SlideShare a Scribd company logo
International Journal of Trend in Scientific Research and Development (IJTSRD)
Volume 5 Issue 1, November-December 2020 Available Online: www.ijtsrd.com e-ISSN: 2456 – 6470
@ IJTSRD | Unique Paper ID – IJTSRD38002 | Volume – 5 | Issue – 1 | November-December 2020 Page 799
Smart Verification of Passenger using AI
Leman Kirme1, Vivek Jha1, Punit Chauhan1, Soumya Ranjan Mohanty1, Rahul Ghode2
1Student, 2HOD,
1,2Information Technology Department, Dhole Patil College of Engineering, Pune, Maharashtra, India
ABSTRACT
Modernization of railways has forever been an issue focused on the
development of the fundamental infrastructure of a nation. Sincethe railways
represent one of the most effective modes of transportofferedtothepeople,It
is important to keep a check on the security issues that are arising in today’s
world. According to the need there must be anupgradationinsystemsweuse.
One such up gradation is that the role of Artificial Intelligence and e-ticketing
that is achieved with the assistance of face recognition technology. This
technology has been extensively employed as a biometric method and hence
can be used for passenger verification.
KEYWORD: Face recognition, Ticket verification, K-NearestNeighbours, OpenCV,
Haar cascade classifier
How to cite this paper: Leman Kirme |
Vivek Jha | Punit Chauhan | Soumya
Ranjan Mohanty | Rahul Ghode "Smart
Verification of Passenger using AI"
Published in
International Journal
of Trend in Scientific
Research and
Development(ijtsrd),
ISSN: 2456-6470,
Volume-5 | Issue-1,
December 2020,
pp.799-801, URL:
www.ijtsrd.com/papers/ijtsrd38002.pdf
Copyright © 2020 by author(s) and
International Journal ofTrendinScientific
Research and Development Journal. This
is an Open Access article distributed
under the terms of
the Creative
CommonsAttribution
License (CC BY 4.0)
(http://creativecommons.org/licenses/by/4.0)
1. INTRODUCTION
The main objective of the project is to design a system for
contactless verification of passenger and avoid black
marketing in the ticket booking system so that the
passengers can enjoy a Hassle-free and delightful journey.
Ticketing system for railways was introduced to manifest
and authorize valid commuters to suit one’s comfort,
purpose or wants while travelling. In today’sscenariowhere
the world is facing the Corona virus pandemic customers
wish to have a “frictionless travel”, and a “frictionless
experience”, whereas the current ticketing systems can
discourage people from utilizing public transport as there is
no such facility available. To overcome the this issues, we
propose a ticket verification system using facial recognition
that completely eliminates the idea of using paper tickets
and will also be use full for stoping illegal business in tickets
booking.
2. MOTIVATION
In today’s world where everyone is facing Covid-19
pandemic people want a frictionless service to avoid getting
affected from the virus. The proposed system helps us in
providing the passenger a contact free service.
Black marketing and using false identity document to book
tickets is increasing day-by-day. If there isanyillegal activity
done by the passenger we can track him easily using the
facial image. Also people travelling without ticket will notbe
allowed to board and hence it will reduce thecorruptionand
provide good travel experience to the passengers.
3. LITERATURE SURVEY
Various technologies have already been introduced in the
past, some of them have been described in. According to
some of the feasible technologies which can be used for
railway ticketing are QR codes, NFC and BLE, each of them
having their own pros and cons.
Quick Response (QR) Codes allow the storageofinformation
in a 2D barcode format, storing information both
horizontally and vertically, thus carrying several hundred
times more information than regular barcodes. These codes
can be read by dedicated readers, or using smart phones as
long as they have a camera and autofocus feature. Also, QR
Codes have the advantage of being easily created and can be
printed using a regular printer, thus making the process of
physical distribution not expensive. Near Field
Communication (NFC) is a short distance wireless
technology, which comes embedded in some smart phones
that allows users to exchange information with a smartcard
or other NFC devices.
A smart card consists of a passive NFC chip which can be
read by a device called a reader which is an active NFC
device. An NFC tag is, for instance, a small sticker containing
an NFC chip, having stored data in it, that can be read or
written by an active device. Bluetooth is a wireless
technology, that exchanges data over short distances using
radio transmissions. The most recent Bluetooth standard is
called Bluetooth Smart, or Bluetooth Low Energy (BLE); it
has several advantages over thetraditional standard,suchas
lower power consumption and enhanced range, and it is
IJTSRD38002
International Journal of Trend in Scientific Research and Development (IJTSRD) @ www.ijtsrd.com eISSN: 2456-6470
@ IJTSRD | Unique Paper ID – IJTSRD38002 | Volume – 5 | Issue – 1 | November-December 2020 Page 800
being adopted by the recently released smartphones. These
technologies have their own flaws,someofthembeingusage
of paper, high cost, high user interaction, less secure etc.
Another technology which was proposed in wastheusage of
RFID, this technology uses radio signals to exchange data
between a mobile device equipped with memory and a host
computer. RFID system consists of two essential
components: a tag and a reader. The tag is analogous to the
barcode label and it comes in different shapes and sizes. It
contains an antenna connected to a small microchip. The
reader functions similar to a barcode scanner. However,
barcode scanner uses laser beams where as the RFID reader
uses electromagnetic waves. The drawback of this
technology is that it is not cost effective as a huge initial
investment is required to install RFID readersintheRailway
Stations. Therefore, in this paper facial recognition
technology is introduced to eliminate all the issuesfaceddue
to the previously implemented technologies.
4. PROPOSED SYSTEM
The proposed method is to use facial recognition. Facial
recognition systemisa type ofbiometricidentification which
is used to identify a person from the digital image of his/her
face.
A complete process is divided into three steps wherethefirst
step is to find or create a database of faces with multiple
images for each individual. The next step istodetectthefaces
in the database and utilize them to train the face recognizer
and the final step is to test the face recognizer which was
trained to recognize the images.
In the proposed system the new users have to register
themselves to the site. While doing the registration images of
the person will be capturedandtrained.Oncetheregistration
is complete, the user can login any time and book a ticket.
While booking a ticket the user has to fill the basic details
such as source, destination, and date and soon.
When the user goes to the railway station and walks through
the gateway, the camera will detect the face of the user and
check if the user has booked a ticket. If the user has booked a
ticket, then the gateway opens and the user can pass through
it and if the user hasn’t bought a ticket then the gateway will
remain closed. In this way this system prevents people
without a ticket from travelling and it also eliminates the
usage of a physical ticket.
1. Step 1: Registration
A new user has to register by entering the required details
and the camera captures the image of the user which will be
used for the verification.
2. Step 2: Login
The registered users can login to the portal to book the
tickets by entering the username and password, if either of
the fields are incorrect then an error is thrown.
3. Step 3: Database Generation
A database is created andall the details of theusersincluding
their images are stored in it. The images of the users will be
trained using a specific algorithm.
4. Step 4: Ticket Verification
This phase takes place when the user walk sintothe gateway
in the railway station. The camera installed above the
gateway detects the user’s face and it checks with the
database to verify if the user has booked a ticket. If the
verification is true, then the user is permitted to enter the
gateway otherwise the gateway will remain closed thus
preventing the users without a ticket from proceeding with
their journey.
5. SYSTEM ARCHITECTURE
Fig.1 System Architecture
6. TECHNOLOGY STACK
A. OpenCV
It is a library of python bindings which is used to solve
computervisionproblems.Thecv2moduleofOpenCVisusedfor
reading and writing images from the video stream.
B. K Nearest Neighbors (KNN)
It is an algorithm used for classifying objects based on the
closest training examples in a feature space. An object is
classified by a majority vote of its neighbors, with the object
being assigned to the class most common amongst its k
nearest neighbors.
C. Haar Cascade Classifier
It is used for object detection; it detects the face in an image
based on various features. It has a cascade function which is
trained fromalotof positive and negative images, based on
the training objects can be detected from other images.
7. CONCLUSION
The system is expected to be fully automated, reliable,
transparent and convenient. The whole system can be
practically implemented for luxury trains and buses, airport
bounded buses, metro stations, airports especiallyatcitiesin
India. This helps to reduce chaos and ensures a smoother
travel for passengers onboard. For commuters, traveling is
unified, simplified, cost-effective and comfortable.
Railwayauthoritiesonlyhavetoauthorizecommuters’travel,
no wastage of paper, security of commuters is ensured, no
cash money transaction needs to be done and less staff and
resources are required. It is a practical and necessary up
gradation to the Railwayswhichsolvesanumberofproblems
in the current system. Such advancements are necessary
considering the ever-increasing number of passengers in
order to make travelling a more enjoyable experience.
International Journal of Trend in Scientific Research and Development (IJTSRD) @ www.ijtsrd.com eISSN: 2456-6470
@ IJTSRD | Unique Paper ID – IJTSRD38002 | Volume – 5 | Issue – 1 | November-December 2020 Page 801
8. REFERENCES
[1] Sharmila, Raman Sharma, Dhanajay Kumar, Kritika
Gautham, “Performance Analysis Of Human Face
Recognition Techniques” 2019 4th International
Conference on Internet Of Things: Smart Innovation
and Usages (IoT-SIU)
[2] Jannat Binta Alam, Md. Momarul Islam,TaskeedJabid,
Sabbir Ahmed, “System Development using Face
Recognition” 2019 International Conference on
Automation, Computational and Technology
Management(ICACTM).
[3] Vishakha Mehta, Sarika Khandelwal, Ashish Kumar
Kumawat, “A Survey on Face Recognition” 20182
nd
International Conferenceon TrendsinElectronicsand
Informatics (ICOEI).
[4] Lingxiao Wang, Yali Li, Shengjin Wang, “Feature
Learning for One-Shot Recognition” 2018 25th IEEE
International Conference on Image Processing(ICIP)
[5] Prasun Chowdhury, Poulami Bala, Diptadeep Addy,
Sumit Giri, Aritra Ray Chaudhuri, “RFID and Android
based smart ticketing and destination announcement
system”2016InternationalConferenceonAdvancesin
Computing, Communications and Informatics
(ICACCI).
[6] Rui Couto, João Leal, Pedro Mauricio Costa, Teresa
Galvão, “Exploring Ticketing Approaches Using
Mobile Technologies: QR Codes, NFC and BLE” 2015
IEEE18th International Conference on Intelligent
Transportation Systems.
[7] Florian Schroff, Dmitry Kalenichenko, James Philbin,
“Face Net: A unified embedding for face recognition
and clustering’ 2015 IEEE Conference on Computer
Vision and Pattern Recognition (CVPR). Rakesh Saini,
Abhishek Saini, Deepak Agarwal,“AnalysisofDifferent
Face Recognition Algorithms” 2014 International
Journal of Engineering Research &
Technology(IJERT).Neeti Jain, Nagesh Sharma,
Nishant Kamboj, Ankur Kakani, “Analysis of Different
Methods for Face Recognition” 2014 Journal of
InnovativeComputerScience&EngineeringVolume1
Issue2

