SlideShare a Scribd company logo
1 of 4
Download to read offline
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 04 Issue: 12 | Dec-2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 1096
DUAL ANGLE COMPARISON FOR WHEEL CHAIR VEHICLE USING FUZZY
LOGIC
Ramani S1, Ramanathan L2*, Anbarasi M3, Madhusudhana Rao4
1,2,3 SCOPE Vellore Institute of Technology, Vellore-632014, Tamil Nadu, India
4Lecturer, Information Technology, Higher college of Technology, Muscat, Oman
---------------------------------------------------------------------***---------------------------------------------------------------------
Abstract - In thispaper an auto calibrated headorientation
controller for wheelchairs and rehabilitation robotics
application is proposed. The system use two Orientation
Detection (OD)units, eachunit includesthreeMEMSsensors:
accelerometer, gyroscope and magnetometer which are
combined together. The first OD Unit reads the wheelchair
orientation, which is used as a reference orientation to
calibrate the system performance, when the system is faced
non-straightroad.Thereferenceorientationisusedtocancel
the changes in orientation in case of non-straight roads and
also to compensate the speed in case of ascent or descent a
ramp. The second OD unit is fixed on the user's head and is
used to control the speed and direction of the system. The
head orientation is measured using Euler angles (Roll, Pitch
and Yaw).The system movement and speed control depend
on the position of the user's head related to X, Y and Z axis.
The system uses powerful AVR Atmega 328-PU
microcontroller to perform the control of the intelligent
application.
Key Words: OrientationDetection(OD),MEMSsensor,AVR
Atmega 328-PU microcontroller
1. INTRODUCTION
The tilting of the head around X and Y axis is considered to a
wheelchair movement in the left and right, forward,
backwarddirection. The movementof the head aroundZaxis
are not used by the controller in order to give the chance of
moving his head all-around without affecting the control of
the system. The system has the capability to regulate the
speed dependingon the slopeof the road.Euler angles(Pitch,
roll and Yaw) are used by the system to detect the head
orientation. Accelerometer,gyroscopeandmagnetometerare
the three Euler angles picked by the three MEMSsensors.The
3 sensors are combined along to create a high correct
orientation sensor. The system uses 2 orientation sensors.
Theprimary is mounted within the chairchassistobeusedas
a reference orientation provider. The second is mounted
within the user’s head to notice the pinnacle movement and
provides the orientation information to the microcontroller.
Compared to previouswork,theconferredworkisperformed
by using two management algorithms. Thus, the machine
graduated orientation formula preventswrongmanagement
commands to the system just in case of fixing the position of
the user's head in outdoor non-straight roads. It's the
pliability to perform the pinnacle movement management
once the system is employed in out of doors environments
with nonstraight roads. The brink management angle is
changeable with theroad slope.Thetiltingoftheheadaround
X and Y axis is considered to a wheelchair movement in the
left and right, forward, backwarddirection.Themovementof
the head aroundZ axisare notused by the controller inorder
to give the chance of moving his head all-around without
affecting the control of the system. The system has the
capability to regulate the speeddependingon theslopeofthe
road. Euler angles (Pitch, roll and Yaw) are used by the
system to detect the head orientation. Accelerometer,
gyroscope and magnetometer are the three Euler angles
picked by the three MEMS sensors. The 3 sensors are
combined along to create a high correct orientation sensor.
The system uses 2 orientation sensors. The primary is
mounted within the chair chassis to be used as a reference
orientation provider. The secondismountedwithintheuser’s
head to notice the pinnacle movement and provides the
orientation information to the microcontroller. Compared to
previous work, the conferred work is performed of uses 2
management algorithms. Thus, the machine graduated
orientation formula preventswrongmanagementcommands
to the system just in case of fixing the position of the user's
head in out of doors non-straight roads. It's the pliability to
perform the pinnacle movement management once the
system is employed in out of doors environments with non-
straight roads. The brink management angle is changeable
with the road slope.
2. LITERATURE REVIEW
The existing present systems include hand gesture based,
Joystickcontrol, accelerometer and voice controlledsystems
etc. In system based on hand gesture, hand gesture
information commands is required to move the wheel chair
[1]. The voice controlled and accelerometer system are
required to use voice identification kit and MEMS
(MicroElectro-MechanicalSystems)motion sensorto create
movement in the wheel chair and voice control is an
important way to control the wheelchair which is done by
using the Voice Recognition(VR)technology.Theworkofthe
VR technology to convert the sound wave to an electrical
signal [8]. Otherwise, the head movement can alsobeusedas
a control for the wheelchair using different processes.
Ultrasound and Infrared sensors were used to detect the
head movement and used as controller. Other researchers
used cameras to detect the head gesture as a wheelchair
controller [10]. Wheel chair Automation can also be
controlled via Joystick/Head-Joystick supported by Smart
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 04 Issue: 12 | Dec-2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 1097
Driving Assistance [2].This paper propose to control the
movement of wheel chair by integrating finger movement
tracking system which also includes small speaker depends
on word recognition system and ultrasonic sensor for
obstacle detection [3].This paper reviews smart wheel chair
using android based messenger system. In this paper wheel
chair is automated by android messenger application which
