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IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308
_______________________________________________________________________________________
Volume: 03 Issue: 04 | Apr-2014, Available @ http://www.ijret.org 799
A NOVEL EFFICIENT HUMAN COMPUTER INTERFACE USING
AN ELECTROOCULOGRAM
Vandhana1
, Prabhu. S2
1
PG Student, Sri Muthukumaran Institute of Technology
2
Assistant professor, Sri Muthukumaran Institute of Technology
Abstract
This paper presents the Electrooculography (EOG) on human computer interface (HCI) is a novel measurement technique for eye
tracking and the recognition for patients Eye movement and blood circulation in the nerves are measured by EOG signal. The EOG
signal can be acquired by placing electrodes in the forehead and acquired data is analyzed by using wavelet transform and fuzzy
logic. The transformed signal can be decomposed and de-noised. Fuzzy logic is used to separate the clustered signal from false
signal. The analyzed signal can be given on the MSP430 controller which is implemented and used to control the electrical devices.
Keywords: Electrooculography (EOG), Human Computer interface (HCI), Multi signal processing (MSP), Eye movement
-----------------------------------------------------------------------***----------------------------------------------------------------------
1. INTRODUCTION
Human computer interface is a field that promises to ease the
communications between machines and humans. It is assumed
that the population of people aged 60 and beyond will range
from one to three in 2030 considering life span extension and
the handicapped patients, they need for a human computer
interface (HCI) has been increasing cognitive functions are
generally normal, patients with amyotrophic lateral sclerosis
other tetraplegia clinical conditions have severe disabilities in
moving their whole bodies. Some of these patients can only
move their eyeballs. So by introducing a new channel without
overt speaking and hand/arm motions makes life easier for
patients and therefore improves their life style.
Paralyzed stroke patients are unable to normally communicate
with their environment. Their body that is under their control,
in terms of muscular movement using eyeballs [15]. As a
review of the state of the art of electrooculogram (EOG)
systems, there are several EOG based HCI applications for
different purposes in the literature. Our motivation is to
increase the quality of life of these patients using an HCI that
provides an efficient communication channel.
The interface that provides control of machines for disabled
people is called man machine interface (MMI) in general.
When the control can be made by using a computer based or
(microcomputer-based) system, it is called HCI, instead of
MMI. The electrical signals generated by the human brain that
are related to body functions are called an
electroencephalogram (EEG). If the assistive system is based
on EEG, it is known as the brain computer interface (BCI),
and its applications for severely disabled people. The electrical
signals generated by the eye movements which are called an
electrooculogram (EOG).
The Electrooculogram (EOG) as a novel measurement
technique for wearable eye tracking and recognition of user
activity and attention in mobile settings. The EOG recordings
to be implemented using electrodes integrated into glasses and
the signals processed in real time on a light weight device
worn on the body. This signal capturing eye wear system is
used to project the graphical interface [3].
Fig 1.1 Electrode device
The fig1.1 shown the electrode circuit it can be capture the
data or signal from the blood circulation on forehead on eye.
The most efficient ways to acquire and analyze bioelectrical
signals is through highly integrated software and hardware
such as National Instruments SIGVIEW and data acquisition
devices. SIGVIEW includes a powerful library with more than
500 functions for mathematics, signal processing, and
analysis. Once the bioelectrical signal is amplified it can be
digitized by any electrode data acquisition device, and then
analyzed and displayed in SIGVIEW.
In recent technological advancements in human computer
interface movement based interaction such as eye gaze
IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308
_______________________________________________________________________________________
Volume: 03 Issue: 04 | Apr-2014, Available @ http://www.ijret.org 800
tracking[1][8],track the pupil[13],Rapid Eye Movement (REM
sleep)[14] and mobile gaze based[2]. The previous papers are
used the EOG signal for control the wheel chair [8], virtual
keyboard [4][7], remote devices[3], and eye controlled web
browser[9]. They used to analyses the techniques are image
processing algorithm, longest line scanning, cam shift
algorithm, wavelet transform, neural network, Kanade optical
flow algorithm, Clustering algorithm and Kalman filtering.
The existing system provides a HCI based on EOG signal,
data analyzed in real time using a microcontroller based
platform running the Linux operating system. The EOG signal
is filtered using a CWT, here an eye movement is detected by
using neural network.
The proposed project is analyzed the electrooculogram (EOG)
signal by using wavelet transform and fuzzy logic. The EOG
signal (Eye movement and blood circulation) can be acquired
by placing the electrodes which is used in Human computer
interface (HCI) it shown in Fig 1.2.