More Related Content

What's hot

Authenticated Access Control for Vehicle Ignition System by Smart Card and Fi...
Authenticated Access Control for Vehicle Ignition System by Smart Card and Fi...Authenticated Access Control for Vehicle Ignition System by Smart Card and Fi...
Authenticated Access Control for Vehicle Ignition System by Smart Card and Fi...
IOSR Journals
 
Enhancing the Cash Point using Multimode Biometric System
Enhancing the Cash Point using Multimode Biometric SystemEnhancing the Cash Point using Multimode Biometric System
Enhancing the Cash Point using Multimode Biometric System
ijtsrd
 
Ict project (1)
Ict project (1)Ict project (1)
Ict project (1)
spy007s
 
Use of QR Code: A Step Towards Development in India
Use of QR Code: A Step Towards Development in IndiaUse of QR Code: A Step Towards Development in India
Use of QR Code: A Step Towards Development in India
IRJET Journal
 
IRJET - Image Thresholding based Secured Electronic Smart Voting Machine ...
IRJET -  	  Image Thresholding based Secured Electronic Smart Voting Machine ...IRJET -  	  Image Thresholding based Secured Electronic Smart Voting Machine ...
IRJET - Image Thresholding based Secured Electronic Smart Voting Machine ...
IRJET Journal
 
IRJET- Geo-Based Smart Parking Automation System
IRJET-  	  Geo-Based Smart Parking Automation SystemIRJET-  	  Geo-Based Smart Parking Automation System
IRJET- Geo-Based Smart Parking Automation System
IRJET Journal
 
Product Recognition using Label and Barcodes
Product Recognition using Label and BarcodesProduct Recognition using Label and Barcodes
Product Recognition using Label and Barcodes
IRJET Journal
 
International Journal of Engineering Research and Development
International Journal of Engineering Research and DevelopmentInternational Journal of Engineering Research and Development
International Journal of Engineering Research and Development
IJERD Editor
 
Report on smartcard lalsivaraj
Report on smartcard lalsivarajReport on smartcard lalsivaraj
Report on smartcard lalsivarajLal Sivaraj
 
IRJET - An E-Ticket Application with Location Tracking for Public Transport Bus
IRJET - An E-Ticket Application with Location Tracking for Public Transport BusIRJET - An E-Ticket Application with Location Tracking for Public Transport Bus
IRJET - An E-Ticket Application with Location Tracking for Public Transport Bus
IRJET Journal
 
IRJET- Smart Shopping Trolley System using Microcontroller
IRJET- Smart Shopping Trolley System using MicrocontrollerIRJET- Smart Shopping Trolley System using Microcontroller
IRJET- Smart Shopping Trolley System using Microcontroller
IRJET Journal
 
Finger print and pulse sensor for digital signal processors (dsp)
Finger print and pulse sensor for digital signal processors (dsp)Finger print and pulse sensor for digital signal processors (dsp)
Finger print and pulse sensor for digital signal processors (dsp)
Fahad Israr
 
Biometrics in India
Biometrics in IndiaBiometrics in India
Biometrics in IndiaKshitij Behl
 
SMART CARDS
SMART CARDSSMART CARDS
SMART CARDS
salman khan
 
Maxartists Ppt V2.2
Maxartists Ppt V2.2Maxartists Ppt V2.2
Maxartists Ppt V2.2
ajin_thomas
 
F1802024245
F1802024245F1802024245
F1802024245
IOSR Journals
 
IRJET- Smart Bus Fare Collection System
IRJET- Smart Bus Fare Collection SystemIRJET- Smart Bus Fare Collection System
IRJET- Smart Bus Fare Collection System
IRJET Journal
 
Novel Tracking System to Enhance Child Prudent Using Face Recognition
Novel Tracking System to Enhance Child Prudent Using Face RecognitionNovel Tracking System to Enhance Child Prudent Using Face Recognition
Novel Tracking System to Enhance Child Prudent Using Face Recognition
Association of Scientists, Developers and Faculties
 

What's hot (20)

Authenticated Access Control for Vehicle Ignition System by Smart Card and Fi...
Authenticated Access Control for Vehicle Ignition System by Smart Card and Fi...Authenticated Access Control for Vehicle Ignition System by Smart Card and Fi...
Authenticated Access Control for Vehicle Ignition System by Smart Card and Fi...
 