also includes Bluetooth module and proximity sensor for
controlling directions [4]. In this paper wheel chair
automation is implemented using Iris Movement [7]. This
paperpropose an automatedwheel chairwhichiscontrolled
by head gesture using an accelerometer device (ADXL535)
based transmitter to control the navigation of wheel chair
[10]. With the help of bio signals, like EOG
(Electroocculogram),andECG(Electromyogram)canbeused
asa controller for awheelchairorroboticsapplication[5][6].
3. PROPOSED MODEL
The system’s core functioning is based on use of mems
sensor for the determination of different slope and that
informationis usedup tomanage the torque of the motorsin
use as per requirements. As far as the working of movement
in all four direction is concerned using mems sensor 1 fixed
in the head, it’s already been discussed in Fig: 1 and Fig: 3
Overall, the system uses two orientation sensors.
BLOCK DIAGRAM
Fig 1: Block Diagram
Figure 4 mems sensor used in the Fig: 2 wheelchair chassis
determines whether the slope now faced by the chair is easy
to overcome or not. Based on that judgment, the system will
provide necessary torque to the motors as per the
requirements. The sensor 2 mounted on the chassis after
reaching a certain threshold voltage (either negative or
positive) will command the motors through Arduino to
adjust the torque accordingly by giving different PWM
values. The threshold control angle is changeable with the
road slope. In the code part, standard ADC values are used
to set threshold conditions. There is a specific ADC value
associated with each voltage value in the mems sensor used.
Since we are using Arduino, the voltage range is 0V5V and
ADC value rangesfrom 0-1023. These two are related by the
formula –
=
The table given below shows the different motions of the
wheelchair and the ADC valueof Arduino, Voltage generated
by mems sensor which we can calculate by the formula and
the angle of mems sensor in each case:-
Fig 2: Wheelchair chasis
Direction Axis ADC
value
Voltage Angle
(appx)
Forward X < 260 1.27 deg
Backward X >420 2.05 deg
Left Y <260 1.27 deg
Right Y >420 2.05 deg
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 04 Issue: 12 | Dec-2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 1098
Fig 3: Circuit Diagram
Fig 4:MEMS Sensor
4. RESULTS AND DISCUSSION
When the head orients in x and y axis , the system give
response quickly with minimal delay so that the wheelchair
move in forward, backward, left and rightDirections.System
recognizes only standard gestures so as to get desired
results. Any other nonstandard gestures are treated as an
error sending back the calibration mode. The speed change
across any kind of slope is not impulsive as the system has
the ability to adjust the speed depending on the road slope.
5. CONCLUSION
The table given below shows the different motions of the
wheelchair and the motor functioning in each case:-
Direction Left Motor Right Motor
Forward Forward Forward
Backward Backward Backward
Left Forward Backward
Right Backward Forward
Direction Slope Up Slope Down
Forward High Torque Low Torque
Backward Low Torque High Torque
6. FUTURE SCOPE
Furthermore instead of using wires the system can be
made wireless. Health monitoring system can also be added
in this system. We can add GPS module in it. The proposed
model is a two wheel drive system, but it can be made into a
four wheel drive system for better movement experience.
The same concept can be used not only for wheelchairs, but
for other vehicles as well. And if put together with wireless
technology, there is a good scope to design unmanned
vehicles controlled by mems sensors wirelessly.
REFERENCES
[1] Vishal V. Pande, ”Hand Gesture Based Wheelchair
Movement Control for Disabled Person Using
MEMS”, Int. Journal of Engineering Research and
Applications, Vol. 4, Issue 4( Version 4), April 2014,
pp.152-158
[2] Thomas Rofer, Christian Mandel and Tim Laue Thomas
R, “Controlling an Automated Wheelchair via
Joystick/Head-Joystick Supported by Smart Driving
Assistance, 2009 IEEE 11th International Conferenceon
Rehabilitation RoboticsKyoto International Conference
Center, Japan, June 23-26, 2009
[3] Fahad Wallam And Muhammad Asif, “Dynamic Finger
Movement Tracking And Voice CommandsBased Smart
Wheelchair”, In International Journal Of Computer And
Electrical Engineering, on:. Vol. 3, No. 4, August 2011
[4] Rahul Das, Amit Agarwal, Amit KumarRay, SmartWheel
Chair Using Android Based Messenger System,
International Journal of Latest Trends in Engineering
and Technology (IJLTET), Vol 7 issue 2 July 2016
[5] Lai Wei, Huosheng Hu, Kui Yuan, “Use of forehead bio-
signals for controlling an Intelligent Wheelchair” 2008
For slope up and slope down condition if direction is
forward then both motor will move in forward direction
and if the direction is backward then both motor will move
in backward direction but torque varies according to the
table given below:-
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 04 Issue: 12 | Dec-2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 1099
IEEE International Conference on Robotics and
Biomimetics, 22-25 Feb. 2009
[6] S. Yathunanthan, L.U.R. Chandrasena, A. Umakanthan.
“Controlling a Wheelchair by Use of EOG Signal” 2008
4th Int. Conf. Inf. Autom. Sustain., pp. 283–288, Dec.
2008
[7] Ashwini A. Nashtel S, S. Savkare2, S. G. Kole,
“Automation of Wheelchair Using Iris Movement”,
International Journal of Computational Engineering
Research (IJCER), 2250 – 3005, Vol. 06, Issue, 03,March
2016
[8] Chikku Mohanan, Bibi Mohanan , “Automated Electric
Wheelchair”
[9] Mohammed Asgar, Mirza Badra, Khan IrshadandShaikh
Aftab , “AUTOMATED INNOVATIVE WHEELCHAIR”
[10] Vijendra P. Meshram, Pooja A.Rajurkar, Mohini M.
Bhiogade, “Wheelchair AutomationUsingHeadGesture”
[11] D. Kornack and P. Rakic, “Cell Proliferation without
Neurogenesis in Adult Primate Neocortex,” Science, vol.
294, Dec. 2001, pp. 2127-2130,
doi:10.1126/science.1065467.
[12] M. Young, The Technical Writer’sHandbook. MillValley,
CA: University Science, 1989.

