SlideShare a Scribd company logo
1 of 7
Download to read offline
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056
Volume: 04 Issue: 03 | Mar -2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 247
AUTONOMOUS EYE
1Ms. Reshma K.V, 2Ajin V Alex, 3Aswathy S, 4Ditto Davis
1Assistant. Professor, 2,3B.Tech Final Year Students
1,2,3,4Dept of computer Science and Engineering,
Jyothi Engineering College, Keral, India
--------------------------------------------------------------------*****------------------------------------------------------------------
Abstract: Autonomous Eye is a powered wheel
chair system, its movement is controlled using the
eye movements. The system is implemented mainly
for the paralyzed persons. The system helps the
disabled persons to move independently. The
system consists of a wheelchair, RF modem and a
PC, which is connected to a webcam[12]. User’s
eye movements are converted to screen position
using matlab software. When user looks at
appropriate direction, using some image
processing techniques the computer system will
detect the direction, based on the coordinate
position of centre of the iris[1] i.e., when user
moves his eyes balls up then move forward, left
then move left, right then move right, down then
move backward and in all other cases wheel chair
will stop[16]. The series of images captured by the
camera is being processed and then it is fed to the
RF modem. The RF transmitter transmits the
processed data and it is received by the RF
receiver on the wheelchair part. The decoder
decodes the data and feds to the microcontroller.
The microcontroller will produce the
corresponding control information for the
wheelchair motors. Ultrasonic sensors are
connected to the microcontroller to detect the
static and moving obstacle on the path of the
wheelchair. The wheelchair consists of four
wheels, two front wheels and two rear wheels. The
front wheels helps to steering left and right and
the forward movement is controlled by the rear
wheels.
Key words: MATLAB, ATMega328, RF module
1. INTRODUCTION
The Wheelchair is dependent system used by
elderly and physically disabled persons. Here the
implemented system is a totally independent eye
controlled electric wheelchair[2]. As per
requirement of the disabilities, different kind of
automatic systems are available in market such
as voice control or joystick control system.
Considering the totally paralysed persons, they
feel some difficulty to use that type of systems.
Here the Eye controlled system make their life
easy and more convenient.
In this system, the Camera captures a continues
series of images in real time and do some image
processing techniques like binarisation and edge
detection then the processed image is then send
to the RF modem as a serial data[1]. The RF
transmitter encodes the data and send to the
wheelchair. In the wheelchair part, the RF
receiver receives the data and decodes it. This
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056
Volume: 04 Issue: 03 | Mar -2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 248
data is taken as the input to the ATmega 328
microcontroller, the microcontroller which
produces the corresponding control signals for
the motor drivers[3]. The system consist of two
motor drivers and four motor two of them are
for forward and backward motion, the other two
are for steering towards left and right[4].
Figure 1: Shows the architecture diagram of the system.
The system uses an ultrasonic sensor to detect
obstacle on the path of the wheelchair, the
ultrasonic rays being reflected is being sensed by
the sensors. The sensor is connected to the back
of the wheelchair for avoiding collision when it
moves backward.
The LCD display is used to display the direction
of the wheelchair, which is connected to the
microcontroller. If the system moves forward
then it shows forward, moves backward shows
backward and so on. If any obstacle detects then
the system stops and display obstacle detected.
2) SYSTEM REQUIREMENTS
A)HARDWARE REQUIREMENTS
A) ATmega 328 microcontroller
In this system the processed data is taken as the
input for the microcontroller and which
produces the corresponding commands for the
motor driver[4].
B) RF Modem
RF data modem working at 2.4Ghz frequency in
half duplex mode i.e, data transmission occurs in
both direction but not simultaneously with
automatic switching of receiver/transmitter
mode with a LED indication. Receiver receives
and Transmitter transmits serial data of
adjustable baud rate of 9600/4800/2400/19200
bps at 5V or 3V level is used for direct interfacing
of the microcontroller.
This model works with Sunrom
model 1252(USB). RF modem can be used for
applications that needs two way wireless data
transmission. It features high data rate and
longer distance data transmission. The
communication protocol used here is self
controlled and completely transparent to user
interface. The module makes the data
transmission through wireless communication
set up as an easy one.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056
Volume: 04 Issue: 03 | Mar -2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 249
C) Web camera
Web camera is used for capturing a continuous
series of images[8]. We can also use an optical
camera, it increase the memory size, these
images are processed using matlab software.
D) Ultrasonic sensor
Ultrasonic sensors are used to detect obstacle in
the path of wheelchair. Sensor is directly
connected to the microcontroller[5]. It receives
the data by sending Ultra sonic waves and
measuring the distance between wheelchair and
obstacle[6].. If any obstacle is detected very close
to wheelchair, motors will stop to run the
wheels. In this system the sensor is used to
control the backward motion[7].
E) LCD (Liquid crystal display)
LCD is used to show the direction of the
wheelchair. Here the system uses a 2*16 format
i.e, two rows and 16 columns. The LCD is
connected to the microcontroller. If the
wheelchair moves forward then LCD shows
forward, if it moves left then shows left and so
on[5].
F) Motor
Four 12 volt DC motor is used in this system to
demonstrate running of wheelchair in forward,
backward, left and right direction. L293D motor
driver is used to interface with microcontroller.
Here the system uses H-bridge arrangement of
L293D motor driver[3].
B) SOFTWARE REQUIREMENTS
A) Putty software
Putty is a free and open source terminal
emulator, which is used for network file transfer
application. Putty software is used to connect the
desktop to microcontroller. It supports several
network protocols, using SCP, SSH, Telnet,
rlogin, and raw socket connection. It can connect
to a serial port.
B) MATLAB software
MATLAB is a multi-paradigm numerical
computing environment, developed by Math
Works and it allows matrix manipulations,
plotting of functions and data, implementation
of algorithms. Although MATLAB is intended
primarily for numerical computing, it is an
optional toolbox uses the MuPAD symbolic
engine, which allows access to symbolic
computing abilities. An additional
packages, Simulink, adds graphical multi-domain
simulations and model-based
design for dynamic and embedded systems. In
this system captured images are processed in
MATLAB environment[8].
3) IMPLEMENTATION AND SYSTEM
DESCRIPTION
Here introducing the implementation of totally
independent Eye controlled electric wheelchair.
As per requirement of the disabilities, different
kind of automatic systems are available in
market such as voice control or joystick control
system. Sometime for totally paralyzed person
may have very difficulty to use that type of
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056
Volume: 04 Issue: 03 | Mar -2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 250
systems. Here the Eye control system provides
the independence to make their life easy and
more convenient.
Camera will start to capture the series of eye
images and then it is fed to the PC,Here the
system uses winvideo interface to interface the
camera to the matlab. Using some morphological
operations in image processing, the captured
RGB image is converted to a binary image. These