Enhancing the Cash Point using Multimode Biometric System
Enhancing the Cash Point using Multimode Biometric SystemEnhancing the Cash Point using Multimode Biometric System
Enhancing the Cash Point using Multimode Biometric System
 
Ict project (1)
Ict project (1)Ict project (1)
Ict project (1)
 
Use of QR Code: A Step Towards Development in India
Use of QR Code: A Step Towards Development in IndiaUse of QR Code: A Step Towards Development in India
Use of QR Code: A Step Towards Development in India
 
IRJET - Image Thresholding based Secured Electronic Smart Voting Machine ...
IRJET -  	  Image Thresholding based Secured Electronic Smart Voting Machine ...IRJET -  	  Image Thresholding based Secured Electronic Smart Voting Machine ...
IRJET - Image Thresholding based Secured Electronic Smart Voting Machine ...
 
IRJET- Geo-Based Smart Parking Automation System
IRJET-  	  Geo-Based Smart Parking Automation SystemIRJET-  	  Geo-Based Smart Parking Automation System
IRJET- Geo-Based Smart Parking Automation System
 
Product Recognition using Label and Barcodes
Product Recognition using Label and BarcodesProduct Recognition using Label and Barcodes
Product Recognition using Label and Barcodes
 
International Journal of Engineering Research and Development
International Journal of Engineering Research and DevelopmentInternational Journal of Engineering Research and Development
International Journal of Engineering Research and Development
 
CS4099Report
CS4099ReportCS4099Report
CS4099Report
 
Report on smartcard lalsivaraj
Report on smartcard lalsivarajReport on smartcard lalsivaraj
Report on smartcard lalsivaraj
 
IRJET - An E-Ticket Application with Location Tracking for Public Transport Bus
IRJET - An E-Ticket Application with Location Tracking for Public Transport BusIRJET - An E-Ticket Application with Location Tracking for Public Transport Bus
IRJET - An E-Ticket Application with Location Tracking for Public Transport Bus
 
IRJET- Smart Shopping Trolley System using Microcontroller
IRJET- Smart Shopping Trolley System using MicrocontrollerIRJET- Smart Shopping Trolley System using Microcontroller
IRJET- Smart Shopping Trolley System using Microcontroller
 
Finger print and pulse sensor for digital signal processors (dsp)
Finger print and pulse sensor for digital signal processors (dsp)Finger print and pulse sensor for digital signal processors (dsp)
Finger print and pulse sensor for digital signal processors (dsp)
 
Biometrics in India
Biometrics in IndiaBiometrics in India
Biometrics in India
 
SMART CARDS
SMART CARDSSMART CARDS
SMART CARDS
 
Maxartists Ppt V2.2
Maxartists Ppt V2.2Maxartists Ppt V2.2
Maxartists Ppt V2.2
 
F1802024245
F1802024245F1802024245
F1802024245
 
IRJET- Smart Bus Fare Collection System
IRJET- Smart Bus Fare Collection SystemIRJET- Smart Bus Fare Collection System
IRJET- Smart Bus Fare Collection System
 
Novel Tracking System to Enhance Child Prudent Using Face Recognition
Novel Tracking System to Enhance Child Prudent Using Face RecognitionNovel Tracking System to Enhance Child Prudent Using Face Recognition
Novel Tracking System to Enhance Child Prudent Using Face Recognition
 
Mea1
Mea1Mea1
Mea1
 

Similar to Smart Verification of Passenger using AI

Face Recognition Using ML in Public Transports
Face Recognition Using ML in Public TransportsFace Recognition Using ML in Public Transports
Face Recognition Using ML in Public Transports
ijtsrd
 
Foolproof Ticketing System Management for Bus
Foolproof Ticketing System Management for BusFoolproof Ticketing System Management for Bus
Foolproof Ticketing System Management for Bus
IRJET Journal
 
Pay-Cloak:Biometric
Pay-Cloak:BiometricPay-Cloak:Biometric
Pay-Cloak:Biometric
ijtsrd
 
IRJET- High Security in Automated Fare Collection for TollSystem with NFC usi...
IRJET- High Security in Automated Fare Collection for TollSystem with NFC usi...IRJET- High Security in Automated Fare Collection for TollSystem with NFC usi...
IRJET- High Security in Automated Fare Collection for TollSystem with NFC usi...
IRJET Journal
 
A Review On QR-Code Based Ticket Booking System
A Review On QR-Code Based Ticket Booking SystemA Review On QR-Code Based Ticket Booking System
A Review On QR-Code Based Ticket Booking System
Joe Andelija
 
Design and implementation a network mobile application for plants shopping ce...
Design and implementation a network mobile application for plants shopping ce...Design and implementation a network mobile application for plants shopping ce...
Design and implementation a network mobile application for plants shopping ce...
IJECEIAES
 
IRJET - Smart License Generation in RTO
IRJET - Smart License Generation in RTOIRJET - Smart License Generation in RTO
IRJET - Smart License Generation in RTO
IRJET Journal
 
Secure Bus-Ticketing System using NFC
Secure Bus-Ticketing System using NFCSecure Bus-Ticketing System using NFC
Secure Bus-Ticketing System using NFC
IJERA Editor
 
Automation in Ticketing System for A Modern Transport
Automation in Ticketing System for A Modern TransportAutomation in Ticketing System for A Modern Transport
Automation in Ticketing System for A Modern Transport
IRJET Journal
 
Improvement of a PIN-Entry Method Resilient to ShoulderSurfing and Recording ...
Improvement of a PIN-Entry Method Resilient to ShoulderSurfing and Recording ...Improvement of a PIN-Entry Method Resilient to ShoulderSurfing and Recording ...
Improvement of a PIN-Entry Method Resilient to ShoulderSurfing and Recording ...
IJRTEMJOURNAL
 
F B ASED T ALKING S IGNAGE FOR B LIND N AVIGATION
F B ASED  T ALKING  S IGNAGE FOR  B LIND  N AVIGATIONF B ASED  T ALKING  S IGNAGE FOR  B LIND  N AVIGATION
F B ASED T ALKING S IGNAGE FOR B LIND N AVIGATION
IJCI JOURNAL
 
Smart Card Implementation in Road Transportation
Smart Card Implementation in Road TransportationSmart Card Implementation in Road Transportation
Smart Card Implementation in Road Transportation
BRNSSPublicationHubI
 
EZ-PASS
EZ-PASSEZ-PASS
Smart Ticketing System for Public Transport
Smart Ticketing System for Public TransportSmart Ticketing System for Public Transport
Smart Ticketing System for Public Transport
IRJET Journal
 
SMART BUS TICKET RESERVATION SYSTEM
SMART BUS TICKET RESERVATION SYSTEMSMART BUS TICKET RESERVATION SYSTEM
SMART BUS TICKET RESERVATION SYSTEM
IRJET Journal
 
3M Secure Transportation System.
3M Secure Transportation System.3M Secure Transportation System.
3M Secure Transportation System.
IRJET Journal
 
IRIS Recognition Based Authentication System In ATM
IRIS Recognition Based Authentication System In ATMIRIS Recognition Based Authentication System In ATM
IRIS Recognition Based Authentication System In ATM
IJTET Journal
 
Smart Barcode Authentication System Using Python
Smart Barcode Authentication System Using PythonSmart Barcode Authentication System Using Python
Smart Barcode Authentication System Using Python
IRJET Journal
 
CREDIT CARD FRAUD DETECTION USING ARTIFICIAL NEURAL NETWORK (ANN) ALGORITHM
CREDIT CARD FRAUD DETECTION USING ARTIFICIAL NEURAL NETWORK (ANN) ALGORITHMCREDIT CARD FRAUD DETECTION USING ARTIFICIAL NEURAL NETWORK (ANN) ALGORITHM
CREDIT CARD FRAUD DETECTION USING ARTIFICIAL NEURAL NETWORK (ANN) ALGORITHM
IRJET Journal
 
Fingerprint Based Smart Pay and Accident Alert System
Fingerprint Based Smart Pay and Accident Alert SystemFingerprint Based Smart Pay and Accident Alert System
Fingerprint Based Smart Pay and Accident Alert System
IJTET Journal
 

Similar to Smart Verification of Passenger using AI (20)

Face Recognition Using ML in Public Transports
Face Recognition Using ML in Public TransportsFace Recognition Using ML in Public Transports
Face Recognition Using ML in Public Transports
 
Foolproof Ticketing System Management for Bus
Foolproof Ticketing System Management for BusFoolproof Ticketing System Management for Bus
Foolproof Ticketing System Management for Bus
 
Pay-Cloak:Biometric
Pay-Cloak:BiometricPay-Cloak:Biometric
Pay-Cloak:Biometric
 
IRJET- High Security in Automated Fare Collection for TollSystem with NFC usi...
IRJET- High Security in Automated Fare Collection for TollSystem with NFC usi...IRJET- High Security in Automated Fare Collection for TollSystem with NFC usi...
IRJET- High Security in Automated Fare Collection for TollSystem with NFC usi...
 