Fig 1.2 Positioning of electrodes
Horizontal-channel electrodes were placed on the right and
left channel (Ch.H+ and Ch.H-), up and down channel (Ch.V+
and Ch.V-) this field focused on translating four eye
movements (left, right,up, and down), and eye blink to select
device which is vary from the pressure of the blood in the
nerves. The EOG signal can be acquired from the electrode
and the signal are amplified using the signal conditioning
circuit. Then the acquired data is analyzed by using wavelet
transform and fuzzy logic. The transformed signal can be
decomposed and de- noised. Fuzzy logic is used to separate
the clustered signal from false signal.
2. SYSTEM DESGIN
The block diagram describing the project is shown in Fig
2.1.The method consists of two steps namely 1. Acquisition
system 2.Control system
Fig 2.1 Block Diagram of Human Computer Interface
Fig 2.2 Block Diagram of Acquisition system
The electrode circuit, it can be capture the data or signal from
the blood circulation on forehead on eye. The biomedical
signals acquired from the human body are frequently very
small. So that the signal can be amplified. The Wavelet
Transform provides a time-frequency representation of the
signal. Wavelet transform has ability to analysis different eye
movement simultaneously in both time and frequency domain.
Fuzzy Logic belongs to the family of many-valued logic,
which focuses on fixed and approximate reasoning. A variable
in fuzzy logic can take a value range from 0 and 1, which
opposed to take true or false as in traditional binary sets.
Fuzzy logic is used to separate the clustered signal from false
signal and determine the value of true and false signal. The
eye movement can be determined by using the wavelet
transform and fuzzy logic. The digital wavelet transformed
signal can be decomposed and de-noised. Then measure the
range of de-noised. Thus the values are different for each
movement.
3. PHOTOS AND SPECIFICATION
In the acquisition system, the 230v Dc power supply is given
to transformer; it converts 230 v to 12v. Then is 12v power
supply is given to bridge rectifier which converts Dc to Ac.
now the 12v power supply is converted to 5v using voltage
regulator. The 5v supply is given to signal conditioning circuit
and this is amplifies the signal from the electrode. The signal
obtain from the forehead will be from 58.12 to 68mv, and then
IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308
_______________________________________________________________________________________
Volume: 03 Issue: 04 | Apr-2014, Available @ http://www.ijret.org 801
the amplified output will be 5v. The amplified signal is the
analog signal which is viewed in the SIGVIEW software.
3.1 Acquisition System
The block diagram describing the acquisition system, the brain
signals are acquired using electrode, then the obtained signal
are amplified and the signals are analyzed using wavelet
transform and fuzzy logic. The detail block diagram is shown
in the figure 2.2.
Fig 3.1 Hardware Component of Acquisition System
1. Transformer, 2. Signal conditioning, 3.Voltage regulator,
4.Electrode.
4. RESULT AND DISCUSSION
The simulation tool used is MATLAB13a. The MATLAB
(matrix laboratory) is a numerical computing environment and
fourth-generation programming language.
4.1 Wavelet Transform
The eye movement (signal) is analyzed in discrete Fourier
transform, which is filtered and decomposed and it is de-
noised.
Fig 4.1 Noise and De Noised Signal for Left
The input signal of left movement is 20khz and it is analyzed
using discrete Fourier transform and produces de-noised
signal, then the output frequency of left eye movement will be
1.428X 10-3
HZ. Then the threshold value obtained 0.1596.
Fig 4.2 Noise and De Noised Signal for Right
The input signal of right movement is 23.9khz and it is
analyzed using discrete Fourier transform and produces de-
noised signal, then the output frequency of right eye
movement will be 1.25X 10-3
HZ. Then the threshold value
obtained 0.1609.
Fig 4.3 Noise and De Noised Signal for Upward
The input signal of up movement is 29khz and it is analyzed
using discrete Fourier transform and produces de-noised
signal, then the output frequency of up eye movement will be
1.0526X 10-3
HZ. Then the threshold value obtained 0.1152.
1
3
2
4
IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308
_______________________________________________________________________________________
Volume: 03 Issue: 04 | Apr-2014, Available @ http://www.ijret.org 802
Fig 4.4 Noise and De Noised Signal for Downward
The input signal of upward movement is 25khz and it is
analyzed using discrete Fourier transform and produces de-
noised signal, then the output frequency of left eye movement
will be 1.538X 10-3
HZ. Then the threshold value obtained
0.1209.
