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International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 05 Issue: 12 | Dec 2018 www.irjet.net p-ISSN: 2395-0072
© 2018, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 700
Automatic Toll collection System Using ALPR and Biometrics system
Manshi S. Sadade1, Dhanashree H. Kale2, Vaibhav R. Khapare3, Vidya M. Hadpe4
1,2,3,4Student of BE Computer Science, L.G.N. Sapkal College of Engineering, Nashik
---------------------------------------------------------------------***----------------------------------------------------------------------
Abstract - Nowadays generally all highways toll system are
manually operated, where an employee collects cash from the
driver and provides a receipt. This procedure can be slow, and
that encounter traffic jams atthetollplazasonbusyhighways.
Automatic process of toll payment will save time, effort, and
man power by efficient technique called Electronic Toll
payment using Biometrics System that are automatically
collects the toll from moving vehicles when they cross the toll.
Automatic license plate recognition (ALPR) is the process of
capturing and extracting vehicles plate information from
vehicle number plate images or videos. The extracted
information is necessary for several everyday applications,
ranging from automated payment services justlikeasparking
and toll roads paymentcollectiontomorecriticalapplications,
like border crossing security and traffic surveillance systems.
We also assume that an each ownermaintainsabankaccount,
so that toll tax is deducted automatically from that account at
toll plaza. If the balance in the owners account is low or if the
vehicle is not equipped with an RF system, the toll gate
remains close.
Key Words: Automatic License plate recognition ALPR,
Radio Frequency Identification (RFID), Image
Processing, Electronic payment transaction, Electronic
Toll payment
1. INTRODUCTION
Nowadays generally all highways toll system are manually
operated, where an employee/workercollectscashfrom the
driver and provides a receipt. This procedure can be slow,
and encounter traffic jams at the toll plazas on busy
highways. Our system will save time, effort, and man power
because we are avoiding the manual task of collecting cash.
In this work propose a low cost and efficient technique
called Electronic Toll Collection using RFID modules that
automatically collects the toll from moving vehicles when
they cross the toll. We also assume that an owner maintains
a bank account, so that toll tax is deducted automatically
from that account at toll plaza. If the account balance is low
or if the vehicle is not supplied with an RF system, the toll
gate restrict to vehicle. In such a case vehicle owner will
have to pay the toll tax in cash and collect the receipt.
2. LITURATURE SURVEY
2.1 Automatic License Plate Recognition
A Comparative Study Automobiles are an necessary part of
our present life. Generally, license plates are used for
identication of every vehicle. Automatic License Plate
Recognition (ALPR)istheprocessofautomaticallyCapturing
number plate and extracting license plate information.
Access control systems, Parking entrance control, toll road
payment collection, and bordercrossingsecurityaresomeof
the many applications in this area where, ALPR can be
effectively utilized. However, perfect detection and reading
of license plate contents are vital in making ALPR successful
in any of these applications. The perfect reading of vehicle
number plate information from an image is a challenging
task due to following reasons. Depending on the acquisition
time, environment, and climate changes, the background of
the vehicle and lighting conditions may changes. The angle
between the vehicle and the camera can also changeandcan
have a signicant impact on accurate gettingofplatecontents.
In addition, different types of fonts, colors, use of
background images and plate standards make the task of
automatic license plate recognition quite challenging task.
2. 2 Automatic toll e-ticketing system for transportation
systems
The automatic toll e-ticketing system is the approach used
for the vehicle when it reaches the toll plaza, this is detected
by using Infrared Proximity Sensor. RFID tags are used to
read each vehicle with the help of RFID reader. An IR
receiver is used to receive these pulses and sends it to a
controller (MSP 430 Launch pad), which then transmits the
vehicle number through the RF transmitter located in
vehicle. We assume that vehicles have 16-bit identification
numbers. The RFID tags to readers read the signal and
information about vehicles owners. These RF signals are
received by an RF receiver at the toll plaza, which send data
to a computers parallel port. A software program
running on the computer retrieves vehicle details from its
vehicle database.
2.3 Development of a GPS-based highway toll collection
system
The necessity for vehicles to stop or slow down for toll fee
payment results in traffic congestion and reduces fuel
efficiency. Hence, a system that enables roaduserstopaythe
toll fees without stopping or slowing down was proposed
and developed. Hardwareandsoftwaredesignswerecarried
out to develop a Global Positioning System (GPS)-based
highway toll collection system. This system was developed
using a Raspberry Pi 2 microcontroller.