A Review On QR-Code Based Ticket Booking System
A Review On QR-Code Based Ticket Booking SystemA Review On QR-Code Based Ticket Booking System
A Review On QR-Code Based Ticket Booking System
 
Design and implementation a network mobile application for plants shopping ce...
Design and implementation a network mobile application for plants shopping ce...Design and implementation a network mobile application for plants shopping ce...
Design and implementation a network mobile application for plants shopping ce...
 
IRJET - Smart License Generation in RTO
IRJET - Smart License Generation in RTOIRJET - Smart License Generation in RTO
IRJET - Smart License Generation in RTO
 
Secure Bus-Ticketing System using NFC
Secure Bus-Ticketing System using NFCSecure Bus-Ticketing System using NFC
Secure Bus-Ticketing System using NFC
 
Automation in Ticketing System for A Modern Transport
Automation in Ticketing System for A Modern TransportAutomation in Ticketing System for A Modern Transport
Automation in Ticketing System for A Modern Transport
 
Improvement of a PIN-Entry Method Resilient to ShoulderSurfing and Recording ...
Improvement of a PIN-Entry Method Resilient to ShoulderSurfing and Recording ...Improvement of a PIN-Entry Method Resilient to ShoulderSurfing and Recording ...
Improvement of a PIN-Entry Method Resilient to ShoulderSurfing and Recording ...
 
F B ASED T ALKING S IGNAGE FOR B LIND N AVIGATION
F B ASED  T ALKING  S IGNAGE FOR  B LIND  N AVIGATIONF B ASED  T ALKING  S IGNAGE FOR  B LIND  N AVIGATION
F B ASED T ALKING S IGNAGE FOR B LIND N AVIGATION
 
Smart Card Implementation in Road Transportation
Smart Card Implementation in Road TransportationSmart Card Implementation in Road Transportation
Smart Card Implementation in Road Transportation
 
EZ-PASS
EZ-PASSEZ-PASS
EZ-PASS
 
Smart Ticketing System for Public Transport
Smart Ticketing System for Public TransportSmart Ticketing System for Public Transport
Smart Ticketing System for Public Transport
 
SMART BUS TICKET RESERVATION SYSTEM
SMART BUS TICKET RESERVATION SYSTEMSMART BUS TICKET RESERVATION SYSTEM
SMART BUS TICKET RESERVATION SYSTEM
 
3M Secure Transportation System.
3M Secure Transportation System.3M Secure Transportation System.
3M Secure Transportation System.
 
IRIS Recognition Based Authentication System In ATM
IRIS Recognition Based Authentication System In ATMIRIS Recognition Based Authentication System In ATM
IRIS Recognition Based Authentication System In ATM
 
Smart Barcode Authentication System Using Python
Smart Barcode Authentication System Using PythonSmart Barcode Authentication System Using Python
Smart Barcode Authentication System Using Python
 
CREDIT CARD FRAUD DETECTION USING ARTIFICIAL NEURAL NETWORK (ANN) ALGORITHM
CREDIT CARD FRAUD DETECTION USING ARTIFICIAL NEURAL NETWORK (ANN) ALGORITHMCREDIT CARD FRAUD DETECTION USING ARTIFICIAL NEURAL NETWORK (ANN) ALGORITHM
CREDIT CARD FRAUD DETECTION USING ARTIFICIAL NEURAL NETWORK (ANN) ALGORITHM
 
Fingerprint Based Smart Pay and Accident Alert System
Fingerprint Based Smart Pay and Accident Alert SystemFingerprint Based Smart Pay and Accident Alert System
Fingerprint Based Smart Pay and Accident Alert System
 

More from ijtsrd

‘Six Sigma Technique’ A Journey Through its Implementation
‘Six Sigma Technique’ A Journey Through its Implementation‘Six Sigma Technique’ A Journey Through its Implementation
‘Six Sigma Technique’ A Journey Through its Implementation
ijtsrd
 
Edge Computing in Space Enhancing Data Processing and Communication for Space...
Edge Computing in Space Enhancing Data Processing and Communication for Space...Edge Computing in Space Enhancing Data Processing and Communication for Space...
Edge Computing in Space Enhancing Data Processing and Communication for Space...
ijtsrd
 
Dynamics of Communal Politics in 21st Century India Challenges and Prospects
Dynamics of Communal Politics in 21st Century India Challenges and ProspectsDynamics of Communal Politics in 21st Century India Challenges and Prospects
Dynamics of Communal Politics in 21st Century India Challenges and Prospects
ijtsrd
 
Assess Perspective and Knowledge of Healthcare Providers Towards Elehealth in...
Assess Perspective and Knowledge of Healthcare Providers Towards Elehealth in...Assess Perspective and Knowledge of Healthcare Providers Towards Elehealth in...
Assess Perspective and Knowledge of Healthcare Providers Towards Elehealth in...
ijtsrd
 
The Impact of Digital Media on the Decentralization of Power and the Erosion ...
The Impact of Digital Media on the Decentralization of Power and the Erosion ...The Impact of Digital Media on the Decentralization of Power and the Erosion ...
The Impact of Digital Media on the Decentralization of Power and the Erosion ...
ijtsrd
 
Online Voices, Offline Impact Ambedkars Ideals and Socio Political Inclusion ...
Online Voices, Offline Impact Ambedkars Ideals and Socio Political Inclusion ...Online Voices, Offline Impact Ambedkars Ideals and Socio Political Inclusion ...
Online Voices, Offline Impact Ambedkars Ideals and Socio Political Inclusion ...
ijtsrd
 
Problems and Challenges of Agro Entreprenurship A Study
Problems and Challenges of Agro Entreprenurship A StudyProblems and Challenges of Agro Entreprenurship A Study
Problems and Challenges of Agro Entreprenurship A Study
ijtsrd
 
Comparative Analysis of Total Corporate Disclosure of Selected IT Companies o...
Comparative Analysis of Total Corporate Disclosure of Selected IT Companies o...Comparative Analysis of Total Corporate Disclosure of Selected IT Companies o...
Comparative Analysis of Total Corporate Disclosure of Selected IT Companies o...
ijtsrd
 
The Impact of Educational Background and Professional Training on Human Right...
The Impact of Educational Background and Professional Training on Human Right...The Impact of Educational Background and Professional Training on Human Right...
The Impact of Educational Background and Professional Training on Human Right...
ijtsrd
 
A Study on the Effective Teaching Learning Process in English Curriculum at t...
A Study on the Effective Teaching Learning Process in English Curriculum at t...A Study on the Effective Teaching Learning Process in English Curriculum at t...
A Study on the Effective Teaching Learning Process in English Curriculum at t...
ijtsrd
 