5. THRESHOLD GRAPH
Fig 5.1 Graph of Frequency and Threshold
Figure 5.1 shows the threshold value and the frequency of
different eye movements, where if there is any increase in
input frequency, there could be a decrease in the respective
threshold value.
Fig 5.2 Comparative Table of threshold ranges for different
eye movement
6. FUZZY LOGIC
The fuzzy logic is used to separate the true and false signal of
different eye movement (left, right, up and down).
Fig 6.1 Output Of Clustered Signal For Left
Fig 6.2 Output of Clustered Signal For Right
Fig 6.3 Output of Clustered Signal For Upward
Fig 6.4 Output of Clustered Signal For Downward
MOVEMENT INPUT
FRQUENCY
(KHz)
THRESHOLD
Up 29.0 0.1152
Down 25.0 0.1209
Left 20.0 0.1596
Right 23.9 0.1609
IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308
_______________________________________________________________________________________
Volume: 03 Issue: 04 | Apr-2014, Available @ http://www.ijret.org 803
Fig 6.5 comparative table for different eye movement
7. CONCLUSIONS
The EOG signal for different eye movements are classified in
real time system in signal conditioning circuit and the quality
of the graphic interface, for better controlling of the electrical
devices.
The EOG signal analysis linear saccadic eye model and eye
blinking, using wavelet transform and fuzzy logic in serial
process and then it detects the corresponding eye movement.
Then the captured EOG signal will be used for implementing
algorithm and also for implementing the graphical user
interface which controls electrical devices. Then by using
MSP430 controller, human computer interface will be
implemented.
REFERENCES
[1]. Ashlt talukder, john-michael morookian, s. Monacos, r.
Lam, c. Lebaw, a. Bond, Real-time non-invasive eye tracking
and gaze-point determination for human-computer interaction
and biomedicine ,2009
[2]. Andreas Bulling and Hans Gellersen,“Toward Mobile
Eye-Based Human-Computer Interaction”, Published by the
IEEE CS n 1536-1268/10/$26.00 © 2010 IEEE
[3]. Andreas Bulling, Daniel Roggen and Gerhard
Tröster,”Wearable EOG goggles:Seamless sensing and
context-awareness in everydayenvironments”,2009
[4]. Bulling A, Ward JA, Gellersen H, Tröster G,” Eye
movement analysis for activity recognition using
electrooculography, IEEE Trans Pattern Anal Mach Intell,
Apr;33(4):741-53. Doi: 10.1109/TPAMI.2010.86.
[5]. Barea.R , Boquete.L,Ortega.S, López.K, Rodríguez-
Ascariz.J,” EOG-based eye movements codification for
human computer interaction”, Expert Systems with
Applications 39 (2012) 2677–2683
[6]. Carlos a. Vinhais, fábio a. Santos, joaquim f. Oliveira,
“An eog based human computer interface system for online
control”, CEMA 2010.
[7]. Damian Pakulski, Artur Gmerek, “The electrooculography
control system”, 2012
[8]. Heiko Drewes ,” Eye Gaze Tracking for Human Computer
Interaction”, 2010
[9]. Królak.A, Strumiłło.P,”Eye-blink controlled human-
computer interface for the disabled”, advances in
intelligent and soft computing volume 60, 2009, pp 123-133
[10]. Kyung-nam kim and r. S. Ramakrishna, Vision-based
eye-gaze tracking for human computer interface ,2006
[11]. Nurul Muthmainnah Mohd Noor, Salmiah Ahmad
,”Analysis of Different Level of EOG Signal from Eye
Movement for Wheelchair Control,2009
[12]. Qiuping ding,kaiyu tong, and guang li, Development of
an eog (electro-oulography)based human-computer interface,
September 1-4, 2005
[13]. Subramanya amarnag, raghunandan s. Kumaran and john
n. Gowdy,Real time eye tracking for human computer
interfaces ,2007
[14]. Ruban.N, Suraj Kumar Panda, Swabhab Prakash Muduli,
Mary Mekala,”Sleep Quality Monitor Using Stress Analysis
and REM Sleep Detection”, 20th August 2013. vol. 54 pp 2-4.