binary image then undergoes edge detection
after this process calculate the centroid of iris
images and send it as a serial data to the
microcontroller through RF transmitter. The
transmitter encodes the data and send as an RF
signal. The RF receiver at the wheelchair part
receives the signal and decodes it. The RF
modem here the system used helps to transmit
the data through a serial port. After decoding the
processed data is fed to the ATMEGA 328
microcontroller, which produces the
corresponding control commands for the motor
drivers[4].
For detecting static and dynamic objects on the
path and their by avoiding collision the
wheelchair system uses an Ultrasonic sensor.
The sensor which transmit the ultrasonic waves,
if any obstacles are in the path the waves are
reflected back and then the wheelchair stops[5].
The sensor is connected to the microcontroller.
Figure 2: Flow chart of the system
This is an efficient as well as a cost effective
system. Here real time image capturing of eye
and iris detection occurs with minimum delay of
time.
4) DESIGN METHODS
Following are the types of morphological
operations used for our system:
A) BINARISATION
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056
Volume: 04 Issue: 03 | Mar -2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 251
Binarization is the process of converting a
pixel image to a binary image[1].
BW = im2bw(I, level) converts the grayscale
image named as I to a binary image. The output
image is BW, which replaces all pixels in the
input image with luminance greater than a
threshold level with the value 1 (white) and
replaces all other pixels with the value 0 (black)
to specify level in the range [0,1]. This range is
relative to the signal levels possible for the image
classes. Therefore, a level value of 0.5 is a
midway between black and white, regardless of
class. For computing the level of argument, use
the function graythresh. If you do not specify the
level, then im2bw uses the value 0.5 as default.
BW = im2bw(X, map, level) converts the indexed
image X with colormap to a binary image
through maping.
BW = im2bw(RGB, level) converts the truecolor
image RGB to a binary image.
If the input image is not a grayscale
image, im2bw converts the input image to a
grayscale image, and then converts this grayscale
image to binary by thresholding.
B) EDGE DETECTION
Edge detection is a morphological operation
used for finding the boundaries of objects
within the images[1]. It works
by detecting discontinuities in brightness of each
image pixels. Edge detection is used
for image segmentation and data extraction in
image processing, computer vision, and machine
vision.
C) EYE TRACKING
To track the eye movements we uses the
coordinate system. Which decide the location of
centre point of user’s eye image. Figure 3
indicates the location of the center of iris using
coordinate system graph. Where A1 and A2 are
the corner points of iris in X direction, B1 and B2
is corner points of iris in Y direction. The X and Y
calibration point represents the direction of eye
movements[14]. The eyeball position at the (A0,
B0) points is:
A0 = (A1+A2) / 2
B0 = (B1+B2) / 2
Figure 3: Coordinate system with respect to
eye position
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056
Volume: 04 Issue: 03 | Mar -2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 252
5) RESULTS
The wheelchair system received the processed
data of the captured images. Based on the
centroid location, the microcontroller sends the
commands to the motor driving circuit. Then
wheelchair moves in required direction
according to eye movements. An Ultrasonic
sensor is used for obstacle detection. It measure
the distance between wheelchair and obstacle.
When obstacle is very close to wheelchair,
motors will stop the wheelchair.
6) ADVANTAGES
 The most challenging aspects are
finding a good way to differentiate iris
and its center locations, determining
the eye‘s movement and controlling
the wheelchair’s wheels in proper
direction. Our system acquires it.
 Night vision is possible by mounting
infrared cameras.
 Ultrasonic sensors detects mobile as
well as static obstacles, thus stops the
wheelchair.
 For getting external assistance, audio
options are provided.
7) APPLICATIONS
 Neuroscience or Neuropsychology
 For vision research
 Used in experimental psychology
 Used in Cognitive Psychology
 For psycholinguistics
 Psychiatry specially in Mental Health
 Transportation: Flight simulators or
Driving simulators
 Robotics – Remote Vision Control
 Video and arcade games
8) CONCLUSION AND FUTURE WORKS
A) CONCLUSION
Our project, Autonomous Eye consists of a
wheelchair, the motion of which is controlled by
the eye movements of the user. Autonomous eye
is implemented to help physically disabled
persons to make their life independent. A
sequence of images of the eye will be captured
and it is processed in MATLAB to obtain the
direction of movement of the wheelchair[10].
There the system used the ultrasonic sensor for
obstacle detection[7]. Low cost RF transmitter
and receiver are capable of handling some basic
wireless communication such as sending basic
instruction to MCU of the robotic wheelchair.
B) FUTURE WORKS
The system can be extended to control the
equipments around such as fans, lights, etc. The
software can also be modified, and along with
sound synthesis can be used to produce voice
commands. To make the system more interactive
with the patient we need to add some additional
sensors. Time delay may be further reduced to a
second. Operation of the system depends on eye
movements of totally paralyzed patients. Thus
wheelchair moves in all required direction with a
good response.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056
Volume: 04 Issue: 03 | Mar -2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 253
REFERENCES
[1] M.S.Ghute, A.A.Parkhi, K.P.Kamble, Mohsina
Anjum, “Iris Movement Detection by
Morphological Operations for Robotic Control”,
© 2013 IJESIT
[2] Razvan Solea, Adrian Filipescu, Adriana
Filipescu Jr, Eugenia Minca, Silviu Filipescu,
“Wheelchair Control and Navigation Based on
Kinematic Model and Iris Movement”, © 2015
IEEE
[3] Aniket R. Yeole1, Sapana M. Bramhankar2,
Monali D. Wani3, Mukesh P. Mahajan4, “Smart
Phone Controlled Robot Using ATMEGA328
Microcontroller”, © 2015 IJIRCCE
[4] O. Kov , M. Kovalk, P. Feciľak, F. Jakab, “
Learning module of non-periodic signal
digitalization using ATMega328
microcontroller”, © 2015 IEEE
[5] Johann Borensiein , Yoram Korean, ”Obstacle
Avoidance with ultrasonic sensors”, © 2014
IEEE
[6] Nischay Gupta, Jaspreet Singh Makkar ,
Piyush Pandey, “Obstacle Detection and Collision
Avoidance using Ultrasonic Sensors for RC
Multirotors”, 2015
[7] Sungbok Kim and Hyunbin Kim, “Simple and
Complex Obstacle Detection Using an
Overlapped Ultrasonic Sensor Ring” , © 2012
International Conference on Control, Automation
and Systems
[8] Osama Mazhar, Muhammad Ahmed Khan,
Taimoor Ali Shah, Sameed Tehami, ”A Real-time
webcam based Eye Ball Tracking System using
MATLAB”, © 2015 IEEE
[9] Surashree Kulkarni, Sagar Gala, “A Simple
Algorithm for Eye Detection and Cursor Control”,
© 2013 International Journal of Computer
Technology & Applications
[10] Gunda Gautam, Gunda Sumanth,
Karthikeyan K C, Shyam Sundar,
D.Venkataraman, ”Eye Movement Based
Electronic Wheel Chair For Physically Challenged
Persons”, © 2014 International ournal of
Scientific & Technology Research
[11] M. Thamrin N.Sarmawi D. S., “Design and
Analysis of Wireless Controller Panel using RF
Module’s for Robotic Wheelchair”, © 2011 IEEE
[12] Matthew B. Lister; Elizabethtown College;
Elizabethtown, PA Joseph T. Wunderlich “Mobile
Robot Control over a Radio Frequency
Communications Link”, © 2002 IEEE
[13] Himesh Gupta, Aditya Pundir ,Dr.O.P.
Sharma, “RF Module Based – Speed Check and
Seatbelt Detection System”, © 2016 Second
International Conference on Computational
Intelligence & Communication Technology
[14] Dulari Sahu, “Automatic Camera Based Eye
Controlled Wheelchair System Using Raspberry
Pi”, International Journal of Science, Engineering
and Technology Research (IJSETR), Volume 5,
Issue 1, January 2016

