec

Data Acquisition Unit

Atmel 89C52microcontroller

JazzMultisensor

Bluetooth

•DAU

•CSU

•Motivation

•What isBlue Eyes ?

•Physiological foundations

•Systemdesign

•System implementation

•Futureimprovements

•Conclusion

Page 18: Blue Eyes Technologies

BlueEyesHumanOperatorMonitoringSystem Implementation - CSU

• Custom-builtBluetoothcommunicationroutines

• Intel USB camera• ID card programmer• Developed using Visual C++ 6.0 • Deployment environment:

Windows 2000,MS SQL Server

•DAU

•CSU

• Standard MDI userinterface

•Motivation

•What isBlue Eyes ?

•Physiological foundations

•Systemdesign

•System implementation

•Futureimprovements

•Conclusion

Page 19: Blue Eyes Technologies

BlueEyesHumanOperatorMonitoringSystem CSU - saccade detector

• Saccade detector and conscious brain involvement level calculation

Eye movement velocity

-250-200-150-100

-500

50100150200250

0 8000 16000 24000 32000Time [ms]

Ve

locit

y

saccadeRaw eyemovement data

Differentiation

Conscious brain involvement level

Visual attention level

0

10

20

30

40

50

60

0 8000 16000 24000 32000

Time [ms]

Att

en

tio

n le

vel

(L

va

)

•DAU

•CSU

•Motivation

•What isBlue Eyes ?

•Physiological foundations

•Systemdesign

•System implementation

•Futureimprovements

•Conclusion

Page 20: Blue Eyes Technologies

BlueEyesHumanOperatorMonitoringSystem CSU - Visualization Module

•DAU

•CSU

• Raw and processed data visualization using:

• audio and videodata playback

– VU-meters– pie-charts– time series

•Motivation

•What isBlue Eyes ?

•Physiological foundations

•Systemdesign

•System implementation

•Futureimprovements

•Conclusion

Page 21: Blue Eyes Technologies

BlueEyesHumanOperatorMonitoringSystem

Bluetooth

Bluetooth

..

.

..

.

CSU - Connection Manager

BluetoothConnection

Manager

OperatorData

Manager

Alerts

Separateddata streams

...

...

OperatorManager

Alert buffer

Raw DataBuffer

Alerts

OperatorManager

Alert buffer

Raw DataBuffer

•DAU

•CSU

•Motivation

•What isBlue Eyes ?

•Physiological foundations

•Systemdesign

•System implementation

•Futureimprovements

•Conclusion

Page 22: Blue Eyes Technologies

BlueEyesHumanOperatorMonitoringSystem CSU - features

Central System Unit

ConnectionManager

Data Analysis

VisualizationModuleBluetooth

• Connection management

• Data processing• Visualization• Data recording

• Accessverification

• System maintenance

ConnectionManager

•DAU

•CSU

DataLogger

•Motivation

•What isBlue Eyes ?

•Physiological foundations

•Systemdesign

•System implementation

•Futureimprovements

•Conclusion

Page 23: Blue Eyes Technologies

BlueEyesHumanOperatorMonitoringSystem CSU - Data Analysis

• Custom data analyzers - decision tree based classifiers

Example: Operator gesture recognition(simplified)

Vertical Acceleration variance value high

Horizontal Acceleration variance high

Horizontal Acceleration variance high

Y N

Y N YN

No answer “NO”“YES”

•DAU

•CSU

•Motivation

•What isBlue Eyes ?

•Physiological foundations

•Systemdesign

•System implementation

•Futureimprovements

•Conclusion

Page 24: Blue Eyes Technologies

BlueEyesHumanOperatorMonitoringSystem CSU - Data Analysis

• Custom data analyzers - decision tree based classifiers

• Automatic decision tree coefficients generation - C4.5 based algorithm

Data samplesAssignedcategory

“Yes”

No answer

“Yes”

“No”

No answer

... ... Decision tree coefficients

•DAU

•CSU

•Motivation

•What isBlue Eyes ?

•Physiological foundations

•Systemdesign

•System implementation

•Futureimprovements

•Conclusion

Page 25: Blue Eyes Technologies

BlueEyesHumanOperatorMonitoringSystem Data security

• Only registered mobile devicescan connect to the system

• Bluetooth connection authentication• Bluetooth connection encryption• Access rights restrictions• Personal and physiological data

encryption

•DAU

•CSU

•Motivation

•What isBlue Eyes ?

•Physiological foundations

•Systemdesign

•System implementation

•Futureimprovements

•Conclusion

Page 26: Blue Eyes Technologies

BlueEyesHumanOperatorMonitoringSystem Future improvements

• DAU– small CMOS camera to monitor the

operator’s point of gaze– single PCB (SMD technlogy)– low voltage ICs - LiIO batteries power

• CSU– data mining algorithms – advanced database encryption using e.g.

AES algorithm

•Motivation

•What isBlue Eyes ?

•Physiological foundations

•Systemdesign

•System implementation

•Futureimprovements

•Conclusion

Page 27: Blue Eyes Technologies

BlueEyesHumanOperatorMonitoringSystem Conclusion

• In the near future ,ordinary household devices- such as television , refrigerators ,ovens may be able to do their jobs when we look at them and speak to them.

• Future applications of blue eye technology is limitless

•Motivation

•What isBlue Eyes ?

•Physiological foundations

•Systemdesign

•System implementation

•Futureimprovements

•Conclusion

Page 28: Blue Eyes Technologies

BlueEyesHumanOperatorMonitoringSystem Thank you for your attention

Any Queries….???

Blue EyesTechnology

•Motivation

•What isBlue Eyes ?

•Physiological foundations

•Systemdesign

•System implementation

•Futureimprovements

•Conclusion