[15]. Yash Shaileshkumar Desai,” Natural Eye Movement and
its application for paralyzed patients”, International Journal of
Engineering Trends and Technology, Volume4Issue4, 2013
EYE
MOVEMENTS
TRUE
VALUE
FALSE VALUE
Positive
region
Negative
region
LEFT -0.3 to 0.9
0.9 to 1
-0.4 to -
0.7
RIGHT -0.4 to 0.9 0.9-1 -0.4 to -
0.8
UPWARD -0.5 to 0.9 0.9-1 0.5 to -1
DOWNWARD -0.9 to 0.7 0.7-1 -0.9 to -1

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A novel efficient human computer interface using an electrooculogram

  • 1. IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308 _______________________________________________________________________________________ Volume: 03 Issue: 04 | Apr-2014, Available @ http://www.ijret.org 799 A NOVEL EFFICIENT HUMAN COMPUTER INTERFACE USING AN ELECTROOCULOGRAM Vandhana1 , Prabhu. S2 1 PG Student, Sri Muthukumaran Institute of Technology 2 Assistant professor, Sri Muthukumaran Institute of Technology Abstract This paper presents the Electrooculography (EOG) on human computer interface (HCI) is a novel measurement technique for eye tracking and the recognition for patients Eye movement and blood circulation in the nerves are measured by EOG signal. The EOG signal can be acquired by placing electrodes in the forehead and acquired data is analyzed by using wavelet transform and fuzzy logic. The transformed signal can be decomposed and de-noised. Fuzzy logic is used to separate the clustered signal from false signal. The analyzed signal can be given on the MSP430 controller which is implemented and used to control the electrical devices. Keywords: Electrooculography (EOG), Human Computer interface (HCI), Multi signal processing (MSP), Eye movement -----------------------------------------------------------------------***---------------------------------------------------------------------- 1. INTRODUCTION Human computer interface is a field that promises to ease the communications between machines and humans. It is assumed that the population of people aged 60 and beyond will range from one to three in 2030 considering life span extension and the handicapped patients, they need for a human computer interface (HCI) has been increasing cognitive functions are generally normal, patients with amyotrophic lateral sclerosis other tetraplegia clinical conditions have severe disabilities in moving their whole bodies. Some of these patients can only move their eyeballs. So by introducing a new channel without overt speaking and hand/arm motions makes life easier for patients and therefore improves their life style. Paralyzed stroke patients are unable to normally communicate with their environment. Their body that is under their control, in terms of muscular movement using eyeballs [15]. As a review of the state of the art of electrooculogram (EOG) systems, there are several EOG based HCI applications for different purposes in the literature. Our motivation is to increase the quality of life of these patients using an HCI that provides an efficient communication channel. The interface that provides control of machines for disabled people is called man machine interface (MMI) in general. When the control can be made by using a computer based or (microcomputer-based) system, it is called HCI, instead of MMI. The electrical signals generated by the human brain that are related to body functions are called an electroencephalogram (EEG). If the assistive system is based on EEG, it is known as the brain computer interface (BCI), and its applications for severely disabled people. The electrical signals generated by the eye movements which are called an electrooculogram (EOG). The Electrooculogram (EOG) as a novel measurement technique for wearable eye tracking and recognition of user activity and attention in mobile settings. The EOG recordings to be implemented using electrodes integrated into glasses and the signals processed in real time on a light weight device worn on the body. This signal capturing eye wear system is used to project the graphical interface [3]. Fig 1.1 Electrode device The fig1.1 shown the electrode circuit it can be capture the data or signal from the blood circulation on forehead on eye. The most efficient ways to acquire and analyze bioelectrical signals is through highly integrated software and hardware such as National Instruments SIGVIEW and data acquisition devices. SIGVIEW includes a powerful library with more than 500 functions for mathematics, signal processing, and analysis. Once the bioelectrical signal is amplified it can be digitized by any electrode data acquisition device, and then analyzed and displayed in SIGVIEW. In recent technological advancements in human computer interface movement based interaction such as eye gaze