More Related Content

What's hot

IRJET- Intelligent Braking System for Automobiles
IRJET- Intelligent Braking System for AutomobilesIRJET- Intelligent Braking System for Automobiles
IRJET- Intelligent Braking System for AutomobilesIRJET Journal
 
Image processing on automobiles (1)
Image processing on automobiles (1)Image processing on automobiles (1)
Image processing on automobiles (1)9177547219
 
IRJET- Smart Digi Train
IRJET- Smart Digi TrainIRJET- Smart Digi Train
IRJET- Smart Digi TrainIRJET Journal
 
Review Report on SOC on Various Platforms for Vehicles
Review Report on SOC on Various Platforms for VehiclesReview Report on SOC on Various Platforms for Vehicles
Review Report on SOC on Various Platforms for VehiclesIRJET Journal
 
IRJET- Automatic Metro Train to Shuttle Between Two Stations
IRJET- Automatic Metro Train to Shuttle Between Two Stations   IRJET- Automatic Metro Train to Shuttle Between Two Stations
IRJET- Automatic Metro Train to Shuttle Between Two Stations IRJET Journal
 
IRJET - Bridge Monitoring System using IoT
IRJET -  	  Bridge Monitoring System using IoTIRJET -  	  Bridge Monitoring System using IoT
IRJET - Bridge Monitoring System using IoTIRJET Journal
 
Auto Metro Train to Shuttle Between Stations
Auto Metro Train to Shuttle Between StationsAuto Metro Train to Shuttle Between Stations
Auto Metro Train to Shuttle Between StationsMadhav Reddy Chintapalli
 
Motion compensation for hand held camera devices
Motion compensation for hand held camera devicesMotion compensation for hand held camera devices
Motion compensation for hand held camera deviceseSAT Journals
 
IRJET- Time To Cross – Traffic Light Control System using Image Processing
IRJET-  	  Time To Cross – Traffic Light Control System using Image ProcessingIRJET-  	  Time To Cross – Traffic Light Control System using Image Processing
IRJET- Time To Cross – Traffic Light Control System using Image ProcessingIRJET Journal
 
IRJET - Better Monitoring and Fault Response of Motor Drive using SMTP of Scada
IRJET - Better Monitoring and Fault Response of Motor Drive using SMTP of ScadaIRJET - Better Monitoring and Fault Response of Motor Drive using SMTP of Scada
IRJET - Better Monitoring and Fault Response of Motor Drive using SMTP of ScadaIRJET Journal
 
Vehicle density sensor system to manage traffic
Vehicle density sensor system to manage trafficVehicle density sensor system to manage traffic
Vehicle density sensor system to manage trafficeSAT Publishing House
 
Vehicle density sensor system to manage traffic
Vehicle density sensor system to manage trafficVehicle density sensor system to manage traffic
Vehicle density sensor system to manage trafficeSAT Journals
 
Mixed approach for scheduling process in wimax for high qos
Mixed approach for scheduling process in wimax for high qosMixed approach for scheduling process in wimax for high qos
Mixed approach for scheduling process in wimax for high qoseSAT Journals
 
Railway Track Fault and Obstacles Detection and Control Using Zigbee
Railway Track Fault and Obstacles Detection and Control Using ZigbeeRailway Track Fault and Obstacles Detection and Control Using Zigbee
Railway Track Fault and Obstacles Detection and Control Using ZigbeeAssociate Professor in VSB Coimbatore
 
IRJET - Design of EV with Fault Detection and Monitoring in Low Voltage S...
IRJET -  	  Design of EV with Fault Detection and Monitoring in Low Voltage S...IRJET -  	  Design of EV with Fault Detection and Monitoring in Low Voltage S...
IRJET - Design of EV with Fault Detection and Monitoring in Low Voltage S...IRJET Journal
 
ADVANCED RAILWAY SECURITY SYSTEM (ARSS) BASED ON ZIGBEE COMMUNICATION FOR TRA...
ADVANCED RAILWAY SECURITY SYSTEM (ARSS) BASED ON ZIGBEE COMMUNICATION FOR TRA...ADVANCED RAILWAY SECURITY SYSTEM (ARSS) BASED ON ZIGBEE COMMUNICATION FOR TRA...
ADVANCED RAILWAY SECURITY SYSTEM (ARSS) BASED ON ZIGBEE COMMUNICATION FOR TRA...rashmimabattin28
 
Automatic collision detection for an autonomous robot using proximity sensing...
Automatic collision detection for an autonomous robot using proximity sensing...Automatic collision detection for an autonomous robot using proximity sensing...
Automatic collision detection for an autonomous robot using proximity sensing...eSAT Publishing House
 

What's hot (19)

IRJET- Intelligent Braking System for Automobiles
IRJET- Intelligent Braking System for AutomobilesIRJET- Intelligent Braking System for Automobiles
IRJET- Intelligent Braking System for Automobiles
 
Image processing on automobiles (1)
Image processing on automobiles (1)Image processing on automobiles (1)
Image processing on automobiles (1)
 
IRJET- Smart Digi Train
IRJET- Smart Digi TrainIRJET- Smart Digi Train
IRJET- Smart Digi Train
 
Review Report on SOC on Various Platforms for Vehicles
Review Report on SOC on Various Platforms for VehiclesReview Report on SOC on Various Platforms for Vehicles
Review Report on SOC on Various Platforms for Vehicles
 
[IJET-V1I4P11] Authors :Wai Mar Myint, Theingi
[IJET-V1I4P11] Authors :Wai Mar Myint, Theingi[IJET-V1I4P11] Authors :Wai Mar Myint, Theingi
[IJET-V1I4P11] Authors :Wai Mar Myint, Theingi
 
IRJET- Automatic Metro Train to Shuttle Between Two Stations
IRJET- Automatic Metro Train to Shuttle Between Two Stations   IRJET- Automatic Metro Train to Shuttle Between Two Stations
IRJET- Automatic Metro Train to Shuttle Between Two Stations
 
IRJET - Bridge Monitoring System using IoT
IRJET -  	  Bridge Monitoring System using IoTIRJET -  	  Bridge Monitoring System using IoT
IRJET - Bridge Monitoring System using IoT
 
Auto Metro Train to Shuttle Between Stations
Auto Metro Train to Shuttle Between StationsAuto Metro Train to Shuttle Between Stations
Auto Metro Train to Shuttle Between Stations
 
Motion compensation for hand held camera devices
Motion compensation for hand held camera devicesMotion compensation for hand held camera devices
Motion compensation for hand held camera devices
 
IRJET- Time To Cross – Traffic Light Control System using Image Processing
IRJET-  	  Time To Cross – Traffic Light Control System using Image ProcessingIRJET-  	  Time To Cross – Traffic Light Control System using Image Processing
IRJET- Time To Cross – Traffic Light Control System using Image Processing
 
IRJET - Better Monitoring and Fault Response of Motor Drive using SMTP of Scada
IRJET - Better Monitoring and Fault Response of Motor Drive using SMTP of ScadaIRJET - Better Monitoring and Fault Response of Motor Drive using SMTP of Scada
IRJET - Better Monitoring and Fault Response of Motor Drive using SMTP of Scada
 
Vehicle density sensor system to manage traffic
Vehicle density sensor system to manage trafficVehicle density sensor system to manage traffic
Vehicle density sensor system to manage traffic
 
Vehicle density sensor system to manage traffic
Vehicle density sensor system to manage trafficVehicle density sensor system to manage traffic
Vehicle density sensor system to manage traffic
 
50120140507004 2
50120140507004 250120140507004 2
50120140507004 2
 
Mixed approach for scheduling process in wimax for high qos
Mixed approach for scheduling process in wimax for high qosMixed approach for scheduling process in wimax for high qos
Mixed approach for scheduling process in wimax for high qos
 
Railway Track Fault and Obstacles Detection and Control Using Zigbee
Railway Track Fault and Obstacles Detection and Control Using ZigbeeRailway Track Fault and Obstacles Detection and Control Using Zigbee
Railway Track Fault and Obstacles Detection and Control Using Zigbee
 
IRJET - Design of EV with Fault Detection and Monitoring in Low Voltage S...
IRJET -  	  Design of EV with Fault Detection and Monitoring in Low Voltage S...IRJET -  	  Design of EV with Fault Detection and Monitoring in Low Voltage S...
IRJET - Design of EV with Fault Detection and Monitoring in Low Voltage S...
 