More Related Content

What's hot

Designof auto brakingsystemforaccidentpreventionandaccidentdetectionsystemusi...
Designof auto brakingsystemforaccidentpreventionandaccidentdetectionsystemusi...Designof auto brakingsystemforaccidentpreventionandaccidentdetectionsystemusi...
Designof auto brakingsystemforaccidentpreventionandaccidentdetectionsystemusi...Premkumar K
 
Electromagnetic Braking System using Ultrasonic Sensor
Electromagnetic Braking System using Ultrasonic SensorElectromagnetic Braking System using Ultrasonic Sensor
Electromagnetic Braking System using Ultrasonic SensorAI Publications
 
A review paper on different implementation techniques associated with anti lo...
A review paper on different implementation techniques associated with anti lo...A review paper on different implementation techniques associated with anti lo...
A review paper on different implementation techniques associated with anti lo...eSAT Journals
 
HEAD MOVEMENT WHEEL CHAIR
HEAD MOVEMENT WHEEL CHAIRHEAD MOVEMENT WHEEL CHAIR
HEAD MOVEMENT WHEEL CHAIRSajjan prabhat
 
Automatic braking system whole project documentation.docx pdf
Automatic braking system whole project documentation.docx pdfAutomatic braking system whole project documentation.docx pdf
Automatic braking system whole project documentation.docx pdfSyedmuhammed Hussainabbas
 
Iot operated wheel chair / smart wheelchair
Iot operated wheel chair / smart wheelchair Iot operated wheel chair / smart wheelchair
Iot operated wheel chair / smart wheelchair YOGEESH M
 
Two wheeled self balancing robot for autonomous navigation
Two wheeled self balancing robot for autonomous navigationTwo wheeled self balancing robot for autonomous navigation
Two wheeled self balancing robot for autonomous navigationIAEME Publication
 
Gesture control wheel chair 1
Gesture control wheel chair 1Gesture control wheel chair 1
Gesture control wheel chair 1Vishal Bagla
 
HAND GESTURE CONTROLLED WHEEL CHAIR
HAND GESTURE CONTROLLED WHEEL CHAIRHAND GESTURE CONTROLLED WHEEL CHAIR
HAND GESTURE CONTROLLED WHEEL CHAIRNoufal Nechiyan
 
med_010_03_030928
med_010_03_030928med_010_03_030928
med_010_03_030928gapras94
 
Shirsha Yaathra - Head Movement controlled Wheelchair - Research Paper
Shirsha Yaathra - Head Movement controlled Wheelchair - Research PaperShirsha Yaathra - Head Movement controlled Wheelchair - Research Paper
Shirsha Yaathra - Head Movement controlled Wheelchair - Research PaperChamila Wijayarathna
 
Self Balancing Robot Project proposal
Self Balancing Robot Project proposalSelf Balancing Robot Project proposal
Self Balancing Robot Project proposalabdullahkhalid50
 
ANDROID BASED AUTOMATED SMART WHEELCHAIR
ANDROID BASED AUTOMATED SMART WHEELCHAIRANDROID BASED AUTOMATED SMART WHEELCHAIR
ANDROID BASED AUTOMATED SMART WHEELCHAIRshashank tiwari
 
Eye Directive Wheel Chair
Eye Directive Wheel ChairEye Directive Wheel Chair
Eye Directive Wheel ChairDhruv Shah
 
Auto Adjusting Monopod
Auto Adjusting MonopodAuto Adjusting Monopod
Auto Adjusting MonopodIRJET Journal
 

What's hot (20)

Designof auto brakingsystemforaccidentpreventionandaccidentdetectionsystemusi...
Designof auto brakingsystemforaccidentpreventionandaccidentdetectionsystemusi...Designof auto brakingsystemforaccidentpreventionandaccidentdetectionsystemusi...
Designof auto brakingsystemforaccidentpreventionandaccidentdetectionsystemusi...
 
Presentation1
Presentation1Presentation1
Presentation1
 
Electromagnetic Braking System using Ultrasonic Sensor
Electromagnetic Braking System using Ultrasonic SensorElectromagnetic Braking System using Ultrasonic Sensor
Electromagnetic Braking System using Ultrasonic Sensor
 
A review paper on different implementation techniques associated with anti lo...
A review paper on different implementation techniques associated with anti lo...A review paper on different implementation techniques associated with anti lo...
A review paper on different implementation techniques associated with anti lo...
 