  • 2. IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308 _______________________________________________________________________________________ Volume: 03 Issue: 04 | Apr-2014, Available @ http://www.ijret.org 800 tracking[1][8],track the pupil[13],Rapid Eye Movement (REM sleep)[14] and mobile gaze based[2]. The previous papers are used the EOG signal for control the wheel chair [8], virtual keyboard [4][7], remote devices[3], and eye controlled web browser[9]. They used to analyses the techniques are image processing algorithm, longest line scanning, cam shift algorithm, wavelet transform, neural network, Kanade optical flow algorithm, Clustering algorithm and Kalman filtering. The existing system provides a HCI based on EOG signal, data analyzed in real time using a microcontroller based platform running the Linux operating system. The EOG signal is filtered using a CWT, here an eye movement is detected by using neural network. The proposed project is analyzed the electrooculogram (EOG) signal by using wavelet transform and fuzzy logic. The EOG signal (Eye movement and blood circulation) can be acquired by placing the electrodes which is used in Human computer interface (HCI) it shown in Fig 1.2. Fig 1.2 Positioning of electrodes Horizontal-channel electrodes were placed on the right and left channel (Ch.H+ and Ch.H-), up and down channel (Ch.V+ and Ch.V-) this field focused on translating four eye movements (left, right,up, and down), and eye blink to select device which is vary from the pressure of the blood in the nerves. The EOG signal can be acquired from the electrode and the signal are amplified using the signal conditioning circuit. Then the acquired data is analyzed by using wavelet transform and fuzzy logic. The transformed signal can be decomposed and de- noised. Fuzzy logic is used to separate the clustered signal from false signal. 2. SYSTEM DESGIN The block diagram describing the project is shown in Fig 2.1.The method consists of two steps namely 1. Acquisition system 2.Control system Fig 2.1 Block Diagram of Human Computer Interface Fig 2.2 Block Diagram of Acquisition system The electrode circuit, it can be capture the data or signal from the blood circulation on forehead on eye. The biomedical signals acquired from the human body are frequently very small. So that the signal can be amplified. The Wavelet Transform provides a time-frequency representation of the signal. Wavelet transform has ability to analysis different eye movement simultaneously in both time and frequency domain. Fuzzy Logic belongs to the family of many-valued logic, which focuses on fixed and approximate reasoning. A variable in fuzzy logic can take a value range from 0 and 1, which opposed to take true or false as in traditional binary sets. Fuzzy logic is used to separate the clustered signal from false signal and determine the value of true and false signal. The eye movement can be determined by using the wavelet transform and fuzzy logic. The digital wavelet transformed signal can be decomposed and de-noised. Then measure the range of de-noised. Thus the values are different for each movement. 3. PHOTOS AND SPECIFICATION In the acquisition system, the 230v Dc power supply is given to transformer; it converts 230 v to 12v. Then is 12v power supply is given to bridge rectifier which converts Dc to Ac. now the 12v power supply is converted to 5v using voltage regulator. The 5v supply is given to signal conditioning circuit and this is amplifies the signal from the electrode. The signal obtain from the forehead will be from 58.12 to 68mv, and then
  • 3. IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308 _______________________________________________________________________________________ Volume: 03 Issue: 04 | Apr-2014, Available @ http://www.ijret.org 801 the amplified output will be 5v. The amplified signal is the analog signal which is viewed in the SIGVIEW software. 3.1 Acquisition System The block diagram describing the acquisition system, the brain signals are acquired using electrode, then the obtained signal are amplified and the signals are analyzed using wavelet transform and fuzzy logic. The detail block diagram is shown in the figure 2.2. Fig 3.1 Hardware Component of Acquisition System 1. Transformer, 2. Signal conditioning, 3.Voltage regulator, 4.Electrode. 4. RESULT AND DISCUSSION The simulation tool used is MATLAB13a. The MATLAB (matrix laboratory) is a numerical computing environment and fourth-generation programming language. 4.1 Wavelet Transform The eye movement (signal) is analyzed in discrete Fourier transform, which is filtered and decomposed and it is de- noised. Fig 4.1 Noise and De Noised Signal for Left The input signal of left movement is 20khz and it is analyzed using discrete Fourier transform and produces de-noised signal, then the output frequency of left eye movement will be 1.428X 10-3 HZ. Then the threshold value obtained 0.1596. Fig 4.2 Noise and De Noised Signal for Right The input signal of right movement is 23.9khz and it is analyzed using discrete Fourier transform and produces de- noised signal, then the output frequency of right eye movement will be 1.25X 10-3 HZ. Then the threshold value obtained 0.1609. Fig 4.3 Noise and De Noised Signal for Upward The input signal of up movement is 29khz and it is analyzed using discrete Fourier transform and produces de-noised signal, then the output frequency of up eye movement will be 1.0526X 10-3 HZ. Then the threshold value obtained 0.1152. 1 3 2 4