Different modules such as GPS module, Liquid Crystal
Display (LCD) module, speaker, wireless Wi-Fi router
modem and wireless Wi-Fi adapter were incorporated and
integrated with the microcontrollerto performa fewspecific
functions. In general, the system utilized GPS coordinates to
detect whether a vehicle passed through predefined
locations in the database and the travel details were
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 05 Issue: 12 | Dec 2018 www.irjet.net p-ISSN: 2395-0072
© 2018, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 701
recorded. The Raspberry Pi 2 microcontroller was
configured as a personal cloud server to allow online access
of travel logs. This developed system presents a different
approach for highway toll collection which eliminatestravel
delays and construction of expensive gantries or toll booths.
2.4 Smart toll collection system using embedded Linux
environment
Electronic Toll Collection system developed in India to save
the time by collecting the toll electronically instead of
manually. In order to provide zero delay toll collection
system, so many modern toll collection systems are used
like RF Tags based toll collection system, Barcode Scanner
based toll collection system, and number plate recognition
based toll collection system. As all the aforesaid systems are
reliable, but still it’s not defined as system without human
interaction. The paper presents smart toll collection system
using embedded Linux environment. The whole system is
balanced and focused to design and develop an entirely
automated license plate recognition system whichwill be an
excellent low-cost alternativetoall othersystems. The entire
system is design using embedded Linux development board
such as Raspberry Pi. The board is most suitable for
Implementing Image processing algorithm. In the suggested
system one webcam is interfaced with Raspberry Pi Board
which is used to capture the image of vehicle’s license plate
which will pass through the toll booth. These images of
license plates are processed through Optical Character
Recognition (OCR) engine such that image of license plate
will be converted into equivalent ASCII characters. This
extracted information will further send to the RTO server to
identify the type of vehicle and owner of the vehicle. The
retrieval information will once again send to the system
through GSMmoduleinterfacedwith raspberry pi.According
to the type of the vehicle the nominal toll will be deducted
from owner’s account. After receiving the notification
message on registered mobile number of the owner about
the deducted amount from owner’s registered account, the
barrier will open and vehicle is allowed to leave the toll
booth.
3. METHODOLOGY
The proposed system provides a base for implementing
automatic number plate detection using image processing
for toll collection at toll checkpoints. This system will helpin
saving time as well as help in reducing congestion at toll
checkpoints. This system will also help in monitoring any
fraudulent behaviour that takes place atthetoll checkpoints.
The proposed system will capture an image placedatthe toll
checkpoint and will perform certain processes to detect the
number plate of a vehicle. Following are the stepsthatneeds
to followed to detect a number plate.
A. Image Acquisition
B. Image Pre-processing
C. Licence Plate Localization
D. Character Segmentation
E. Character Recognition
3.1 Image Acquisition
The first step is to acquire the image from the camera. The
image can be captured using a high resolution camera.
3.2. Image Pre-processing
After acquisition of an image we need to perform certain
pre-processing techniques like gray scale conversion, noise
reduction, contrast enhancement to remove noises, low
contrast, and unwanted background.
License Plate localization: License plate region are localized
based on the features of the license plates. Localization can
be performed using the following steps.
I. Opening and Closing of Image
II. Image Binarization
III. Elimination of unwanted region
IV. Mapping of co-ordinates
Figure 1: Number Plate detection using image processing
3.3 Character Segmentation
Unwanted objects like dots or some noise needs to be
removed. After removing unwanted objects, dilation is
performed.
3.4 Character Recognition
Character Recognition is the final step in License Plate
Recognition. Two main components of License Plate
Recognition are Feature Extractor and Classifier.
3.4.1 Feature Extractor: Given a character image, the
feature extractor derives the features that the character
possesses. The derived features are then used as an input to
the character classifier.
3.4.2 Character Classifier: Classification is performed by
comparing an input character image with a set of templates
from each character class. Each
Comparison results in similarity measure betweentheinput
character and the template.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 05 Issue: 12 | Dec 2018 www.irjet.net p-ISSN: 2395-0072
© 2018, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 702
3.5 RFID
Radio-frequency identification (RFID) is a technology that
uses radio waves to transfer data from an electronic tag,
called RFID tag or label, attached to an object, through a
reader for the purpose of identifying and trackingtheobject.
Some RFID tags can be read from several meters away and
beyond the line of sight of the reader.