HEAD MOVEMENT WHEEL CHAIR
HEAD MOVEMENT WHEEL CHAIRHEAD MOVEMENT WHEEL CHAIR
HEAD MOVEMENT WHEEL CHAIR
 
Final
FinalFinal
Final
 
Automatic braking system whole project documentation.docx pdf
Automatic braking system whole project documentation.docx pdfAutomatic braking system whole project documentation.docx pdf
Automatic braking system whole project documentation.docx pdf
 
Iot operated wheel chair / smart wheelchair
Iot operated wheel chair / smart wheelchair Iot operated wheel chair / smart wheelchair
Iot operated wheel chair / smart wheelchair
 
The Need of Steering Angle Sensor in Cars
The Need of Steering Angle Sensor in CarsThe Need of Steering Angle Sensor in Cars
The Need of Steering Angle Sensor in Cars
 
Two wheeled self balancing robot for autonomous navigation
Two wheeled self balancing robot for autonomous navigationTwo wheeled self balancing robot for autonomous navigation
Two wheeled self balancing robot for autonomous navigation
 
Gesture control wheel chair 1
Gesture control wheel chair 1Gesture control wheel chair 1
Gesture control wheel chair 1
 
Eye directive wheel chair
Eye directive wheel chairEye directive wheel chair
Eye directive wheel chair
 
Eye directive wheel chair
Eye directive wheel chairEye directive wheel chair
Eye directive wheel chair
 
HAND GESTURE CONTROLLED WHEEL CHAIR
HAND GESTURE CONTROLLED WHEEL CHAIRHAND GESTURE CONTROLLED WHEEL CHAIR
HAND GESTURE CONTROLLED WHEEL CHAIR
 
med_010_03_030928
med_010_03_030928med_010_03_030928
med_010_03_030928
 
Shirsha Yaathra - Head Movement controlled Wheelchair - Research Paper
Shirsha Yaathra - Head Movement controlled Wheelchair - Research PaperShirsha Yaathra - Head Movement controlled Wheelchair - Research Paper
Shirsha Yaathra - Head Movement controlled Wheelchair - Research Paper
 
Self Balancing Robot Project proposal
Self Balancing Robot Project proposalSelf Balancing Robot Project proposal
Self Balancing Robot Project proposal
 
ANDROID BASED AUTOMATED SMART WHEELCHAIR
ANDROID BASED AUTOMATED SMART WHEELCHAIRANDROID BASED AUTOMATED SMART WHEELCHAIR
ANDROID BASED AUTOMATED SMART WHEELCHAIR
 
Eye Directive Wheel Chair
Eye Directive Wheel ChairEye Directive Wheel Chair
Eye Directive Wheel Chair
 
Auto Adjusting Monopod
Auto Adjusting MonopodAuto Adjusting Monopod
Auto Adjusting Monopod
 

Similar to Dual Angle Comparison for Wheel Chair Vehicle using Fuzzy Logic

IRJET- Smartphone Based Wheelchair
IRJET- Smartphone Based WheelchairIRJET- Smartphone Based Wheelchair
IRJET- Smartphone Based WheelchairIRJET Journal
 
Performance analysis of voice operated wheel chair
Performance analysis of voice operated wheel chairPerformance analysis of voice operated wheel chair
Performance analysis of voice operated wheel chaireSAT Publishing House
 
IRJET- Automated Guided Vehicle using Servo Motor in Indoor Positioning S...
IRJET-  	  Automated Guided Vehicle using Servo Motor in Indoor Positioning S...IRJET-  	  Automated Guided Vehicle using Servo Motor in Indoor Positioning S...
IRJET- Automated Guided Vehicle using Servo Motor in Indoor Positioning S...IRJET Journal
 
Hill Top Braking System in Electronic Bikes
Hill Top Braking System in Electronic BikesHill Top Braking System in Electronic Bikes
Hill Top Braking System in Electronic BikesIRJET 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
 
Dish Positioning By Using IR Remote
Dish Positioning By Using IR RemoteDish Positioning By Using IR Remote
Dish Positioning By Using IR RemoteIRJET Journal
 
Development of an intelligent steering system for reducing accidents due to d...
Development of an intelligent steering system for reducing accidents due to d...Development of an intelligent steering system for reducing accidents due to d...
Development of an intelligent steering system for reducing accidents due to d...IRJET Journal
 
IRJET - Construction of "One Belt and One Road" Intelligent Analysis System
IRJET -  	  Construction of "One Belt and One Road" Intelligent Analysis SystemIRJET -  	  Construction of "One Belt and One Road" Intelligent Analysis System
IRJET - Construction of "One Belt and One Road" Intelligent Analysis SystemIRJET 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
 
Astronomical Almanac’s Algorithm Based Dual Axis Solar Tracker
Astronomical Almanac’s Algorithm Based Dual Axis Solar TrackerAstronomical Almanac’s Algorithm Based Dual Axis Solar Tracker
Astronomical Almanac’s Algorithm Based Dual Axis Solar TrackerIRJET Journal
 
IRJET- Design and Fabrication of Automated Wheel Chair
IRJET- Design and Fabrication of Automated Wheel ChairIRJET- Design and Fabrication of Automated Wheel Chair
IRJET- Design and Fabrication of Automated Wheel ChairIRJET Journal
 
Eye Gaze Tracking System
Eye Gaze Tracking SystemEye Gaze Tracking System
Eye Gaze Tracking SystemIRJET Journal
 
Advanced control systems in two wheeler and finding the collision site of the...
Advanced control systems in two wheeler and finding the collision site of the...Advanced control systems in two wheeler and finding the collision site of the...
Advanced control systems in two wheeler and finding the collision site of the...eSAT Publishing House
 
Advanced control systems in two wheeler and finding the collision site of the...
Advanced control systems in two wheeler and finding the collision site of the...Advanced control systems in two wheeler and finding the collision site of the...
Advanced control systems in two wheeler and finding the collision site of the...eSAT Journals
 
International Journal of Engineering and Science Invention (IJESI)
International Journal of Engineering and Science Invention (IJESI)International Journal of Engineering and Science Invention (IJESI)
International Journal of Engineering and Science Invention (IJESI)inventionjournals
 