The Role of Mentoring and Its Influence on the Effectiveness of the Teaching ...
The Role of Mentoring and Its Influence on the Effectiveness of the Teaching ...The Role of Mentoring and Its Influence on the Effectiveness of the Teaching ...
The Role of Mentoring and Its Influence on the Effectiveness of the Teaching ...
ijtsrd
 
Design Simulation and Hardware Construction of an Arduino Microcontroller Bas...
Design Simulation and Hardware Construction of an Arduino Microcontroller Bas...Design Simulation and Hardware Construction of an Arduino Microcontroller Bas...
Design Simulation and Hardware Construction of an Arduino Microcontroller Bas...
ijtsrd
 
Sustainable Energy by Paul A. Adekunte | Matthew N. O. Sadiku | Janet O. Sadiku
Sustainable Energy by Paul A. Adekunte | Matthew N. O. Sadiku | Janet O. SadikuSustainable Energy by Paul A. Adekunte | Matthew N. O. Sadiku | Janet O. Sadiku
Sustainable Energy by Paul A. Adekunte | Matthew N. O. Sadiku | Janet O. Sadiku
ijtsrd
 
Concepts for Sudan Survey Act Implementations Executive Regulations and Stand...
Concepts for Sudan Survey Act Implementations Executive Regulations and Stand...Concepts for Sudan Survey Act Implementations Executive Regulations and Stand...
Concepts for Sudan Survey Act Implementations Executive Regulations and Stand...
ijtsrd
 
Towards the Implementation of the Sudan Interpolated Geoid Model Khartoum Sta...
Towards the Implementation of the Sudan Interpolated Geoid Model Khartoum Sta...Towards the Implementation of the Sudan Interpolated Geoid Model Khartoum Sta...
Towards the Implementation of the Sudan Interpolated Geoid Model Khartoum Sta...
ijtsrd
 
Activating Geospatial Information for Sudans Sustainable Investment Map
Activating Geospatial Information for Sudans Sustainable Investment MapActivating Geospatial Information for Sudans Sustainable Investment Map
Activating Geospatial Information for Sudans Sustainable Investment Map
ijtsrd
 
Educational Unity Embracing Diversity for a Stronger Society
Educational Unity Embracing Diversity for a Stronger SocietyEducational Unity Embracing Diversity for a Stronger Society
Educational Unity Embracing Diversity for a Stronger Society
ijtsrd
 
Integration of Indian Indigenous Knowledge System in Management Prospects and...
Integration of Indian Indigenous Knowledge System in Management Prospects and...Integration of Indian Indigenous Knowledge System in Management Prospects and...
Integration of Indian Indigenous Knowledge System in Management Prospects and...
ijtsrd
 
DeepMask Transforming Face Mask Identification for Better Pandemic Control in...
DeepMask Transforming Face Mask Identification for Better Pandemic Control in...DeepMask Transforming Face Mask Identification for Better Pandemic Control in...
DeepMask Transforming Face Mask Identification for Better Pandemic Control in...
ijtsrd
 
Streamlining Data Collection eCRF Design and Machine Learning
Streamlining Data Collection eCRF Design and Machine LearningStreamlining Data Collection eCRF Design and Machine Learning
Streamlining Data Collection eCRF Design and Machine Learning
ijtsrd
 

More from ijtsrd (20)

‘Six Sigma Technique’ A Journey Through its Implementation
‘Six Sigma Technique’ A Journey Through its Implementation‘Six Sigma Technique’ A Journey Through its Implementation
‘Six Sigma Technique’ A Journey Through its Implementation
 
Edge Computing in Space Enhancing Data Processing and Communication for Space...
Edge Computing in Space Enhancing Data Processing and Communication for Space...Edge Computing in Space Enhancing Data Processing and Communication for Space...
Edge Computing in Space Enhancing Data Processing and Communication for Space...
 
Dynamics of Communal Politics in 21st Century India Challenges and Prospects
Dynamics of Communal Politics in 21st Century India Challenges and ProspectsDynamics of Communal Politics in 21st Century India Challenges and Prospects
Dynamics of Communal Politics in 21st Century India Challenges and Prospects
 
Assess Perspective and Knowledge of Healthcare Providers Towards Elehealth in...
Assess Perspective and Knowledge of Healthcare Providers Towards Elehealth in...Assess Perspective and Knowledge of Healthcare Providers Towards Elehealth in...
Assess Perspective and Knowledge of Healthcare Providers Towards Elehealth in...
 
The Impact of Digital Media on the Decentralization of Power and the Erosion ...
The Impact of Digital Media on the Decentralization of Power and the Erosion ...The Impact of Digital Media on the Decentralization of Power and the Erosion ...
The Impact of Digital Media on the Decentralization of Power and the Erosion ...
 
Online Voices, Offline Impact Ambedkars Ideals and Socio Political Inclusion ...
Online Voices, Offline Impact Ambedkars Ideals and Socio Political Inclusion ...Online Voices, Offline Impact Ambedkars Ideals and Socio Political Inclusion ...
Online Voices, Offline Impact Ambedkars Ideals and Socio Political Inclusion ...
 
Problems and Challenges of Agro Entreprenurship A Study
Problems and Challenges of Agro Entreprenurship A StudyProblems and Challenges of Agro Entreprenurship A Study
Problems and Challenges of Agro Entreprenurship A Study
 
Comparative Analysis of Total Corporate Disclosure of Selected IT Companies o...
Comparative Analysis of Total Corporate Disclosure of Selected IT Companies o...Comparative Analysis of Total Corporate Disclosure of Selected IT Companies o...
Comparative Analysis of Total Corporate Disclosure of Selected IT Companies o...
 
The Impact of Educational Background and Professional Training on Human Right...
The Impact of Educational Background and Professional Training on Human Right...The Impact of Educational Background and Professional Training on Human Right...
The Impact of Educational Background and Professional Training on Human Right...
 
A Study on the Effective Teaching Learning Process in English Curriculum at t...
A Study on the Effective Teaching Learning Process in English Curriculum at t...A Study on the Effective Teaching Learning Process in English Curriculum at t...
A Study on the Effective Teaching Learning Process in English Curriculum at t...
 
The Role of Mentoring and Its Influence on the Effectiveness of the Teaching ...
The Role of Mentoring and Its Influence on the Effectiveness of the Teaching ...The Role of Mentoring and Its Influence on the Effectiveness of the Teaching ...
The Role of Mentoring and Its Influence on the Effectiveness of the Teaching ...
 
Design Simulation and Hardware Construction of an Arduino Microcontroller Bas...
Design Simulation and Hardware Construction of an Arduino Microcontroller Bas...Design Simulation and Hardware Construction of an Arduino Microcontroller Bas...
Design Simulation and Hardware Construction of an Arduino Microcontroller Bas...
 
Sustainable Energy by Paul A. Adekunte | Matthew N. O. Sadiku | Janet O. Sadiku
Sustainable Energy by Paul A. Adekunte | Matthew N. O. Sadiku | Janet O. SadikuSustainable Energy by Paul A. Adekunte | Matthew N. O. Sadiku | Janet O. Sadiku
Sustainable Energy by Paul A. Adekunte | Matthew N. O. Sadiku | Janet O. Sadiku
 
Concepts for Sudan Survey Act Implementations Executive Regulations and Stand...
Concepts for Sudan Survey Act Implementations Executive Regulations and Stand...Concepts for Sudan Survey Act Implementations Executive Regulations and Stand...
Concepts for Sudan Survey Act Implementations Executive Regulations and Stand...
 
Towards the Implementation of the Sudan Interpolated Geoid Model Khartoum Sta...
Towards the Implementation of the Sudan Interpolated Geoid Model Khartoum Sta...Towards the Implementation of the Sudan Interpolated Geoid Model Khartoum Sta...
Towards the Implementation of the Sudan Interpolated Geoid Model Khartoum Sta...
 