ADVANCED RAILWAY SECURITY SYSTEM (ARSS) BASED ON ZIGBEE COMMUNICATION FOR TRA...
ADVANCED RAILWAY SECURITY SYSTEM (ARSS) BASED ON ZIGBEE COMMUNICATION FOR TRA...ADVANCED RAILWAY SECURITY SYSTEM (ARSS) BASED ON ZIGBEE COMMUNICATION FOR TRA...
ADVANCED RAILWAY SECURITY SYSTEM (ARSS) BASED ON ZIGBEE COMMUNICATION FOR TRA...
 
Automatic collision detection for an autonomous robot using proximity sensing...
Automatic collision detection for an autonomous robot using proximity sensing...Automatic collision detection for an autonomous robot using proximity sensing...
Automatic collision detection for an autonomous robot using proximity sensing...
 

Similar to Autonomous Eye

IRJET-Fuzzy Logic Based Path Navigation for Robot using Matlab
IRJET-Fuzzy Logic Based Path Navigation for Robot using MatlabIRJET-Fuzzy Logic Based Path Navigation for Robot using Matlab
IRJET-Fuzzy Logic Based Path Navigation for Robot using MatlabIRJET Journal
 
Design and Implementation of a Self-Balancing Two-Wheeled Robot Driven by a F...
Design and Implementation of a Self-Balancing Two-Wheeled Robot Driven by a F...Design and Implementation of a Self-Balancing Two-Wheeled Robot Driven by a F...
Design and Implementation of a Self-Balancing Two-Wheeled Robot Driven by a F...IRJET Journal
 
Spy Robot with Wireless Camera using GSM
Spy Robot with Wireless Camera using GSMSpy Robot with Wireless Camera using GSM
Spy Robot with Wireless Camera using GSMIRJET Journal
 
Intelligent traffic light controller using embedded system
Intelligent traffic light controller using embedded systemIntelligent traffic light controller using embedded system
Intelligent traffic light controller using embedded systemIRJET Journal
 
IRJET- Automatic Gate Crossing and IoT based Train Track Crack Detection Syst...
IRJET- Automatic Gate Crossing and IoT based Train Track Crack Detection Syst...IRJET- Automatic Gate Crossing and IoT based Train Track Crack Detection Syst...
IRJET- Automatic Gate Crossing and IoT based Train Track Crack Detection Syst...IRJET Journal
 
Gesture control wheel chair cum stretcher
Gesture control wheel chair cum stretcherGesture control wheel chair cum stretcher
Gesture control wheel chair cum stretcherIRJET Journal
 
IRJET- Congestion Reducing System through Sensors, Image Processors and Vanet...
IRJET- Congestion Reducing System through Sensors, Image Processors and Vanet...IRJET- Congestion Reducing System through Sensors, Image Processors and Vanet...
IRJET- Congestion Reducing System through Sensors, Image Processors and Vanet...IRJET Journal
 
IRJET- Automotive Collision Avoidance System
IRJET-  	  Automotive Collision Avoidance SystemIRJET-  	  Automotive Collision Avoidance System
IRJET- Automotive Collision Avoidance SystemIRJET Journal
 
IRJET- Smart Bus Transportation System
IRJET- Smart Bus Transportation SystemIRJET- Smart Bus Transportation System
IRJET- Smart Bus Transportation SystemIRJET Journal
 
Dish Positioning By Using IR Remote
Dish Positioning By Using IR RemoteDish Positioning By Using IR Remote
Dish Positioning By Using IR RemoteIRJET Journal
 
IRJET- Automatic Detection of Crack Fault in Railway Track
IRJET- Automatic Detection of Crack Fault in Railway TrackIRJET- Automatic Detection of Crack Fault in Railway Track
IRJET- Automatic Detection of Crack Fault in Railway TrackIRJET Journal
 
Literature on safety module for vehicular driver assistance
Literature on safety module for vehicular driver assistance Literature on safety module for vehicular driver assistance
Literature on safety module for vehicular driver assistance IOSR Journals
 
IRJET- Automatic License Issuing System
IRJET-  	  Automatic License Issuing SystemIRJET-  	  Automatic License Issuing System
IRJET- Automatic License Issuing SystemIRJET Journal
 
Accident Avoidance by using Road Sign Recognition System
Accident Avoidance by using Road Sign Recognition SystemAccident Avoidance by using Road Sign Recognition System
Accident Avoidance by using Road Sign Recognition SystemIRJET Journal
 
IRJET- Iot Based Automatic Vehicle Accident Tracking Down and Salvage Sys...
IRJET-  	  Iot Based Automatic Vehicle Accident Tracking Down and Salvage Sys...IRJET-  	  Iot Based Automatic Vehicle Accident Tracking Down and Salvage Sys...
IRJET- Iot Based Automatic Vehicle Accident Tracking Down and Salvage Sys...IRJET Journal
 
IRJET - Traffic Signal Automation using Spike Road Block
IRJET - Traffic Signal Automation using Spike Road BlockIRJET - Traffic Signal Automation using Spike Road Block
IRJET - Traffic Signal Automation using Spike Road BlockIRJET Journal
 
Dish Positioning By Using IR Remote
Dish Positioning By Using IR RemoteDish Positioning By Using IR Remote
Dish Positioning By Using IR RemoteIRJET Journal
 
Note to Coin converter using Digital Image Processing
Note to Coin converter using Digital Image ProcessingNote to Coin converter using Digital Image Processing
Note to Coin converter using Digital Image ProcessingIRJET Journal
 
Design and Implementation of Soft-i-Robot for face Detection and Obstacle Avo...
Design and Implementation of Soft-i-Robot for face Detection and Obstacle Avo...Design and Implementation of Soft-i-Robot for face Detection and Obstacle Avo...
Design and Implementation of Soft-i-Robot for face Detection and Obstacle Avo...Associate Professor in VSB Coimbatore
 

Similar to Autonomous Eye (20)

IRJET-Fuzzy Logic Based Path Navigation for Robot using Matlab
IRJET-Fuzzy Logic Based Path Navigation for Robot using MatlabIRJET-Fuzzy Logic Based Path Navigation for Robot using Matlab
IRJET-Fuzzy Logic Based Path Navigation for Robot using Matlab
 
Design and Implementation of a Self-Balancing Two-Wheeled Robot Driven by a F...
Design and Implementation of a Self-Balancing Two-Wheeled Robot Driven by a F...Design and Implementation of a Self-Balancing Two-Wheeled Robot Driven by a F...
Design and Implementation of a Self-Balancing Two-Wheeled Robot Driven by a F...
 
Spy Robot with Wireless Camera using GSM
Spy Robot with Wireless Camera using GSMSpy Robot with Wireless Camera using GSM
Spy Robot with Wireless Camera using GSM
 
Intelligent traffic light controller using embedded system
Intelligent traffic light controller using embedded systemIntelligent traffic light controller using embedded system
Intelligent traffic light controller using embedded system
 
IRJET- Automatic Gate Crossing and IoT based Train Track Crack Detection Syst...
IRJET- Automatic Gate Crossing and IoT based Train Track Crack Detection Syst...IRJET- Automatic Gate Crossing and IoT based Train Track Crack Detection Syst...
IRJET- Automatic Gate Crossing and IoT based Train Track Crack Detection Syst...
 