AUTOMATIC BIKE STAND FOR TWO WHEELER
AUTOMATIC BIKE STAND FOR TWO WHEELERAUTOMATIC BIKE STAND FOR TWO WHEELER
AUTOMATIC BIKE STAND FOR TWO WHEELERIRJET Journal
 
Blind spot detection with automatic steering
Blind spot detection with automatic steeringBlind spot detection with automatic steering
Blind spot detection with automatic steeringeSAT Journals
 
Intelligent Wheel Chair Based on Internet of Things
Intelligent Wheel Chair Based on Internet of ThingsIntelligent Wheel Chair Based on Internet of Things
Intelligent Wheel Chair Based on Internet of ThingsIRJET Journal
 

Similar to Dual Angle Comparison for Wheel Chair Vehicle using Fuzzy Logic (20)

IRJET- Smartphone Based Wheelchair
IRJET- Smartphone Based WheelchairIRJET- Smartphone Based Wheelchair
IRJET- Smartphone Based Wheelchair
 
Performance analysis of voice operated wheel chair
Performance analysis of voice operated wheel chairPerformance analysis of voice operated wheel chair
Performance analysis of voice operated wheel chair
 
IRJET- Automated Guided Vehicle using Servo Motor in Indoor Positioning S...
IRJET-  	  Automated Guided Vehicle using Servo Motor in Indoor Positioning S...IRJET-  	  Automated Guided Vehicle using Servo Motor in Indoor Positioning S...
IRJET- Automated Guided Vehicle using Servo Motor in Indoor Positioning S...
 
Autonomous Eye
Autonomous EyeAutonomous Eye
Autonomous Eye
 
Hill Top Braking System in Electronic Bikes
Hill Top Braking System in Electronic BikesHill Top Braking System in Electronic Bikes
Hill Top Braking System in Electronic Bikes
 
Dish Positioning By Using IR Remote
Dish Positioning By Using IR RemoteDish Positioning By Using IR Remote
Dish Positioning By Using IR Remote
 
Dish Positioning By Using IR Remote
Dish Positioning By Using IR RemoteDish Positioning By Using IR Remote
Dish Positioning By Using IR Remote
 
Development of an intelligent steering system for reducing accidents due to d...
Development of an intelligent steering system for reducing accidents due to d...Development of an intelligent steering system for reducing accidents due to d...
Development of an intelligent steering system for reducing accidents due to d...
 
IRJET - Construction of "One Belt and One Road" Intelligent Analysis System
IRJET -  	  Construction of "One Belt and One Road" Intelligent Analysis SystemIRJET -  	  Construction of "One Belt and One Road" Intelligent Analysis System
IRJET - Construction of "One Belt and One Road" Intelligent Analysis System
 
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...
 
Astronomical Almanac’s Algorithm Based Dual Axis Solar Tracker
Astronomical Almanac’s Algorithm Based Dual Axis Solar TrackerAstronomical Almanac’s Algorithm Based Dual Axis Solar Tracker
Astronomical Almanac’s Algorithm Based Dual Axis Solar Tracker
 
IRJET- Design and Fabrication of Automated Wheel Chair
IRJET- Design and Fabrication of Automated Wheel ChairIRJET- Design and Fabrication of Automated Wheel Chair
IRJET- Design and Fabrication of Automated Wheel Chair
 
EYE TRACKING BASED DRIVER DROWSINESS MONITORING AND WARNING SYSTEM
EYE TRACKING BASED DRIVER DROWSINESS MONITORING AND WARNING SYSTEMEYE TRACKING BASED DRIVER DROWSINESS MONITORING AND WARNING SYSTEM
EYE TRACKING BASED DRIVER DROWSINESS MONITORING AND WARNING SYSTEM
 
Eye Gaze Tracking System
Eye Gaze Tracking SystemEye Gaze Tracking System
Eye Gaze Tracking System
 
Advanced control systems in two wheeler and finding the collision site of the...
Advanced control systems in two wheeler and finding the collision site of the...Advanced control systems in two wheeler and finding the collision site of the...
Advanced control systems in two wheeler and finding the collision site of the...
 
Advanced control systems in two wheeler and finding the collision site of the...
Advanced control systems in two wheeler and finding the collision site of the...Advanced control systems in two wheeler and finding the collision site of the...
Advanced control systems in two wheeler and finding the collision site of the...
 
International Journal of Engineering and Science Invention (IJESI)
International Journal of Engineering and Science Invention (IJESI)International Journal of Engineering and Science Invention (IJESI)
International Journal of Engineering and Science Invention (IJESI)
 
AUTOMATIC BIKE STAND FOR TWO WHEELER
AUTOMATIC BIKE STAND FOR TWO WHEELERAUTOMATIC BIKE STAND FOR TWO WHEELER
AUTOMATIC BIKE STAND FOR TWO WHEELER
 
Blind spot detection with automatic steering
Blind spot detection with automatic steeringBlind spot detection with automatic steering
Blind spot detection with automatic steering
 
Intelligent Wheel Chair Based on Internet of Things
Intelligent Wheel Chair Based on Internet of ThingsIntelligent Wheel Chair Based on Internet of Things
Intelligent Wheel Chair Based on Internet of Things
 

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

Call Girls in Nagpur Suman Call 7001035870 Meet With Nagpur Escorts
Call Girls in Nagpur Suman Call 7001035870 Meet With Nagpur EscortsCall Girls in Nagpur Suman Call 7001035870 Meet With Nagpur Escorts
Call Girls in Nagpur Suman Call 7001035870 Meet With Nagpur EscortsCall Girls in Nagpur High Profile
 