The application of bulk reading enables an almost-parallel
reading of tags. RFID tags can be either passive, active or
battery assisted passive. PassiveRFIDdoesnotusea battery,
while an active has an on-board battery that always
broadcasts or beacons its signal. A battery assisted passive
(BAP) has a small battery on board that is activated when in
the presence of a RFID reader. Most RFID tags contain at
least two parts: one is an integrated circuit for storing and
processing information, modulating and demodulating a
radio-frequency (RF) signal, and otherspecializedfunctions;
the other is an antenna for receiving and transmitting the
signal.
3.6 Biometric
Fingerprint Scanners is a fingerprint recognitiondevice’sfor
computer security equippedwiththefingerprintrecognition
module featuring with its superior performance, accuracy,
durability based on uniquefingerprint biometric technology.
4. CONCLUSION
In this research paper, we have discussed the image
processing technique to implement the automated toll
collection in order to reduce congestion and fraudulent
behaviour at the toll checkpoints. Furtherwehavediscussed
the working of the proposed systemincludingthesmartcard
implementation and the automated deduction of the toll
from the vehicle owner’sbank account.Theproposedsystem
will help in reduce the human intervention at the toll
collection areas. The purpose of this research paper was to
improvise the toll collection as well as implement a system
for smart card users as smart cards is being used by many
people in order to avoid physical cash.
REFERENCES
[1] C-NE Anagnostopoulos, I. E Anagnostopoulos, I. D
Psoroulas, V. Loumos, and E. Kayafas. License plate
recognition from still images and video sequences: A
survey. Intelligent Transportation Systems, IEEE Trans.
On,9(3):377391, 2008
[2] S. L. Chang, L. S. Chen, Y. C. Chung, and S. Chen.
Automatic license plate recognition. Intelligent
Transportation Systems, IEEE Trans. on, 5(1):4253,
2004.
[3] M. Ghazal and H. Hajjdiab. License plate automatic
detection and recognition using level sets and neural
networks. In Communications, Signal Processing, and
their Applications (ICCSPA), 2013 1st Intl. Conf. on,
pages 15, Feb 2013.
S. Du, M. Ibrahim, M. Shehata, andW.Badawy.Automatic
license plate recognition (alpr): A state-of-the-art
review. Circuits and Systems forVideo Technology,IEEE
Trans. on, 23(2):311325, 2013.
[4] D. Zheng and J. Zhao, Y.and Wang. An efcient method of
license plate location. Pattern Recognition Letters,
26(15):24312438, 2005.
[5] C. N. E. Anagnostopoulos, I. E. Anagnostopoulos, V.
Loumos, and E. Kayafas. A license plate-recognition
algorithm for intelligent transportation system
applications. Intelligent Transportation Systems, IEEE
Trans. on, 7(3):3773922006

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IRJET- Automatic Toll Collection System using ALPR and Biometrics System

  • 1. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 05 Issue: 12 | Dec 2018 www.irjet.net p-ISSN: 2395-0072 © 2018, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 700 Automatic Toll collection System Using ALPR and Biometrics system Manshi S. Sadade1, Dhanashree H. Kale2, Vaibhav R. Khapare3, Vidya M. Hadpe4 1,2,3,4Student of BE Computer Science, L.G.N. Sapkal College of Engineering, Nashik ---------------------------------------------------------------------***---------------------------------------------------------------------- Abstract - Nowadays generally all highways toll system are manually operated, where an employee collects cash from the driver and provides a receipt. This procedure can be slow, and that encounter traffic jams atthetollplazasonbusyhighways. Automatic process of toll payment will save time, effort, and man power by efficient technique called Electronic Toll payment using Biometrics System that are automatically collects the toll from moving vehicles when they cross the toll. Automatic license plate recognition (ALPR) is the process of capturing and extracting vehicles plate information from vehicle number plate images or videos. The extracted information is necessary for several everyday applications, ranging from automated payment services justlikeasparking and toll roads paymentcollectiontomorecriticalapplications, like border crossing security and traffic surveillance systems. We also assume that an each ownermaintainsabankaccount, so that toll tax is deducted automatically from that account at toll plaza. If the balance in the owners account is low or if the vehicle is not equipped with an RF system, the toll gate remains close. Key Words: Automatic License plate recognition ALPR, Radio Frequency Identification (RFID), Image Processing, Electronic payment transaction, Electronic Toll payment 1. INTRODUCTION Nowadays generally all highways toll system are manually operated, where an employee/workercollectscashfrom the driver and provides a receipt. This procedure can be slow, and encounter traffic jams at the toll plazas on busy highways. Our system will save time, effort, and man power because we are avoiding the manual task of collecting cash. In this work propose a low cost and efficient technique called Electronic Toll Collection using RFID modules that automatically collects the toll from moving vehicles when they cross the toll. We also assume that an owner maintains a bank account, so that toll tax is deducted automatically from that account at toll plaza. If the account balance is low or if the vehicle is not supplied with an RF system, the toll gate restrict to vehicle. In such a case vehicle owner will have to pay the toll tax in cash and collect the receipt. 