Gesture control wheel chair cum stretcher
Gesture control wheel chair cum stretcherGesture control wheel chair cum stretcher
Gesture control wheel chair cum stretcher
 
IRJET- Congestion Reducing System through Sensors, Image Processors and Vanet...
IRJET- Congestion Reducing System through Sensors, Image Processors and Vanet...IRJET- Congestion Reducing System through Sensors, Image Processors and Vanet...
IRJET- Congestion Reducing System through Sensors, Image Processors and Vanet...
 
IRJET- Automotive Collision Avoidance System
IRJET-  	  Automotive Collision Avoidance SystemIRJET-  	  Automotive Collision Avoidance System
IRJET- Automotive Collision Avoidance System
 
IRJET- Smart Bus Transportation System
IRJET- Smart Bus Transportation SystemIRJET- Smart Bus Transportation System
IRJET- Smart Bus Transportation System
 
Dish Positioning By Using IR Remote
Dish Positioning By Using IR RemoteDish Positioning By Using IR Remote
Dish Positioning By Using IR Remote
 
IRJET- Automatic Detection of Crack Fault in Railway Track
IRJET- Automatic Detection of Crack Fault in Railway TrackIRJET- Automatic Detection of Crack Fault in Railway Track
IRJET- Automatic Detection of Crack Fault in Railway Track
 
L010127579
L010127579L010127579
L010127579
 
Literature on safety module for vehicular driver assistance
Literature on safety module for vehicular driver assistance Literature on safety module for vehicular driver assistance
Literature on safety module for vehicular driver assistance
 
IRJET- Automatic License Issuing System
IRJET-  	  Automatic License Issuing SystemIRJET-  	  Automatic License Issuing System
IRJET- Automatic License Issuing System
 
Accident Avoidance by using Road Sign Recognition System
Accident Avoidance by using Road Sign Recognition SystemAccident Avoidance by using Road Sign Recognition System
Accident Avoidance by using Road Sign Recognition System
 
IRJET- Iot Based Automatic Vehicle Accident Tracking Down and Salvage Sys...
IRJET-  	  Iot Based Automatic Vehicle Accident Tracking Down and Salvage Sys...IRJET-  	  Iot Based Automatic Vehicle Accident Tracking Down and Salvage Sys...
IRJET- Iot Based Automatic Vehicle Accident Tracking Down and Salvage Sys...
 
IRJET - Traffic Signal Automation using Spike Road Block
IRJET - Traffic Signal Automation using Spike Road BlockIRJET - Traffic Signal Automation using Spike Road Block
IRJET - Traffic Signal Automation using Spike Road Block
 
Dish Positioning By Using IR Remote
Dish Positioning By Using IR RemoteDish Positioning By Using IR Remote
Dish Positioning By Using IR Remote
 
Note to Coin converter using Digital Image Processing
Note to Coin converter using Digital Image ProcessingNote to Coin converter using Digital Image Processing
Note to Coin converter using Digital Image Processing
 
Design and Implementation of Soft-i-Robot for face Detection and Obstacle Avo...
Design and Implementation of Soft-i-Robot for face Detection and Obstacle Avo...Design and Implementation of Soft-i-Robot for face Detection and Obstacle Avo...
Design and Implementation of Soft-i-Robot for face Detection and Obstacle Avo...
 

More from IRJET Journal

TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...
TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...
TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...IRJET Journal
 
STUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURE
STUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURESTUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURE
STUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTUREIRJET Journal
 
A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...
A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...
A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...IRJET Journal
 
Effect of Camber and Angles of Attack on Airfoil Characteristics
Effect of Camber and Angles of Attack on Airfoil CharacteristicsEffect of Camber and Angles of Attack on Airfoil Characteristics
Effect of Camber and Angles of Attack on Airfoil CharacteristicsIRJET Journal
 
A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...
A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...
A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...IRJET Journal
 
Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...
Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...
Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...IRJET Journal
 
Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...
Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...
Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...IRJET Journal
 
A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...
A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...
A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...IRJET Journal
 
A REVIEW ON MACHINE LEARNING IN ADAS
A REVIEW ON MACHINE LEARNING IN ADASA REVIEW ON MACHINE LEARNING IN ADAS
A REVIEW ON MACHINE LEARNING IN ADASIRJET Journal
 
Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...
Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...
Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...IRJET Journal
 
P.E.B. Framed Structure Design and Analysis Using STAAD Pro
P.E.B. Framed Structure Design and Analysis Using STAAD ProP.E.B. Framed Structure Design and Analysis Using STAAD Pro
P.E.B. Framed Structure Design and Analysis Using STAAD ProIRJET Journal
 
A Review on Innovative Fiber Integration for Enhanced Reinforcement of Concre...
A Review on Innovative Fiber Integration for Enhanced Reinforcement of Concre...A Review on Innovative Fiber Integration for Enhanced Reinforcement of Concre...
A Review on Innovative Fiber Integration for Enhanced Reinforcement of Concre...IRJET Journal
 
Survey Paper on Cloud-Based Secured Healthcare System
Survey Paper on Cloud-Based Secured Healthcare SystemSurvey Paper on Cloud-Based Secured Healthcare System
Survey Paper on Cloud-Based Secured Healthcare SystemIRJET Journal
 
Review on studies and research on widening of existing concrete bridges
Review on studies and research on widening of existing concrete bridgesReview on studies and research on widening of existing concrete bridges
Review on studies and research on widening of existing concrete bridgesIRJET Journal
 
React based fullstack edtech web application
React based fullstack edtech web applicationReact based fullstack edtech web application
React based fullstack edtech web applicationIRJET Journal
 
A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...
A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...
A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...IRJET Journal
 
A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.
A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.
A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.IRJET Journal
 
Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...
Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...
Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...IRJET Journal
 
Multistoried and Multi Bay Steel Building Frame by using Seismic Design
Multistoried and Multi Bay Steel Building Frame by using Seismic DesignMultistoried and Multi Bay Steel Building Frame by using Seismic Design
Multistoried and Multi Bay Steel Building Frame by using Seismic DesignIRJET Journal
 
Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...
Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...
Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...IRJET Journal
 

More from IRJET Journal (20)

TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...
TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...
TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...
 
STUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURE
STUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURESTUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURE
STUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURE
 
A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...
A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...
A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...
 
Effect of Camber and Angles of Attack on Airfoil Characteristics
Effect of Camber and Angles of Attack on Airfoil CharacteristicsEffect of Camber and Angles of Attack on Airfoil Characteristics
Effect of Camber and Angles of Attack on Airfoil Characteristics
 
A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...
A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...
A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...
 
Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...
Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...
Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...
 
Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...
Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...
Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...
 
A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...
A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...
A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...
 
A REVIEW ON MACHINE LEARNING IN ADAS
A REVIEW ON MACHINE LEARNING IN ADASA REVIEW ON MACHINE LEARNING IN ADAS
A REVIEW ON MACHINE LEARNING IN ADAS
 
Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...
Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...
Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...
 
P.E.B. Framed Structure Design and Analysis Using STAAD Pro
P.E.B. Framed Structure Design and Analysis Using STAAD ProP.E.B. Framed Structure Design and Analysis Using STAAD Pro
P.E.B. Framed Structure Design and Analysis Using STAAD Pro
 
A Review on Innovative Fiber Integration for Enhanced Reinforcement of Concre...
A Review on Innovative Fiber Integration for Enhanced Reinforcement of Concre...A Review on Innovative Fiber Integration for Enhanced Reinforcement of Concre...
A Review on Innovative Fiber Integration for Enhanced Reinforcement of Concre...
 