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...ranjana rawat
 
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...ranjana rawat
 
(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts
(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts
(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escortsranjana rawat
 
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
 
Introduction to Multiple Access Protocol.pptx
Introduction to Multiple Access Protocol.pptxIntroduction to Multiple Access Protocol.pptx
Introduction to Multiple Access Protocol.pptxupamatechverse
 
APPLICATIONS-AC/DC DRIVES-OPERATING CHARACTERISTICS
APPLICATIONS-AC/DC DRIVES-OPERATING CHARACTERISTICSAPPLICATIONS-AC/DC DRIVES-OPERATING CHARACTERISTICS
APPLICATIONS-AC/DC DRIVES-OPERATING CHARACTERISTICSKurinjimalarL3
 
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
 
(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...ranjana rawat
 
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
 
VIP Call Girls Service Kondapur Hyderabad Call +91-8250192130
VIP Call Girls Service Kondapur Hyderabad Call +91-8250192130VIP Call Girls Service Kondapur Hyderabad Call +91-8250192130
VIP Call Girls Service Kondapur Hyderabad Call +91-8250192130Suhani Kapoor
 
Model Call Girl in Narela Delhi reach out to us at 🔝8264348440🔝
Model Call Girl in Narela Delhi reach out to us at 🔝8264348440🔝Model Call Girl in Narela Delhi reach out to us at 🔝8264348440🔝
Model Call Girl in Narela Delhi reach out to us at 🔝8264348440🔝soniya singh
 
Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...
Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...
Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...Christo Ananth
 
Microscopic Analysis of Ceramic Materials.pptx
Microscopic Analysis of Ceramic Materials.pptxMicroscopic Analysis of Ceramic Materials.pptx
Microscopic Analysis of Ceramic Materials.pptxpurnimasatapathy1234
 
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
 
Software Development Life Cycle By Team Orange (Dept. of Pharmacy)
Software Development Life Cycle By  Team Orange (Dept. of Pharmacy)Software Development Life Cycle By  Team Orange (Dept. of Pharmacy)
Software Development Life Cycle By Team Orange (Dept. of Pharmacy)Suman Mia
 
(RIA) Call Girls Bhosari ( 7001035870 ) HI-Fi Pune Escorts Service
(RIA) Call Girls Bhosari ( 7001035870 ) HI-Fi Pune Escorts Service(RIA) Call Girls Bhosari ( 7001035870 ) HI-Fi Pune Escorts Service
(RIA) Call Girls Bhosari ( 7001035870 ) HI-Fi Pune Escorts Serviceranjana rawat
 

Recently uploaded (20)

Call Girls in Nagpur Suman Call 7001035870 Meet With Nagpur Escorts
Call Girls in Nagpur Suman Call 7001035870 Meet With Nagpur EscortsCall Girls in Nagpur Suman Call 7001035870 Meet With Nagpur Escorts
Call Girls in Nagpur Suman Call 7001035870 Meet With Nagpur Escorts
 
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
 
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...
 
(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts
(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts
(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts
 
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
 
Introduction to Multiple Access Protocol.pptx
Introduction to Multiple Access Protocol.pptxIntroduction to Multiple Access Protocol.pptx
Introduction to Multiple Access Protocol.pptx
 
★ CALL US 9953330565 ( HOT Young Call Girls In Badarpur delhi NCR
★ CALL US 9953330565 ( HOT Young Call Girls In Badarpur delhi NCR★ CALL US 9953330565 ( HOT Young Call Girls In Badarpur delhi NCR
★ CALL US 9953330565 ( HOT Young Call Girls In Badarpur delhi NCR
 
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
 
APPLICATIONS-AC/DC DRIVES-OPERATING CHARACTERISTICS
APPLICATIONS-AC/DC DRIVES-OPERATING CHARACTERISTICSAPPLICATIONS-AC/DC DRIVES-OPERATING CHARACTERISTICS
APPLICATIONS-AC/DC DRIVES-OPERATING CHARACTERISTICS
 
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
 
(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
 
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
 
VIP Call Girls Service Kondapur Hyderabad Call +91-8250192130
VIP Call Girls Service Kondapur Hyderabad Call +91-8250192130VIP Call Girls Service Kondapur Hyderabad Call +91-8250192130
VIP Call Girls Service Kondapur Hyderabad Call +91-8250192130
 
Model Call Girl in Narela Delhi reach out to us at 🔝8264348440🔝
Model Call Girl in Narela Delhi reach out to us at 🔝8264348440🔝Model Call Girl in Narela Delhi reach out to us at 🔝8264348440🔝
Model Call Girl in Narela Delhi reach out to us at 🔝8264348440🔝
 
Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...
Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...
Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...
 
Microscopic Analysis of Ceramic Materials.pptx
Microscopic Analysis of Ceramic Materials.pptxMicroscopic Analysis of Ceramic Materials.pptx
Microscopic Analysis of Ceramic Materials.pptx
 
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
 
Software Development Life Cycle By Team Orange (Dept. of Pharmacy)
Software Development Life Cycle By  Team Orange (Dept. of Pharmacy)Software Development Life Cycle By  Team Orange (Dept. of Pharmacy)
Software Development Life Cycle By Team Orange (Dept. of Pharmacy)
 
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
 
(RIA) Call Girls Bhosari ( 7001035870 ) HI-Fi Pune Escorts Service
(RIA) Call Girls Bhosari ( 7001035870 ) HI-Fi Pune Escorts Service(RIA) Call Girls Bhosari ( 7001035870 ) HI-Fi Pune Escorts Service
(RIA) Call Girls Bhosari ( 7001035870 ) HI-Fi Pune Escorts Service
 