2. LITURATURE SURVEY 2.1 Automatic License Plate Recognition A Comparative Study Automobiles are an necessary part of our present life. Generally, license plates are used for identication of every vehicle. Automatic License Plate Recognition (ALPR)istheprocessofautomaticallyCapturing number plate and extracting license plate information. Access control systems, Parking entrance control, toll road payment collection, and bordercrossingsecurityaresomeof the many applications in this area where, ALPR can be effectively utilized. However, perfect detection and reading of license plate contents are vital in making ALPR successful in any of these applications. The perfect reading of vehicle number plate information from an image is a challenging task due to following reasons. Depending on the acquisition time, environment, and climate changes, the background of the vehicle and lighting conditions may changes. The angle between the vehicle and the camera can also changeandcan have a signicant impact on accurate gettingofplatecontents. In addition, different types of fonts, colors, use of background images and plate standards make the task of automatic license plate recognition quite challenging task. 2. 2 Automatic toll e-ticketing system for transportation systems The automatic toll e-ticketing system is the approach used for the vehicle when it reaches the toll plaza, this is detected by using Infrared Proximity Sensor. RFID tags are used to read each vehicle with the help of RFID reader. An IR receiver is used to receive these pulses and sends it to a controller (MSP 430 Launch pad), which then transmits the vehicle number through the RF transmitter located in vehicle. We assume that vehicles have 16-bit identification numbers. The RFID tags to readers read the signal and information about vehicles owners. These RF signals are received by an RF receiver at the toll plaza, which send data to a computers parallel port. A software program running on the computer retrieves vehicle details from its vehicle database. 2.3 Development of a GPS-based highway toll collection system The necessity for vehicles to stop or slow down for toll fee payment results in traffic congestion and reduces fuel efficiency. Hence, a system that enables roaduserstopaythe toll fees without stopping or slowing down was proposed and developed. Hardwareandsoftwaredesignswerecarried out to develop a Global Positioning System (GPS)-based highway toll collection system. This system was developed using a Raspberry Pi 2 microcontroller. Different modules such as GPS module, Liquid Crystal Display (LCD) module, speaker, wireless Wi-Fi router modem and wireless Wi-Fi adapter were incorporated and integrated with the microcontrollerto performa fewspecific functions. In general, the system utilized GPS coordinates to detect whether a vehicle passed through predefined locations in the database and the travel details were
  • 2. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 05 Issue: 12 | Dec 2018 www.irjet.net p-ISSN: 2395-0072 © 2018, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 701 recorded. The Raspberry Pi 2 microcontroller was configured as a personal cloud server to allow online access of travel logs. This developed system presents a different approach for highway toll collection which eliminatestravel delays and construction of expensive gantries or toll booths. 2.4 Smart toll collection system using embedded Linux environment Electronic Toll Collection system developed in India to save the time by collecting the toll electronically instead of manually. In order to provide zero delay toll collection system, so many modern toll collection systems are used like RF Tags based toll collection system, Barcode Scanner based toll collection system, and number plate recognition based toll collection system. As all the aforesaid systems are reliable, but still it’s not defined as system without human interaction. The paper presents smart toll collection system using embedded Linux environment. The whole system is balanced and focused to design and develop an entirely automated license plate recognition system whichwill be an excellent low-cost alternativetoall othersystems. The entire system is design using embedded Linux development board such as Raspberry Pi. The board is most suitable for Implementing Image processing algorithm. In the suggested system one webcam is interfaced with Raspberry Pi Board which is used to capture the image of vehicle’s license plate which will pass through the toll booth. These images of license plates are processed through Optical Character Recognition (OCR) engine such that image of license plate will be converted into equivalent ASCII characters. This extracted information will further send to the RTO server to identify the type of vehicle and owner of the vehicle. The retrieval information will once again send to the system through GSMmoduleinterfacedwith raspberry pi.According to the type of the vehicle the nominal toll will be deducted from owner’s account. After receiving the notification message on registered mobile number of the owner about the deducted amount from owner’s registered account, the barrier will open and vehicle is allowed to leave the toll booth. 