Survey Paper on Cloud-Based Secured Healthcare System
Survey Paper on Cloud-Based Secured Healthcare SystemSurvey Paper on Cloud-Based Secured Healthcare System
Survey Paper on Cloud-Based Secured Healthcare System
 
Review on studies and research on widening of existing concrete bridges
Review on studies and research on widening of existing concrete bridgesReview on studies and research on widening of existing concrete bridges
Review on studies and research on widening of existing concrete bridges
 
React based fullstack edtech web application
React based fullstack edtech web applicationReact based fullstack edtech web application
React based fullstack edtech web application
 
A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...
A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...
A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...
 
A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.
A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.
A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.
 
Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...
Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...
Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...
 
Multistoried and Multi Bay Steel Building Frame by using Seismic Design
Multistoried and Multi Bay Steel Building Frame by using Seismic DesignMultistoried and Multi Bay Steel Building Frame by using Seismic Design
Multistoried and Multi Bay Steel Building Frame by using Seismic Design
 
Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...
Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...
Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...
 

Recently uploaded

SPICE PARK APR2024 ( 6,793 SPICE Models )
SPICE PARK APR2024 ( 6,793 SPICE Models )SPICE PARK APR2024 ( 6,793 SPICE Models )
SPICE PARK APR2024 ( 6,793 SPICE Models )Tsuyoshi Horigome
 
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptxDecoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptxJoão Esperancinha
 
Churning of Butter, Factors affecting .
Churning of Butter, Factors affecting  .Churning of Butter, Factors affecting  .
Churning of Butter, Factors affecting .Satyam Kumar
 
HARMONY IN THE HUMAN BEING - Unit-II UHV-2
HARMONY IN THE HUMAN BEING - Unit-II UHV-2HARMONY IN THE HUMAN BEING - Unit-II UHV-2
HARMONY IN THE HUMAN BEING - Unit-II UHV-2RajaP95
 
GDSC ASEB Gen AI study jams presentation
GDSC ASEB Gen AI study jams presentationGDSC ASEB Gen AI study jams presentation
GDSC ASEB Gen AI study jams presentationGDSCAESB
 
HARMONY IN THE NATURE AND EXISTENCE - Unit-IV
HARMONY IN THE NATURE AND EXISTENCE - Unit-IVHARMONY IN THE NATURE AND EXISTENCE - Unit-IV
HARMONY IN THE NATURE AND EXISTENCE - Unit-IVRajaP95
 
OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...
OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...
OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...Soham Mondal
 
main PPT.pptx of girls hostel security using rfid
main PPT.pptx of girls hostel security using rfidmain PPT.pptx of girls hostel security using rfid
main PPT.pptx of girls hostel security using rfidNikhilNagaraju
 
Gurgaon ✡️9711147426✨Call In girls Gurgaon Sector 51 escort service
Gurgaon ✡️9711147426✨Call In girls Gurgaon Sector 51 escort serviceGurgaon ✡️9711147426✨Call In girls Gurgaon Sector 51 escort service
Gurgaon ✡️9711147426✨Call In girls Gurgaon Sector 51 escort servicejennyeacort
 
Oxy acetylene welding presentation note.
Oxy acetylene welding presentation note.Oxy acetylene welding presentation note.
Oxy acetylene welding presentation note.eptoze12
 
Call Us ≽ 8377877756 ≼ Call Girls In Shastri Nagar (Delhi)
Call Us ≽ 8377877756 ≼ Call Girls In Shastri Nagar (Delhi)Call Us ≽ 8377877756 ≼ Call Girls In Shastri Nagar (Delhi)
Call Us ≽ 8377877756 ≼ Call Girls In Shastri Nagar (Delhi)dollysharma2066
 
chaitra-1.pptx fake news detection using machine learning
chaitra-1.pptx  fake news detection using machine learningchaitra-1.pptx  fake news detection using machine learning
chaitra-1.pptx fake news detection using machine learningmisbanausheenparvam
 
Architect Hassan Khalil Portfolio for 2024
Architect Hassan Khalil Portfolio for 2024Architect Hassan Khalil Portfolio for 2024
Architect Hassan Khalil Portfolio for 2024hassan khalil
 
Electronically Controlled suspensions system .pdf
Electronically Controlled suspensions system .pdfElectronically Controlled suspensions system .pdf
Electronically Controlled suspensions system .pdfme23b1001
 

Recently uploaded (20)

SPICE PARK APR2024 ( 6,793 SPICE Models )
SPICE PARK APR2024 ( 6,793 SPICE Models )SPICE PARK APR2024 ( 6,793 SPICE Models )
SPICE PARK APR2024 ( 6,793 SPICE Models )
 
young call girls in Rajiv Chowk🔝 9953056974 🔝 Delhi escort Service
young call girls in Rajiv Chowk🔝 9953056974 🔝 Delhi escort Serviceyoung call girls in Rajiv Chowk🔝 9953056974 🔝 Delhi escort Service
young call girls in Rajiv Chowk🔝 9953056974 🔝 Delhi escort Service
 
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptxDecoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
 
Churning of Butter, Factors affecting .
Churning of Butter, Factors affecting  .Churning of Butter, Factors affecting  .
Churning of Butter, Factors affecting .
 
HARMONY IN THE HUMAN BEING - Unit-II UHV-2
HARMONY IN THE HUMAN BEING - Unit-II UHV-2HARMONY IN THE HUMAN BEING - Unit-II UHV-2
HARMONY IN THE HUMAN BEING - Unit-II UHV-2
 
GDSC ASEB Gen AI study jams presentation
GDSC ASEB Gen AI study jams presentationGDSC ASEB Gen AI study jams presentation
GDSC ASEB Gen AI study jams presentation
 
HARMONY IN THE NATURE AND EXISTENCE - Unit-IV
HARMONY IN THE NATURE AND EXISTENCE - Unit-IVHARMONY IN THE NATURE AND EXISTENCE - Unit-IV
HARMONY IN THE NATURE AND EXISTENCE - Unit-IV
 
OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...
OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...
OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...
 
Call Us -/9953056974- Call Girls In Vikaspuri-/- Delhi NCR
Call Us -/9953056974- Call Girls In Vikaspuri-/- Delhi NCRCall Us -/9953056974- Call Girls In Vikaspuri-/- Delhi NCR
Call Us -/9953056974- Call Girls In Vikaspuri-/- Delhi NCR
 
main PPT.pptx of girls hostel security using rfid
main PPT.pptx of girls hostel security using rfidmain PPT.pptx of girls hostel security using rfid
main PPT.pptx of girls hostel security using rfid
 
Gurgaon ✡️9711147426✨Call In girls Gurgaon Sector 51 escort service
Gurgaon ✡️9711147426✨Call In girls Gurgaon Sector 51 escort serviceGurgaon ✡️9711147426✨Call In girls Gurgaon Sector 51 escort service
Gurgaon ✡️9711147426✨Call In girls Gurgaon Sector 51 escort service
 
Oxy acetylene welding presentation note.
Oxy acetylene welding presentation note.Oxy acetylene welding presentation note.
Oxy acetylene welding presentation note.
 