Activating Geospatial Information for Sudans Sustainable Investment Map
Activating Geospatial Information for Sudans Sustainable Investment MapActivating Geospatial Information for Sudans Sustainable Investment Map
Activating Geospatial Information for Sudans Sustainable Investment Map
 
Educational Unity Embracing Diversity for a Stronger Society
Educational Unity Embracing Diversity for a Stronger SocietyEducational Unity Embracing Diversity for a Stronger Society
Educational Unity Embracing Diversity for a Stronger Society
 
Integration of Indian Indigenous Knowledge System in Management Prospects and...
Integration of Indian Indigenous Knowledge System in Management Prospects and...Integration of Indian Indigenous Knowledge System in Management Prospects and...
Integration of Indian Indigenous Knowledge System in Management Prospects and...
 
DeepMask Transforming Face Mask Identification for Better Pandemic Control in...
DeepMask Transforming Face Mask Identification for Better Pandemic Control in...DeepMask Transforming Face Mask Identification for Better Pandemic Control in...
DeepMask Transforming Face Mask Identification for Better Pandemic Control in...
 
Streamlining Data Collection eCRF Design and Machine Learning
Streamlining Data Collection eCRF Design and Machine LearningStreamlining Data Collection eCRF Design and Machine Learning
Streamlining Data Collection eCRF Design and Machine Learning
 

Recently uploaded

The Challenger.pdf DNHS Official Publication
The Challenger.pdf DNHS Official PublicationThe Challenger.pdf DNHS Official Publication
The Challenger.pdf DNHS Official Publication
Delapenabediema
 
How to Break the cycle of negative Thoughts
How to Break the cycle of negative ThoughtsHow to Break the cycle of negative Thoughts
How to Break the cycle of negative Thoughts
Col Mukteshwar Prasad
 
Chapter 3 - Islamic Banking Products and Services.pptx
Chapter 3 - Islamic Banking Products and Services.pptxChapter 3 - Islamic Banking Products and Services.pptx
Chapter 3 - Islamic Banking Products and Services.pptx
Mohd Adib Abd Muin, Senior Lecturer at Universiti Utara Malaysia
 
2024.06.01 Introducing a competency framework for languag learning materials ...
2024.06.01 Introducing a competency framework for languag learning materials ...2024.06.01 Introducing a competency framework for languag learning materials ...
2024.06.01 Introducing a competency framework for languag learning materials ...
Sandy Millin
 
Sha'Carri Richardson Presentation 202345
Sha'Carri Richardson Presentation 202345Sha'Carri Richardson Presentation 202345
Sha'Carri Richardson Presentation 202345
beazzy04
 
special B.ed 2nd year old paper_20240531.pdf
special B.ed 2nd year old paper_20240531.pdfspecial B.ed 2nd year old paper_20240531.pdf
special B.ed 2nd year old paper_20240531.pdf
Special education needs
 
The approach at University of Liverpool.pptx
The approach at University of Liverpool.pptxThe approach at University of Liverpool.pptx
The approach at University of Liverpool.pptx
Jisc
 
How to Split Bills in the Odoo 17 POS Module
How to Split Bills in the Odoo 17 POS ModuleHow to Split Bills in the Odoo 17 POS Module
How to Split Bills in the Odoo 17 POS Module
Celine George
 
Home assignment II on Spectroscopy 2024 Answers.pdf
Home assignment II on Spectroscopy 2024 Answers.pdfHome assignment II on Spectroscopy 2024 Answers.pdf
Home assignment II on Spectroscopy 2024 Answers.pdf
Tamralipta Mahavidyalaya
 
Sectors of the Indian Economy - Class 10 Study Notes pdf
Sectors of the Indian Economy - Class 10 Study Notes pdfSectors of the Indian Economy - Class 10 Study Notes pdf
Sectors of the Indian Economy - Class 10 Study Notes pdf
Vivekanand Anglo Vedic Academy
 
Template Jadual Bertugas Kelas (Boleh Edit)
Template Jadual Bertugas Kelas (Boleh Edit)Template Jadual Bertugas Kelas (Boleh Edit)
Template Jadual Bertugas Kelas (Boleh Edit)
rosedainty
 
Unit 2- Research Aptitude (UGC NET Paper I).pdf
Unit 2- Research Aptitude (UGC NET Paper I).pdfUnit 2- Research Aptitude (UGC NET Paper I).pdf
Unit 2- Research Aptitude (UGC NET Paper I).pdf
Thiyagu K
 
Cambridge International AS A Level Biology Coursebook - EBook (MaryFosbery J...
Cambridge International AS  A Level Biology Coursebook - EBook (MaryFosbery J...Cambridge International AS  A Level Biology Coursebook - EBook (MaryFosbery J...
Cambridge International AS A Level Biology Coursebook - EBook (MaryFosbery J...
AzmatAli747758
 
Unit 8 - Information and Communication Technology (Paper I).pdf
Unit 8 - Information and Communication Technology (Paper I).pdfUnit 8 - Information and Communication Technology (Paper I).pdf
Unit 8 - Information and Communication Technology (Paper I).pdf
Thiyagu K
 
Mule 4.6 & Java 17 Upgrade | MuleSoft Mysore Meetup #46
Mule 4.6 & Java 17 Upgrade | MuleSoft Mysore Meetup #46Mule 4.6 & Java 17 Upgrade | MuleSoft Mysore Meetup #46
Mule 4.6 & Java 17 Upgrade | MuleSoft Mysore Meetup #46
MysoreMuleSoftMeetup
 
CLASS 11 CBSE B.St Project AIDS TO TRADE - INSURANCE
CLASS 11 CBSE B.St Project AIDS TO TRADE - INSURANCECLASS 11 CBSE B.St Project AIDS TO TRADE - INSURANCE
CLASS 11 CBSE B.St Project AIDS TO TRADE - INSURANCE
BhavyaRajput3
 
PART A. Introduction to Costumer Service
PART A. Introduction to Costumer ServicePART A. Introduction to Costumer Service
PART A. Introduction to Costumer Service
PedroFerreira53928
 
Basic phrases for greeting and assisting costumers
Basic phrases for greeting and assisting costumersBasic phrases for greeting and assisting costumers
Basic phrases for greeting and assisting costumers
PedroFerreira53928
 
TESDA TM1 REVIEWER FOR NATIONAL ASSESSMENT WRITTEN AND ORAL QUESTIONS WITH A...
TESDA TM1 REVIEWER  FOR NATIONAL ASSESSMENT WRITTEN AND ORAL QUESTIONS WITH A...TESDA TM1 REVIEWER  FOR NATIONAL ASSESSMENT WRITTEN AND ORAL QUESTIONS WITH A...
TESDA TM1 REVIEWER FOR NATIONAL ASSESSMENT WRITTEN AND ORAL QUESTIONS WITH A...
EugeneSaldivar
 
Students, digital devices and success - Andreas Schleicher - 27 May 2024..pptx
Students, digital devices and success - Andreas Schleicher - 27 May 2024..pptxStudents, digital devices and success - Andreas Schleicher - 27 May 2024..pptx
Students, digital devices and success - Andreas Schleicher - 27 May 2024..pptx
EduSkills OECD
 

Recently uploaded (20)

The Challenger.pdf DNHS Official Publication
The Challenger.pdf DNHS Official PublicationThe Challenger.pdf DNHS Official Publication
The Challenger.pdf DNHS Official Publication
 
How to Break the cycle of negative Thoughts
How to Break the cycle of negative ThoughtsHow to Break the cycle of negative Thoughts
How to Break the cycle of negative Thoughts
 
Chapter 3 - Islamic Banking Products and Services.pptx
Chapter 3 - Islamic Banking Products and Services.pptxChapter 3 - Islamic Banking Products and Services.pptx
Chapter 3 - Islamic Banking Products and Services.pptx
 
2024.06.01 Introducing a competency framework for languag learning materials ...
2024.06.01 Introducing a competency framework for languag learning materials ...2024.06.01 Introducing a competency framework for languag learning materials ...
2024.06.01 Introducing a competency framework for languag learning materials ...
 
