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International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 07 Issue: 03 | Mar 2020 www.irjet.net p-ISSN: 2395-0072
© 2020, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 3425
Automated Gate for Vehicular Entry Using Image Processing
Saurabh Charde1, Vaibhav Baddalwar1, Palash Dekate1, Pawan Chawda1, Ujjwala Wagh1,
Yogita.U. Chitriv1
1Department of Electronics and Telecommunication Engineering, Yeshwantrao Chavan College of Engineering
Nagpur, India
---------------------------------------------------------------------***---------------------------------------------------------------------
Abstract - This paper presents the study and research on
a construction of a fully autonomous entry gate for
vehicular access to a protected / guarded premise. Here we
have used Raspberry Pi 3B+ module for overall control of
hardware. First, we have installed OS Raspbian, and all the
other required packages like OpenCV, NumPy and Virtual
environment. The system is based on a Raspberry Pi module
which is interfaced to it via I2C bus. Here, in this pairing, the
Raspberry Pi module acts as the master. A python program
running on Raspberry Pi will be handling the entire logic for
the system. In this project we will be implementing OCR
(Optical Character Recognition) to extract the number plate
details which is linked with the unique Radio Frequency
Identification (RFID) of vehicle owner. Using OpenCV library
for processing the image through Python program from the
video feed of the web cam connected on a USB port of the
Raspberry Pi module. The OCR function will be implemented
using the OpenCV library for Digital Image Processing
through Python program
Key Words: Number plate details, RFID, OpenCV,
Tesseract OCR Engine
1. INTRODUCTION
Automated Gate for vehicular Entry Using Image
Processing is needed for fast, secure, efficient and cost-
effective application like fully autonomous entry gate for
vehicular access to a protected / guarded premise. Paper
presents the technique as any visitor to the premises
approaches the gate using the vehicle, the proximity
sensor on the gate boom will detect it and in response
activate RFID scanner and webcam. If the details are
generated from the database because RFID tag scan found
to be matching with authorised vehicle’s number plate-
numbers extracted from the live feed from webcam, the
gate boom will be raised by system or else alarm will be
raised, This process will carried out by Raspberry Pi with
the help of OpenCV and Tesseract OCR Engine. The guards
in the control room will a complete remote access to the
system. The concept of Digital Image Processing (DIP) is
used throughout the project. The number plate of the
vehicles is stored in the database.
Fig -1. System Block Diagram
1.1 LITERATURE REVIEW
Various methods, techniques and processes are available
and proposed by following authors:
Eltoum et al [1] proposed a system based on Vehicle
License Plate Recognition. Here, system used PIC16f877
microcontroller for primary function. Image processing is
done via MATLAB software to extract numbers from
vehicle’s number plate.
Meghana et al [2] presented the Image Recognition for
Automatic Number Plate Surveillance system. For number
plate recognition normal image processing methods are
used like Noise filtering, Image binarization, Edge
Detection, Template Matching, Histogram Approach, OCR
using Template Matching.
Agbemenu et al [3] proposed a technique for detecting the
four-wheeler vehicle number plate using OpenCV and
Tesseract. Image is captured and extraction is done for
standard Ghanaian number plate. Image processing is
done via Tesseract OCR Engine.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 07 Issue: 03 | Mar 2020 www.irjet.net p-ISSN: 2395-0072
© 2020, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 3426
Santosh et al [4] proposed a framework about how to
detect the number plate of different vehicles and storing
them in the database. This technique used-OpenCV,
python Library for program, TensorFlow-KNN and CNN
algorithms, MongoDB database for storing the vehicles
information.
Shah1 et al [5] presented fast responsive technique to
detect car’s number plate known as Car Licences Plate
Detection (CLPD). This based on character division, OCR
and format co-ordinating, MATLAB Simulink
Chauhan et al [6] proposed a system to identify the vehicle
number plate known as Automatic Number Plate
Recognition (ANPR). This system includes capturing of
number plate, extraction of numbers from plate by
utilizing the division procedure, MATLAB Software.
2. METHODOLOGY
The system is based on a Raspberry Pi module which is
interfaced to it via Inter-Integrated Circuit (I2C) bus. Here,
in this pairing, the Raspberry Pi module acts as the master.
A python program running on Raspberry Pi will be
handling the entire logic for the system. The USP of this
project/system is the implementation of OCR to extract
the number plate details from the video feed of the web
cam connected on a USB port of the Raspberry Pi module.
The OCR function will be implemented using the OpenCV
library for Digital Image Processing through Python
program. Tesseract is used for Text Extraction from the
processed image. General purpose I/O pins on Raspberry
Pi board are accessed using GPIO_zero library.
(a)When any visitor to the premise approaches the gate
with the tag on his/her vehicle, the proximity sensor on
the gate boom will detect it and in response activate the
RFID scanner and web cam.
(b)The Microcontroller connected to the Raspberry pi
module tries to scan the RFID tag. If the tag found is valid
then microcontroller sends tag number to Raspberry Pi
(Rpi).
(c)RPI checks the tag present in the database. If the tag
details found then RPI performs OCR operation on the
Web Cam to find the number plate details.
(d)If the details generated from the database because of
the RFID tag scan are found to be matching with those
deduced from the live video feed from the web-cam, the
gate-boom will be raised by the servo motor connected to
the microcontroller or else an alarm will be raised.
(e)Also, the guards in the control room will have complete
remote access to the system, wirelessly, so as to manually
override the decisions made by the system to grant access
to strangers whose details are not in database.