Call Us ≽ 8377877756 ≼ Call Girls In Shastri Nagar (Delhi)
Call Us ≽ 8377877756 ≼ Call Girls In Shastri Nagar (Delhi)Call Us ≽ 8377877756 ≼ Call Girls In Shastri Nagar (Delhi)
Call Us ≽ 8377877756 ≼ Call Girls In Shastri Nagar (Delhi)
 
chaitra-1.pptx fake news detection using machine learning
chaitra-1.pptx  fake news detection using machine learningchaitra-1.pptx  fake news detection using machine learning
chaitra-1.pptx fake news detection using machine learning
 
Architect Hassan Khalil Portfolio for 2024
Architect Hassan Khalil Portfolio for 2024Architect Hassan Khalil Portfolio for 2024
Architect Hassan Khalil Portfolio for 2024
 
POWER SYSTEMS-1 Complete notes examples
POWER SYSTEMS-1 Complete notes  examplesPOWER SYSTEMS-1 Complete notes  examples
POWER SYSTEMS-1 Complete notes examples
 
Design and analysis of solar grass cutter.pdf
Design and analysis of solar grass cutter.pdfDesign and analysis of solar grass cutter.pdf
Design and analysis of solar grass cutter.pdf
 
9953056974 Call Girls In South Ex, Escorts (Delhi) NCR.pdf
9953056974 Call Girls In South Ex, Escorts (Delhi) NCR.pdf9953056974 Call Girls In South Ex, Escorts (Delhi) NCR.pdf
9953056974 Call Girls In South Ex, Escorts (Delhi) NCR.pdf
 
young call girls in Green Park🔝 9953056974 🔝 escort Service
young call girls in Green Park🔝 9953056974 🔝 escort Serviceyoung call girls in Green Park🔝 9953056974 🔝 escort Service
young call girls in Green Park🔝 9953056974 🔝 escort Service
 
Electronically Controlled suspensions system .pdf
Electronically Controlled suspensions system .pdfElectronically Controlled suspensions system .pdf
Electronically Controlled suspensions system .pdf
 