Sha'Carri Richardson Presentation 202345
Sha'Carri Richardson Presentation 202345Sha'Carri Richardson Presentation 202345
Sha'Carri Richardson Presentation 202345
 
special B.ed 2nd year old paper_20240531.pdf
special B.ed 2nd year old paper_20240531.pdfspecial B.ed 2nd year old paper_20240531.pdf
special B.ed 2nd year old paper_20240531.pdf
 
The approach at University of Liverpool.pptx
The approach at University of Liverpool.pptxThe approach at University of Liverpool.pptx
The approach at University of Liverpool.pptx
 
How to Split Bills in the Odoo 17 POS Module
How to Split Bills in the Odoo 17 POS ModuleHow to Split Bills in the Odoo 17 POS Module
How to Split Bills in the Odoo 17 POS Module
 
Home assignment II on Spectroscopy 2024 Answers.pdf
Home assignment II on Spectroscopy 2024 Answers.pdfHome assignment II on Spectroscopy 2024 Answers.pdf
Home assignment II on Spectroscopy 2024 Answers.pdf
 
Sectors of the Indian Economy - Class 10 Study Notes pdf
Sectors of the Indian Economy - Class 10 Study Notes pdfSectors of the Indian Economy - Class 10 Study Notes pdf
Sectors of the Indian Economy - Class 10 Study Notes pdf
 
Template Jadual Bertugas Kelas (Boleh Edit)
Template Jadual Bertugas Kelas (Boleh Edit)Template Jadual Bertugas Kelas (Boleh Edit)
Template Jadual Bertugas Kelas (Boleh Edit)
 
Unit 2- Research Aptitude (UGC NET Paper I).pdf
Unit 2- Research Aptitude (UGC NET Paper I).pdfUnit 2- Research Aptitude (UGC NET Paper I).pdf
Unit 2- Research Aptitude (UGC NET Paper I).pdf
 
Cambridge International AS A Level Biology Coursebook - EBook (MaryFosbery J...
Cambridge International AS  A Level Biology Coursebook - EBook (MaryFosbery J...Cambridge International AS  A Level Biology Coursebook - EBook (MaryFosbery J...
Cambridge International AS A Level Biology Coursebook - EBook (MaryFosbery J...
 
Unit 8 - Information and Communication Technology (Paper I).pdf
Unit 8 - Information and Communication Technology (Paper I).pdfUnit 8 - Information and Communication Technology (Paper I).pdf
Unit 8 - Information and Communication Technology (Paper I).pdf
 
Mule 4.6 & Java 17 Upgrade | MuleSoft Mysore Meetup #46
Mule 4.6 & Java 17 Upgrade | MuleSoft Mysore Meetup #46Mule 4.6 & Java 17 Upgrade | MuleSoft Mysore Meetup #46
Mule 4.6 & Java 17 Upgrade | MuleSoft Mysore Meetup #46
 
CLASS 11 CBSE B.St Project AIDS TO TRADE - INSURANCE
CLASS 11 CBSE B.St Project AIDS TO TRADE - INSURANCECLASS 11 CBSE B.St Project AIDS TO TRADE - INSURANCE
CLASS 11 CBSE B.St Project AIDS TO TRADE - INSURANCE
 
PART A. Introduction to Costumer Service
PART A. Introduction to Costumer ServicePART A. Introduction to Costumer Service
PART A. Introduction to Costumer Service
 
Basic phrases for greeting and assisting costumers
Basic phrases for greeting and assisting costumersBasic phrases for greeting and assisting costumers
Basic phrases for greeting and assisting costumers
 
TESDA TM1 REVIEWER FOR NATIONAL ASSESSMENT WRITTEN AND ORAL QUESTIONS WITH A...
TESDA TM1 REVIEWER  FOR NATIONAL ASSESSMENT WRITTEN AND ORAL QUESTIONS WITH A...TESDA TM1 REVIEWER  FOR NATIONAL ASSESSMENT WRITTEN AND ORAL QUESTIONS WITH A...
TESDA TM1 REVIEWER FOR NATIONAL ASSESSMENT WRITTEN AND ORAL QUESTIONS WITH A...
 
Students, digital devices and success - Andreas Schleicher - 27 May 2024..pptx
Students, digital devices and success - Andreas Schleicher - 27 May 2024..pptxStudents, digital devices and success - Andreas Schleicher - 27 May 2024..pptx
Students, digital devices and success - Andreas Schleicher - 27 May 2024..pptx
 