3. METHODOLOGY The proposed system provides a base for implementing automatic number plate detection using image processing for toll collection at toll checkpoints. This system will helpin saving time as well as help in reducing congestion at toll checkpoints. This system will also help in monitoring any fraudulent behaviour that takes place atthetoll checkpoints. The proposed system will capture an image placedatthe toll checkpoint and will perform certain processes to detect the number plate of a vehicle. Following are the stepsthatneeds to followed to detect a number plate. A. Image Acquisition B. Image Pre-processing C. Licence Plate Localization D. Character Segmentation E. Character Recognition 3.1 Image Acquisition The first step is to acquire the image from the camera. The image can be captured using a high resolution camera. 3.2. Image Pre-processing After acquisition of an image we need to perform certain pre-processing techniques like gray scale conversion, noise reduction, contrast enhancement to remove noises, low contrast, and unwanted background. License Plate localization: License plate region are localized based on the features of the license plates. Localization can be performed using the following steps. I. Opening and Closing of Image II. Image Binarization III. Elimination of unwanted region IV. Mapping of co-ordinates Figure 1: Number Plate detection using image processing 3.3 Character Segmentation Unwanted objects like dots or some noise needs to be removed. After removing unwanted objects, dilation is performed. 3.4 Character Recognition Character Recognition is the final step in License Plate Recognition. Two main components of License Plate Recognition are Feature Extractor and Classifier. 3.4.1 Feature Extractor: Given a character image, the feature extractor derives the features that the character possesses. The derived features are then used as an input to the character classifier. 3.4.2 Character Classifier: Classification is performed by comparing an input character image with a set of templates from each character class. Each Comparison results in similarity measure betweentheinput character and the template.
  • 3. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 05 Issue: 12 | Dec 2018 www.irjet.net p-ISSN: 2395-0072 © 2018, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 702 3.5 RFID Radio-frequency identification (RFID) is a technology that uses radio waves to transfer data from an electronic tag, called RFID tag or label, attached to an object, through a reader for the purpose of identifying and trackingtheobject. Some RFID tags can be read from several meters away and beyond the line of sight of the reader. The application of bulk reading enables an almost-parallel reading of tags. RFID tags can be either passive, active or battery assisted passive. PassiveRFIDdoesnotusea battery, while an active has an on-board battery that always broadcasts or beacons its signal. A battery assisted passive (BAP) has a small battery on board that is activated when in the presence of a RFID reader. Most RFID tags contain at least two parts: one is an integrated circuit for storing and processing information, modulating and demodulating a radio-frequency (RF) signal, and otherspecializedfunctions; the other is an antenna for receiving and transmitting the signal. 3.6 Biometric Fingerprint Scanners is a fingerprint recognitiondevice’sfor computer security equippedwiththefingerprintrecognition module featuring with its superior performance, accuracy, durability based on uniquefingerprint biometric technology. 4. CONCLUSION In this research paper, we have discussed the image processing technique to implement the automated toll collection in order to reduce congestion and fraudulent behaviour at the toll checkpoints. Furtherwehavediscussed the working of the proposed systemincludingthesmartcard implementation and the automated deduction of the toll from the vehicle owner’sbank account.Theproposedsystem will help in reduce the human intervention at the toll collection areas. The purpose of this research paper was to improvise the toll collection as well as implement a system for smart card users as smart cards is being used by many people in order to avoid physical cash. REFERENCES [1] C-NE Anagnostopoulos, I. E Anagnostopoulos, I. D Psoroulas, V. Loumos, and E. Kayafas. License plate recognition from still images and video sequences: A survey. Intelligent Transportation Systems, IEEE Trans. On,9(3):377391, 2008 [2] S. L. Chang, L. S. Chen, Y. C. Chung, and S. Chen. Automatic license plate recognition. Intelligent Transportation Systems, IEEE Trans. on, 5(1):4253, 2004. [3] M. Ghazal and H. Hajjdiab. License plate automatic detection and recognition using level sets and neural networks. In Communications, Signal Processing, and their Applications (ICCSPA), 2013 1st Intl. Conf. on, pages 15, Feb 2013. S. Du, M. Ibrahim, M. Shehata, andW.Badawy.Automatic license plate recognition (alpr): A state-of-the-art review. Circuits and Systems forVideo Technology,IEEE Trans. on, 23(2):311325, 2013. [4] D. Zheng and J. Zhao, Y.and Wang. An efcient method of license plate location. Pattern Recognition Letters, 26(15):24312438, 2005. [5] C. N. E. Anagnostopoulos, I. E. Anagnostopoulos, V. Loumos, and E. Kayafas. A license plate-recognition algorithm for intelligent transportation system applications. Intelligent Transportation Systems, IEEE Trans. on, 7(3):3773922006