  • 4. IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308 _______________________________________________________________________________________ Volume: 03 Issue: 04 | Apr-2014, Available @ http://www.ijret.org 802 Fig 4.4 Noise and De Noised Signal for Downward The input signal of upward movement is 25khz and it is analyzed using discrete Fourier transform and produces de- noised signal, then the output frequency of left eye movement will be 1.538X 10-3 HZ. Then the threshold value obtained 0.1209. 5. THRESHOLD GRAPH Fig 5.1 Graph of Frequency and Threshold Figure 5.1 shows the threshold value and the frequency of different eye movements, where if there is any increase in input frequency, there could be a decrease in the respective threshold value. Fig 5.2 Comparative Table of threshold ranges for different eye movement 6. FUZZY LOGIC The fuzzy logic is used to separate the true and false signal of different eye movement (left, right, up and down). Fig 6.1 Output Of Clustered Signal For Left Fig 6.2 Output of Clustered Signal For Right Fig 6.3 Output of Clustered Signal For Upward Fig 6.4 Output of Clustered Signal For Downward MOVEMENT INPUT FRQUENCY (KHz) THRESHOLD Up 29.0 0.1152 Down 25.0 0.1209 Left 20.0 0.1596 Right 23.9 0.1609
  • 5. IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308 _______________________________________________________________________________________ Volume: 03 Issue: 04 | Apr-2014, Available @ http://www.ijret.org 803 Fig 6.5 comparative table for different eye movement 7. CONCLUSIONS The EOG signal for different eye movements are classified in real time system in signal conditioning circuit and the quality of the graphic interface, for better controlling of the electrical devices. The EOG signal analysis linear saccadic eye model and eye blinking, using wavelet transform and fuzzy logic in serial process and then it detects the corresponding eye movement. Then the captured EOG signal will be used for implementing algorithm and also for implementing the graphical user interface which controls electrical devices. Then by using MSP430 controller, human computer interface will be implemented. REFERENCES [1]. Ashlt talukder, john-michael morookian, s. Monacos, r. Lam, c. Lebaw, a. Bond, Real-time non-invasive eye tracking and gaze-point determination for human-computer interaction and biomedicine ,2009 [2]. Andreas Bulling and Hans Gellersen,“Toward Mobile Eye-Based Human-Computer Interaction”, Published by the IEEE CS n 1536-1268/10/$26.00 © 2010 IEEE [3]. Andreas Bulling, Daniel Roggen and Gerhard Tröster,”Wearable EOG goggles:Seamless sensing and context-awareness in everydayenvironments”,2009 [4]. Bulling A, Ward JA, Gellersen H, Tröster G,” Eye movement analysis for activity recognition using electrooculography, IEEE Trans Pattern Anal Mach Intell, Apr;33(4):741-53. Doi: 10.1109/TPAMI.2010.86. [5]. Barea.R , Boquete.L,Ortega.S, López.K, Rodríguez- Ascariz.J,” EOG-based eye movements codification for human computer interaction”, Expert Systems with Applications 39 (2012) 2677–2683 [6]. Carlos a. Vinhais, fábio a. Santos, joaquim f. Oliveira, “An eog based human computer interface system for online control”, CEMA 2010. [7]. Damian Pakulski, Artur Gmerek, “The electrooculography control system”, 2012 [8]. Heiko Drewes ,” Eye Gaze Tracking for Human Computer Interaction”, 2010 [9]. Królak.A, Strumiłło.P,”Eye-blink controlled human- computer interface for the disabled”, advances in intelligent and soft computing volume 60, 2009, pp 123-133 [10]. Kyung-nam kim and r. S. Ramakrishna, Vision-based eye-gaze tracking for human computer interface ,2006 [11]. Nurul Muthmainnah Mohd Noor, Salmiah Ahmad ,”Analysis of Different Level of EOG Signal from Eye Movement for Wheelchair Control,2009 [12]. Qiuping ding,kaiyu tong, and guang li, Development of an eog (electro-oulography)based human-computer interface, September 1-4, 2005 [13]. Subramanya amarnag, raghunandan s. Kumaran and john n. Gowdy,Real time eye tracking for human computer interfaces ,2007 [14]. Ruban.N, Suraj Kumar Panda, Swabhab Prakash Muduli, Mary Mekala,”Sleep Quality Monitor Using Stress Analysis and REM Sleep Detection”, 20th August 2013. vol. 54 pp 2-4. [15]. Yash Shaileshkumar Desai,” Natural Eye Movement and its application for paralyzed patients”, International Journal of Engineering Trends and Technology, Volume4Issue4, 2013 EYE MOVEMENTS TRUE VALUE FALSE VALUE Positive region Negative region LEFT -0.3 to 0.9 0.9 to 1 -0.4 to - 0.7 RIGHT -0.4 to 0.9 0.9-1 -0.4 to - 0.8 UPWARD -0.5 to 0.9 0.9-1 0.5 to -1 DOWNWARD -0.9 to 0.7 0.7-1 -0.9 to -1