Smart Verification of Passenger using AI

  • 1. International Journal of Trend in Scientific Research and Development (IJTSRD) Volume 5 Issue 1, November-December 2020 Available Online: www.ijtsrd.com e-ISSN: 2456 – 6470 @ IJTSRD | Unique Paper ID – IJTSRD38002 | Volume – 5 | Issue – 1 | November-December 2020 Page 799 Smart Verification of Passenger using AI Leman Kirme1, Vivek Jha1, Punit Chauhan1, Soumya Ranjan Mohanty1, Rahul Ghode2 1Student, 2HOD, 1,2Information Technology Department, Dhole Patil College of Engineering, Pune, Maharashtra, India ABSTRACT Modernization of railways has forever been an issue focused on the development of the fundamental infrastructure of a nation. Sincethe railways represent one of the most effective modes of transportofferedtothepeople,It is important to keep a check on the security issues that are arising in today’s world. According to the need there must be anupgradationinsystemsweuse. One such up gradation is that the role of Artificial Intelligence and e-ticketing that is achieved with the assistance of face recognition technology. This technology has been extensively employed as a biometric method and hence can be used for passenger verification. KEYWORD: Face recognition, Ticket verification, K-NearestNeighbours, OpenCV, Haar cascade classifier How to cite this paper: Leman Kirme | Vivek Jha | Punit Chauhan | Soumya Ranjan Mohanty | Rahul Ghode "Smart Verification of Passenger using AI" Published in International Journal of Trend in Scientific Research and Development(ijtsrd), ISSN: 2456-6470, Volume-5 | Issue-1, December 2020, pp.799-801, URL: www.ijtsrd.com/papers/ijtsrd38002.pdf Copyright © 2020 by author(s) and International Journal ofTrendinScientific Research and Development Journal. This is an Open Access article distributed under the terms of the Creative CommonsAttribution License (CC BY 4.0) (http://creativecommons.org/licenses/by/4.0) 1. INTRODUCTION The main objective of the project is to design a system for contactless verification of passenger and avoid black marketing in the ticket booking system so that the passengers can enjoy a Hassle-free and delightful journey. Ticketing system for railways was introduced to manifest and authorize valid commuters to suit one’s comfort, purpose or wants while travelling. In today’sscenariowhere the world is facing the Corona virus pandemic customers wish to have a “frictionless travel”, and a “frictionless experience”, whereas the current ticketing systems can discourage people from utilizing public transport as there is no such facility available. To overcome the this issues, we propose a ticket verification system using facial recognition that completely eliminates the idea of using paper tickets and will also be use full for stoping illegal business in tickets booking. 2. MOTIVATION In today’s world where everyone is facing Covid-19 pandemic people want a frictionless service to avoid getting affected from the virus. The proposed system helps us in providing the passenger a contact free service. Black marketing and using false identity document to book tickets is increasing day-by-day. If there isanyillegal activity done by the passenger we can track him easily using the facial image. Also people travelling without ticket will notbe allowed to board and hence it will reduce thecorruptionand provide good travel experience to the passengers. 3. LITERATURE SURVEY Various technologies have already been introduced in the past, some of them have been described in. According to some of the feasible technologies which can be used for railway ticketing are QR codes, NFC and BLE, each of them having their own pros and cons. Quick Response (QR) Codes allow the storageofinformation in a 2D barcode format, storing information both horizontally and vertically, thus carrying several hundred times more information than regular barcodes. These codes can be read by dedicated readers, or using smart phones as long as they have a camera and autofocus feature. Also, QR Codes have the advantage of being easily created and can be printed using a regular printer, thus making the process of physical distribution not expensive. Near Field Communication (NFC) is a short distance wireless technology, which comes embedded in some smart phones that allows users to exchange information with a smartcard or other NFC devices. A smart card consists of a passive NFC chip which can be read by a device called a reader which is an active NFC device. An NFC tag is, for instance, a small sticker containing an NFC chip, having stored data in it, that can be read or written by an active device. Bluetooth is a wireless technology, that exchanges data over short distances using radio transmissions. The most recent Bluetooth standard is called Bluetooth Smart, or Bluetooth Low Energy (BLE); it has several advantages over thetraditional standard,suchas lower power consumption and enhanced range, and it is IJTSRD38002
  • 2. International Journal of Trend in Scientific Research and Development (IJTSRD) @ www.ijtsrd.com eISSN: 2456-6470 @ IJTSRD | Unique Paper ID – IJTSRD38002 | Volume – 5 | Issue – 1 | November-December 2020 Page 800 being adopted by the recently released smartphones. These technologies have their own flaws,someofthembeingusage of paper, high cost, high user interaction, less secure etc. Another technology which was proposed in wastheusage of RFID, this technology uses radio signals to exchange data between a mobile device equipped with memory and a host computer. RFID system consists of two essential components: a tag and a reader. The tag is analogous to the barcode label and it comes in different shapes and sizes. It contains an antenna connected to a small microchip. The reader functions similar to a barcode scanner. However, barcode scanner uses laser beams where as the RFID reader uses electromagnetic waves. The drawback of this technology is that it is not cost effective as a huge initial investment is required to install RFID readersintheRailway Stations. Therefore, in this paper facial recognition technology is introduced to eliminate all the issuesfaceddue to the previously implemented technologies. 4. PROPOSED SYSTEM The proposed method is to use facial recognition. Facial recognition systemisa type ofbiometricidentification which is used to identify a person from the digital image of his/her face. A complete process is divided into three steps wherethefirst step is to find or create a database of faces with multiple images for each individual. The next step istodetectthefaces in the database and utilize them to train the face recognizer and the final step is to test the face recognizer which was trained to recognize the images. In the proposed system the new users have to register themselves to the site. While doing the registration images of the person will be capturedandtrained.Oncetheregistration is complete, the user can login any time and book a ticket. While booking a ticket the user has to fill the basic details such as source, destination, and date and soon. When the user goes to the railway station and walks through the gateway, the camera will detect the face of the user and check if the user has booked a ticket. If the user has booked a ticket, then the gateway opens and the user can pass through it and if the user hasn’t bought a ticket then the gateway will remain closed. In this way this system prevents people without a ticket from travelling and it also eliminates the usage of a physical ticket. 1. Step 1: Registration A new user has to register by entering the required details and the camera captures the image of the user which will be used for the verification. 2. Step 2: Login The registered users can login to the portal to book the tickets by entering the username and password, if either of the fields are incorrect then an error is thrown. 3. Step 3: Database Generation A database is created andall the details of theusersincluding their images are stored in it. The images of the users will be trained using a specific algorithm. 4. Step 4: Ticket Verification This phase takes place when the user walk sintothe gateway in the railway station. The camera installed above the gateway detects the user’s face and it checks with the database to verify if the user has booked a ticket. If the verification is true, then the user is permitted to enter the gateway otherwise the gateway will remain closed thus preventing the users without a ticket from proceeding with their journey. 5. SYSTEM ARCHITECTURE Fig.1 System Architecture 6. TECHNOLOGY STACK A. OpenCV It is a library of python bindings which is used to solve computervisionproblems.Thecv2moduleofOpenCVisusedfor reading and writing images from the video stream. B. K Nearest Neighbors (KNN) It is an algorithm used for classifying objects based on the closest training examples in a feature space. An object is classified by a majority vote of its neighbors, with the object being assigned to the class most common amongst its k nearest neighbors. C. Haar Cascade Classifier It is used for object detection; it detects the face in an image based on various features. It has a cascade function which is trained fromalotof positive and negative images, based on the training objects can be detected from other images. 7. CONCLUSION The system is expected to be fully automated, reliable, transparent and convenient. The whole system can be practically implemented for luxury trains and buses, airport bounded buses, metro stations, airports especiallyatcitiesin India. This helps to reduce chaos and ensures a smoother travel for passengers onboard. For commuters, traveling is unified, simplified, cost-effective and comfortable. Railwayauthoritiesonlyhavetoauthorizecommuters’travel, no wastage of paper, security of commuters is ensured, no cash money transaction needs to be done and less staff and resources are required. It is a practical and necessary up gradation to the Railwayswhichsolvesanumberofproblems in the current system. Such advancements are necessary considering the ever-increasing number of passengers in order to make travelling a more enjoyable experience.
  • 3. International Journal of Trend in Scientific Research and Development (IJTSRD) @ www.ijtsrd.com eISSN: 2456-6470 @ IJTSRD | Unique Paper ID – IJTSRD38002 | Volume – 5 | Issue – 1 | November-December 2020 Page 801 8. REFERENCES [1] Sharmila, Raman Sharma, Dhanajay Kumar, Kritika Gautham, “Performance Analysis Of Human Face Recognition Techniques” 2019 4th International Conference on Internet Of Things: Smart Innovation and Usages (IoT-SIU) [2] Jannat Binta Alam, Md. Momarul Islam,TaskeedJabid, Sabbir Ahmed, “System Development using Face Recognition” 2019 International Conference on Automation, Computational and Technology Management(ICACTM). [3] Vishakha Mehta, Sarika Khandelwal, Ashish Kumar Kumawat, “A Survey on Face Recognition” 20182 nd International Conferenceon TrendsinElectronicsand Informatics (ICOEI). [4] Lingxiao Wang, Yali Li, Shengjin Wang, “Feature Learning for One-Shot Recognition” 2018 25th IEEE International Conference on Image Processing(ICIP) [5] Prasun Chowdhury, Poulami Bala, Diptadeep Addy, Sumit Giri, Aritra Ray Chaudhuri, “RFID and Android based smart ticketing and destination announcement system”2016InternationalConferenceonAdvancesin Computing, Communications and Informatics (ICACCI). [6] Rui Couto, João Leal, Pedro Mauricio Costa, Teresa Galvão, “Exploring Ticketing Approaches Using Mobile Technologies: QR Codes, NFC and BLE” 2015 IEEE18th International Conference on Intelligent Transportation Systems. [7] Florian Schroff, Dmitry Kalenichenko, James Philbin, “Face Net: A unified embedding for face recognition and clustering’ 2015 IEEE Conference on Computer Vision and Pattern Recognition (CVPR). Rakesh Saini, Abhishek Saini, Deepak Agarwal,“AnalysisofDifferent Face Recognition Algorithms” 2014 International Journal of Engineering Research & Technology(IJERT).Neeti Jain, Nagesh Sharma, Nishant Kamboj, Ankur Kakani, “Analysis of Different Methods for Face Recognition” 2014 Journal of InnovativeComputerScience&EngineeringVolume1 Issue2