Autonomous Eye

  • 1. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056 Volume: 04 Issue: 03 | Mar -2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 247 AUTONOMOUS EYE 1Ms. Reshma K.V, 2Ajin V Alex, 3Aswathy S, 4Ditto Davis 1Assistant. Professor, 2,3B.Tech Final Year Students 1,2,3,4Dept of computer Science and Engineering, Jyothi Engineering College, Keral, India --------------------------------------------------------------------*****------------------------------------------------------------------ Abstract: Autonomous Eye is a powered wheel chair system, its movement is controlled using the eye movements. The system is implemented mainly for the paralyzed persons. The system helps the disabled persons to move independently. The system consists of a wheelchair, RF modem and a PC, which is connected to a webcam[12]. User’s eye movements are converted to screen position using matlab software. When user looks at appropriate direction, using some image processing techniques the computer system will detect the direction, based on the coordinate position of centre of the iris[1] i.e., when user moves his eyes balls up then move forward, left then move left, right then move right, down then move backward and in all other cases wheel chair will stop[16]. The series of images captured by the camera is being processed and then it is fed to the RF modem. The RF transmitter transmits the processed data and it is received by the RF receiver on the wheelchair part. The decoder decodes the data and feds to the microcontroller. The microcontroller will produce the corresponding control information for the wheelchair motors. Ultrasonic sensors are connected to the microcontroller to detect the static and moving obstacle on the path of the wheelchair. The wheelchair consists of four wheels, two front wheels and two rear wheels. The front wheels helps to steering left and right and the forward movement is controlled by the rear wheels. Key words: MATLAB, ATMega328, RF module 1. INTRODUCTION The Wheelchair is dependent system used by elderly and physically disabled persons. Here the implemented system is a totally independent eye controlled electric wheelchair[2]. As per requirement of the disabilities, different kind of automatic systems are available in market such as voice control or joystick control system. Considering the totally paralysed persons, they feel some difficulty to use that type of systems. Here the Eye controlled system make their life easy and more convenient. In this system, the Camera captures a continues series of images in real time and do some image processing techniques like binarisation and edge detection then the processed image is then send to the RF modem as a serial data[1]. The RF transmitter encodes the data and send to the wheelchair. In the wheelchair part, the RF receiver receives the data and decodes it. This
  • 2. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056 Volume: 04 Issue: 03 | Mar -2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 248 data is taken as the input to the ATmega 328 microcontroller, the microcontroller which produces the corresponding control signals for the motor drivers[3]. The system consist of two motor drivers and four motor two of them are for forward and backward motion, the other two are for steering towards left and right[4]. Figure 1: Shows the architecture diagram of the system. The system uses an ultrasonic sensor to detect obstacle on the path of the wheelchair, the ultrasonic rays being reflected is being sensed by the sensors. The sensor is connected to the back of the wheelchair for avoiding collision when it moves backward. The LCD display is used to display the direction of the wheelchair, which is connected to the microcontroller. If the system moves forward then it shows forward, moves backward shows backward and so on. If any obstacle detects then the system stops and display obstacle detected. 2) SYSTEM REQUIREMENTS A)HARDWARE REQUIREMENTS A) ATmega 328 microcontroller In this system the processed data is taken as the input for the microcontroller and which produces the corresponding commands for the motor driver[4]. B) RF Modem RF data modem working at 2.4Ghz frequency in half duplex mode i.e, data transmission occurs in both direction but not simultaneously with automatic switching of receiver/transmitter mode with a LED indication. Receiver receives and Transmitter transmits serial data of adjustable baud rate of 9600/4800/2400/19200 bps at 5V or 3V level is used for direct interfacing of the microcontroller. This model works with Sunrom model 1252(USB). RF modem can be used for applications that needs two way wireless data transmission. It features high data rate and longer distance data transmission. The communication protocol used here is self controlled and completely transparent to user interface. The module makes the data transmission through wireless communication set up as an easy one.
  • 3. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056 Volume: 04 Issue: 03 | Mar -2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 249 C) Web camera Web camera is used for capturing a continuous series of images[8]. We can also use an optical camera, it increase the memory size, these images are processed using matlab software. D) Ultrasonic sensor Ultrasonic sensors are used to detect obstacle in the path of wheelchair. Sensor is directly connected to the microcontroller[5]. It receives the data by sending Ultra sonic waves and measuring the distance between wheelchair and obstacle[6].. If any obstacle is detected very close to wheelchair, motors will stop to run the wheels. In this system the sensor is used to control the backward motion[7]. E) LCD (Liquid crystal display) LCD is used to show the direction of the wheelchair. Here the system uses a 2*16 format i.e, two rows and 16 columns. The LCD is connected to the microcontroller. If the wheelchair moves forward then LCD shows forward, if it moves left then shows left and so on[5]. F) Motor Four 12 volt DC motor is used in this system to demonstrate running of wheelchair in forward, backward, left and right direction. L293D motor driver is used to interface with microcontroller. Here the system uses H-bridge arrangement of L293D motor driver[3]. B) SOFTWARE REQUIREMENTS A) Putty software Putty is a free and open source terminal emulator, which is used for network file transfer application. Putty software is used to connect the desktop to microcontroller. It supports several network protocols, using SCP, SSH, Telnet, rlogin, and raw socket connection. It can connect to a serial port. B) MATLAB software MATLAB is a multi-paradigm numerical computing environment, developed by Math Works and it allows matrix manipulations, plotting of functions and data, implementation of algorithms. Although MATLAB is intended primarily for numerical computing, it is an optional toolbox uses the MuPAD symbolic engine, which allows access to symbolic computing abilities. An additional packages, Simulink, adds graphical multi-domain simulations and model-based design for dynamic and embedded systems. In this system captured images are processed in MATLAB environment[8]. 3) IMPLEMENTATION AND SYSTEM DESCRIPTION Here introducing the implementation of totally independent Eye controlled electric wheelchair. As per requirement of the disabilities, different kind of automatic systems are available in market such as voice control or joystick control system. Sometime for totally paralyzed person may have very difficulty to use that type of
  • 4. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056 Volume: 04 Issue: 03 | Mar -2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 250 systems. Here the Eye control system provides the independence to make their life easy and more convenient. Camera will start to capture the series of eye images and then it is fed to the PC,Here the system uses winvideo interface to interface the camera to the matlab. Using some morphological operations in image processing, the captured RGB image is converted to a binary image. These binary image then undergoes edge detection after this process calculate the centroid of iris images and send it as a serial data to the microcontroller through RF transmitter. The transmitter encodes the data and send as an RF signal. The RF receiver at the wheelchair part receives the signal and decodes it. The RF modem here the system used helps to transmit the data through a serial port. After decoding the processed data is fed to the ATMEGA 328 microcontroller, which produces the corresponding control commands for the motor drivers[4]. For detecting static and dynamic objects on the path and their by avoiding collision the wheelchair system uses an Ultrasonic sensor. The sensor which transmit the ultrasonic waves, if any obstacles are in the path the waves are reflected back and then the wheelchair stops[5]. The sensor is connected to the microcontroller. Figure 2: Flow chart of the system This is an efficient as well as a cost effective system. Here real time image capturing of eye and iris detection occurs with minimum delay of time. 4) DESIGN METHODS Following are the types of morphological operations used for our system: A) BINARISATION
  • 5. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056 Volume: 04 Issue: 03 | Mar -2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 251 Binarization is the process of converting a pixel image to a binary image[1]. BW = im2bw(I, level) converts the grayscale image named as I to a binary image. The output image is BW, which replaces all pixels in the input image with luminance greater than a threshold level with the value 1 (white) and replaces all other pixels with the value 0 (black) to specify level in the range [0,1]. This range is relative to the signal levels possible for the image classes. Therefore, a level value of 0.5 is a midway between black and white, regardless of class. For computing the level of argument, use the function graythresh. If you do not specify the level, then im2bw uses the value 0.5 as default. BW = im2bw(X, map, level) converts the indexed image X with colormap to a binary image through maping. BW = im2bw(RGB, level) converts the truecolor image RGB to a binary image. If the input image is not a grayscale image, im2bw converts the input image to a grayscale image, and then converts this grayscale image to binary by thresholding. B) EDGE DETECTION Edge detection is a morphological operation used for finding the boundaries of objects within the images[1]. It works by detecting discontinuities in brightness of each image pixels. Edge detection is used for image segmentation and data extraction in image processing, computer vision, and machine vision. C) EYE TRACKING To track the eye movements we uses the coordinate system. Which decide the location of centre point of user’s eye image. Figure 3 indicates the location of the center of iris using coordinate system graph. Where A1 and A2 are the corner points of iris in X direction, B1 and B2 is corner points of iris in Y direction. The X and Y calibration point represents the direction of eye movements[14]. The eyeball position at the (A0, B0) points is: A0 = (A1+A2) / 2 B0 = (B1+B2) / 2 Figure 3: Coordinate system with respect to eye position
  • 6. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056 Volume: 04 Issue: 03 | Mar -2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 252 5) RESULTS The wheelchair system received the processed data of the captured images. Based on the centroid location, the microcontroller sends the commands to the motor driving circuit. Then wheelchair moves in required direction according to eye movements. An Ultrasonic sensor is used for obstacle detection. It measure the distance between wheelchair and obstacle. When obstacle is very close to wheelchair, motors will stop the wheelchair. 6) ADVANTAGES  The most challenging aspects are finding a good way to differentiate iris and its center locations, determining the eye‘s movement and controlling the wheelchair’s wheels in proper direction. Our system acquires it.  Night vision is possible by mounting infrared cameras.  Ultrasonic sensors detects mobile as well as static obstacles, thus stops the wheelchair.  For getting external assistance, audio options are provided. 7) APPLICATIONS  Neuroscience or Neuropsychology  For vision research  Used in experimental psychology  Used in Cognitive Psychology  For psycholinguistics  Psychiatry specially in Mental Health  Transportation: Flight simulators or Driving simulators  Robotics – Remote Vision Control  Video and arcade games 8) CONCLUSION AND FUTURE WORKS A) CONCLUSION Our project, Autonomous Eye consists of a wheelchair, the motion of which is controlled by the eye movements of the user. Autonomous eye is implemented to help physically disabled persons to make their life independent. A sequence of images of the eye will be captured and it is processed in MATLAB to obtain the direction of movement of the wheelchair[10]. There the system used the ultrasonic sensor for obstacle detection[7]. Low cost RF transmitter and receiver are capable of handling some basic wireless communication such as sending basic instruction to MCU of the robotic wheelchair. B) FUTURE WORKS The system can be extended to control the equipments around such as fans, lights, etc. The software can also be modified, and along with sound synthesis can be used to produce voice commands. To make the system more interactive with the patient we need to add some additional sensors. Time delay may be further reduced to a second. Operation of the system depends on eye movements of totally paralyzed patients. Thus wheelchair moves in all required direction with a good response.
  • 7. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056 Volume: 04 Issue: 03 | Mar -2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 253 REFERENCES [1] M.S.Ghute, A.A.Parkhi, K.P.Kamble, Mohsina Anjum, “Iris Movement Detection by Morphological Operations for Robotic Control”, © 2013 IJESIT [2] Razvan Solea, Adrian Filipescu, Adriana Filipescu Jr, Eugenia Minca, Silviu Filipescu, “Wheelchair Control and Navigation Based on Kinematic Model and Iris Movement”, © 2015 IEEE [3] Aniket R. Yeole1, Sapana M. Bramhankar2, Monali D. Wani3, Mukesh P. Mahajan4, “Smart Phone Controlled Robot Using ATMEGA328 Microcontroller”, © 2015 IJIRCCE [4] O. Kov , M. Kovalk, P. Feciľak, F. Jakab, “ Learning module of non-periodic signal digitalization using ATMega328 microcontroller”, © 2015 IEEE [5] Johann Borensiein , Yoram Korean, ”Obstacle Avoidance with ultrasonic sensors”, © 2014 IEEE [6] Nischay Gupta, Jaspreet Singh Makkar , Piyush Pandey, “Obstacle Detection and Collision Avoidance using Ultrasonic Sensors for RC Multirotors”, 2015 [7] Sungbok Kim and Hyunbin Kim, “Simple and Complex Obstacle Detection Using an Overlapped Ultrasonic Sensor Ring” , © 2012 International Conference on Control, Automation and Systems [8] Osama Mazhar, Muhammad Ahmed Khan, Taimoor Ali Shah, Sameed Tehami, ”A Real-time webcam based Eye Ball Tracking System using MATLAB”, © 2015 IEEE [9] Surashree Kulkarni, Sagar Gala, “A Simple Algorithm for Eye Detection and Cursor Control”, © 2013 International Journal of Computer Technology & Applications [10] Gunda Gautam, Gunda Sumanth, Karthikeyan K C, Shyam Sundar, D.Venkataraman, ”Eye Movement Based Electronic Wheel Chair For Physically Challenged Persons”, © 2014 International ournal of Scientific & Technology Research [11] M. Thamrin N.Sarmawi D. S., “Design and Analysis of Wireless Controller Panel using RF Module’s for Robotic Wheelchair”, © 2011 IEEE [12] Matthew B. Lister; Elizabethtown College; Elizabethtown, PA Joseph T. Wunderlich “Mobile Robot Control over a Radio Frequency Communications Link”, © 2002 IEEE [13] Himesh Gupta, Aditya Pundir ,Dr.O.P. Sharma, “RF Module Based – Speed Check and Seatbelt Detection System”, © 2016 Second International Conference on Computational Intelligence & Communication Technology [14] Dulari Sahu, “Automatic Camera Based Eye Controlled Wheelchair System Using Raspberry Pi”, International Journal of Science, Engineering and Technology Research (IJSETR), Volume 5, Issue 1, January 2016