Dual Angle Comparison for Wheel Chair Vehicle using Fuzzy Logic

  • 1. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 04 Issue: 12 | Dec-2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 1096 DUAL ANGLE COMPARISON FOR WHEEL CHAIR VEHICLE USING FUZZY LOGIC Ramani S1, Ramanathan L2*, Anbarasi M3, Madhusudhana Rao4 1,2,3 SCOPE Vellore Institute of Technology, Vellore-632014, Tamil Nadu, India 4Lecturer, Information Technology, Higher college of Technology, Muscat, Oman ---------------------------------------------------------------------***--------------------------------------------------------------------- Abstract - In thispaper an auto calibrated headorientation controller for wheelchairs and rehabilitation robotics application is proposed. The system use two Orientation Detection (OD)units, eachunit includesthreeMEMSsensors: accelerometer, gyroscope and magnetometer which are combined together. The first OD Unit reads the wheelchair orientation, which is used as a reference orientation to calibrate the system performance, when the system is faced non-straightroad.Thereferenceorientationisusedtocancel the changes in orientation in case of non-straight roads and also to compensate the speed in case of ascent or descent a ramp. The second OD unit is fixed on the user's head and is used to control the speed and direction of the system. The head orientation is measured using Euler angles (Roll, Pitch and Yaw).The system movement and speed control depend on the position of the user's head related to X, Y and Z axis. The system uses powerful AVR Atmega 328-PU microcontroller to perform the control of the intelligent application. Key Words: OrientationDetection(OD),MEMSsensor,AVR Atmega 328-PU microcontroller 1. INTRODUCTION The tilting of the head around X and Y axis is considered to a wheelchair movement in the left and right, forward, backwarddirection. The movementof the head aroundZaxis are not used by the controller in order to give the chance of moving his head all-around without affecting the control of the system. The system has the capability to regulate the speed dependingon the slopeof the road.Euler angles(Pitch, roll and Yaw) are used by the system to detect the head orientation. Accelerometer,gyroscopeandmagnetometerare the three Euler angles picked by the three MEMSsensors.The 3 sensors are combined along to create a high correct orientation sensor. The system uses 2 orientation sensors. Theprimary is mounted within the chairchassistobeusedas a reference orientation provider. The second is mounted within the user’s head to notice the pinnacle movement and provides the orientation information to the microcontroller. Compared to previouswork,theconferredworkisperformed by using two management algorithms. Thus, the machine graduated orientation formula preventswrongmanagement commands to the system just in case of fixing the position of the user's head in outdoor non-straight roads. It's the pliability to perform the pinnacle movement management once the system is employed in out of doors environments with nonstraight roads. The brink management angle is changeable with theroad slope.Thetiltingoftheheadaround X and Y axis is considered to a wheelchair movement in the left and right, forward, backwarddirection.Themovementof the head aroundZ axisare notused by the controller inorder to give the chance of moving his head all-around without affecting the control of the system. The system has the capability to regulate the speeddependingon theslopeofthe road. Euler angles (Pitch, roll and Yaw) are used by the system to detect the head orientation. Accelerometer, gyroscope and magnetometer are the three Euler angles picked by the three MEMS sensors. The 3 sensors are combined along to create a high correct orientation sensor. The system uses 2 orientation sensors. The primary is mounted within the chair chassis to be used as a reference orientation provider. The secondismountedwithintheuser’s head to notice the pinnacle movement and provides the orientation information to the microcontroller. Compared to previous work, the conferred work is performed of uses 2 management algorithms. Thus, the machine graduated orientation formula preventswrongmanagementcommands to the system just in case of fixing the position of the user's head in out of doors non-straight roads. It's the pliability to perform the pinnacle movement management once the system is employed in out of doors environments with non- straight roads. The brink management angle is changeable with the road slope. 2. LITERATURE REVIEW The existing present systems include hand gesture based, Joystickcontrol, accelerometer and voice controlledsystems etc. In system based on hand gesture, hand gesture information commands is required to move the wheel chair [1]. The voice controlled and accelerometer system are required to use voice identification kit and MEMS (MicroElectro-MechanicalSystems)motion sensorto create movement in the wheel chair and voice control is an important way to control the wheelchair which is done by using the Voice Recognition(VR)technology.Theworkofthe VR technology to convert the sound wave to an electrical signal [8]. Otherwise, the head movement can alsobeusedas a control for the wheelchair using different processes. Ultrasound and Infrared sensors were used to detect the head movement and used as controller. Other researchers used cameras to detect the head gesture as a wheelchair controller [10]. Wheel chair Automation can also be controlled via Joystick/Head-Joystick supported by Smart
  • 2. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 04 Issue: 12 | Dec-2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 1097 Driving Assistance [2].This paper propose to control the movement of wheel chair by integrating finger movement tracking system which also includes small speaker depends on word recognition system and ultrasonic sensor for obstacle detection [3].This paper reviews smart wheel chair using android based messenger system. In this paper wheel chair is automated by android messenger application which also includes Bluetooth module and proximity sensor for controlling directions [4]. In this paper wheel chair automation is implemented using Iris Movement [7]. This paperpropose an automatedwheel chairwhichiscontrolled by head gesture using an accelerometer device (ADXL535) based transmitter to control the navigation of wheel chair [10]. With the help of bio signals, like EOG (Electroocculogram),andECG(Electromyogram)canbeused asa controller for awheelchairorroboticsapplication[5][6]. 3. PROPOSED MODEL The system’s core functioning is based on use of mems sensor for the determination of different slope and that informationis usedup tomanage the torque of the motorsin use as per requirements. As far as the working of movement in all four direction is concerned using mems sensor 1 fixed in the head, it’s already been discussed in Fig: 1 and Fig: 3 Overall, the system uses two orientation sensors. BLOCK DIAGRAM Fig 1: Block Diagram Figure 4 mems sensor used in the Fig: 2 wheelchair chassis determines whether the slope now faced by the chair is easy to overcome or not. Based on that judgment, the system will provide necessary torque to the motors as per the requirements. The sensor 2 mounted on the chassis after reaching a certain threshold voltage (either negative or positive) will command the motors through Arduino to adjust the torque accordingly by giving different PWM values. The threshold control angle is changeable with the road slope. In the code part, standard ADC values are used to set threshold conditions. There is a specific ADC value associated with each voltage value in the mems sensor used. Since we are using Arduino, the voltage range is 0V5V and ADC value rangesfrom 0-1023. These two are related by the formula – = The table given below shows the different motions of the wheelchair and the ADC valueof Arduino, Voltage generated by mems sensor which we can calculate by the formula and the angle of mems sensor in each case:- Fig 2: Wheelchair chasis Direction Axis ADC value Voltage Angle (appx) Forward X < 260 1.27 deg Backward X >420 2.05 deg Left Y <260 1.27 deg Right Y >420 2.05 deg
  • 3. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 04 Issue: 12 | Dec-2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 1098 Fig 3: Circuit Diagram Fig 4:MEMS Sensor 4. RESULTS AND DISCUSSION When the head orients in x and y axis , the system give response quickly with minimal delay so that the wheelchair move in forward, backward, left and rightDirections.System recognizes only standard gestures so as to get desired results. Any other nonstandard gestures are treated as an error sending back the calibration mode. The speed change across any kind of slope is not impulsive as the system has the ability to adjust the speed depending on the road slope. 5. CONCLUSION The table given below shows the different motions of the wheelchair and the motor functioning in each case:- Direction Left Motor Right Motor Forward Forward Forward Backward Backward Backward Left Forward Backward Right Backward Forward Direction Slope Up Slope Down Forward High Torque Low Torque Backward Low Torque High Torque 6. FUTURE SCOPE Furthermore instead of using wires the system can be made wireless. Health monitoring system can also be added in this system. We can add GPS module in it. The proposed model is a two wheel drive system, but it can be made into a four wheel drive system for better movement experience. The same concept can be used not only for wheelchairs, but for other vehicles as well. And if put together with wireless technology, there is a good scope to design unmanned vehicles controlled by mems sensors wirelessly. REFERENCES [1] Vishal V. Pande, ”Hand Gesture Based Wheelchair Movement Control for Disabled Person Using MEMS”, Int. Journal of Engineering Research and Applications, Vol. 4, Issue 4( Version 4), April 2014, pp.152-158 [2] Thomas Rofer, Christian Mandel and Tim Laue Thomas R, “Controlling an Automated Wheelchair via Joystick/Head-Joystick Supported by Smart Driving Assistance, 2009 IEEE 11th International Conferenceon Rehabilitation RoboticsKyoto International Conference Center, Japan, June 23-26, 2009 [3] Fahad Wallam And Muhammad Asif, “Dynamic Finger Movement Tracking And Voice CommandsBased Smart Wheelchair”, In International Journal Of Computer And Electrical Engineering, on:. Vol. 3, No. 4, August 2011 [4] Rahul Das, Amit Agarwal, Amit KumarRay, SmartWheel Chair Using Android Based Messenger System, International Journal of Latest Trends in Engineering and Technology (IJLTET), Vol 7 issue 2 July 2016 [5] Lai Wei, Huosheng Hu, Kui Yuan, “Use of forehead bio- signals for controlling an Intelligent Wheelchair” 2008 For slope up and slope down condition if direction is forward then both motor will move in forward direction and if the direction is backward then both motor will move in backward direction but torque varies according to the table given below:-
  • 4. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 04 Issue: 12 | Dec-2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 1099 IEEE International Conference on Robotics and Biomimetics, 22-25 Feb. 2009 [6] S. Yathunanthan, L.U.R. Chandrasena, A. Umakanthan. “Controlling a Wheelchair by Use of EOG Signal” 2008 4th Int. Conf. Inf. Autom. Sustain., pp. 283–288, Dec. 2008 [7] Ashwini A. Nashtel S, S. Savkare2, S. G. Kole, “Automation of Wheelchair Using Iris Movement”, International Journal of Computational Engineering Research (IJCER), 2250 – 3005, Vol. 06, Issue, 03,March 2016 [8] Chikku Mohanan, Bibi Mohanan , “Automated Electric Wheelchair” [9] Mohammed Asgar, Mirza Badra, Khan IrshadandShaikh Aftab , “AUTOMATED INNOVATIVE WHEELCHAIR” [10] Vijendra P. Meshram, Pooja A.Rajurkar, Mohini M. Bhiogade, “Wheelchair AutomationUsingHeadGesture” [11] D. Kornack and P. Rakic, “Cell Proliferation without Neurogenesis in Adult Primate Neocortex,” Science, vol. 294, Dec. 2001, pp. 2127-2130, doi:10.1126/science.1065467. [12] M. Young, The Technical Writer’sHandbook. MillValley, CA: University Science, 1989.