Fig -2. Operational Flowchart
3. RESULTS
As per the methodology this project gives the following
outputs:
(a)Vehicle as an object is sensed by proximity sensor
having 30cm range. It is a placed at the entry point of
gate.
(b)Driver of vehicle scan the unique RFID card that a
linked with the vehicle number.
(c)Whenever the unique RFID data allotted to the
authorized person match with the linked vehicle number
then and then only the boom open. Refer the below Fig-3
and Fig-4.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 07 Issue: 03 | Mar 2020 www.irjet.net p-ISSN: 2395-0072
© 2020, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 3427
Fig -3. An Authorised Entry
Fig -4. Displaying RFID and Vehicle Number with Matched
Status
(d)Otherwise boom does not open and vehicle will not
enter the premises. Refer the below images Fig.5 and
Fig.6
Fig -5. An Unauthorised Entry
Fig -6. Displaying RFID and Vehicle Number with
Mismatched Status
4. CONCLUSION
The proposed paper presented a system which solving the
problem of Security automatically. This has been achieved
by implementing optical character recognition technology
(OCR) extracting number plate details from live video feed
of web cam using Tesseract on Raspberry Pi module with
open CV library and a python program. The RFID
technology used in this model providing solution to allow
only the authorized vehicles to enter into the premises. It
is also increasing asset visibility. Here, Raspberry pi act as
master and microcontroller as slave. All the process is
handled by Raspberry pi. OpenCV with python libraries
helps for efficient and simple programming logics.
Tesseract OCR Engine is used for image processing using
OpenCV platform. Hence System is able to perform task on
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 07 Issue: 03 | Mar 2020 www.irjet.net p-ISSN: 2395-0072
© 2020, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 3428
vehicle number plate with high accuracy about 90%. This
system is cost effective, efficient, requires less
maintenance, easy to use, secure, independent.
REFERENCES
[1] Ismael Saad Eltoum, Zhaojun Xue, “Automatic Gate
Control System Based on Vehicle License Plate
Recognition”, International Journal of Engineering
Research & Technology (IJERT), ISSN: 2278-0181, Vol.
3 Issue 8, August – 2014.
[2] P.Meghana, S.SagarImambi, P.Sivateja, K. Sairam,”
Image Recognition for Automatic Number Plate
Surveillance”, International Journal of Innovative
Technology and Exploring Engineering (IJITEE) ISSN:
2278-3075, Volume-8 Issue-4, February 2019
[3] Andrew S. Agbemenu, Jepthah Yankey, Emest O. Addo,
“An Automatic Number Plate Recognition System
using OpenCV and Tesseract OCR Engine”,
International Journal of Computer-Applications,
Volume180NO43 May2018.
[4] B.Santosh, manoj, kumar, M.V.K.Prasad, K.Sripath Roy,
“University Campus Number Plate logging System”,
International Journal of Innovative Technology and
Exploring Engineering (IJITEE) ISSN: 2278-3075,
Volume-8 Issue-7, May, 2019
[5] Mr. A. N. Shah1, Ms. A. S. Gaikwad, “A Review-
Recognition of License Number Plate using Character
Segmentation and OCR with Template Matching”,
International Journal of Advanced Research in
Computer and Communication Engineering Vol. 5,
Issue 2, February 2016.
[6] Ms. Shilpi Chauhan and Vishal Srivastava, “MATLAB
Based Vehicle Number Plate Recognition”,
International Journal of Computational Intelligence
Research ISSN 0973-1873 Volume 13, Number 9
(2017), pp. 2283-2288 © Research India Publications.

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IRJET - Automated Gate for Vehicular Entry using Image Processing

  • 1. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 07 Issue: 03 | Mar 2020 www.irjet.net p-ISSN: 2395-0072 © 2020, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 3425 Automated Gate for Vehicular Entry Using Image Processing Saurabh Charde1, Vaibhav Baddalwar1, Palash Dekate1, Pawan Chawda1, Ujjwala Wagh1, Yogita.U. Chitriv1 1Department of Electronics and Telecommunication Engineering, Yeshwantrao Chavan College of Engineering Nagpur, India ---------------------------------------------------------------------***--------------------------------------------------------------------- Abstract - This paper presents the study and research on a construction of a fully autonomous entry gate for vehicular access to a protected / guarded premise. Here we have used Raspberry Pi 3B+ module for overall control of hardware. First, we have installed OS Raspbian, and all the other required packages like OpenCV, NumPy and Virtual environment. The system is based on a Raspberry Pi module which is interfaced to it via I2C bus. Here, in this pairing, the Raspberry Pi module acts as the master. A python program running on Raspberry Pi will be handling the entire logic for the system. In this project we will be implementing OCR (Optical Character Recognition) to extract the number plate details which is linked with the unique Radio Frequency Identification (RFID) of vehicle owner. Using OpenCV library for processing the image through Python program from the video feed of the web cam connected on a USB port of the Raspberry Pi module. The OCR function will be implemented using the OpenCV library for Digital Image Processing through Python program Key Words: Number plate details, RFID, OpenCV, Tesseract OCR Engine 1. INTRODUCTION Automated Gate for vehicular Entry Using Image Processing is needed for fast, secure, efficient and cost- effective application like fully autonomous entry gate for vehicular access to a protected / guarded premise. Paper presents the technique as any visitor to the premises approaches the gate using the vehicle, the proximity sensor on the gate boom will detect it and in response activate RFID scanner and webcam. If the details are generated from the database because RFID tag scan found to be matching with authorised vehicle’s number plate- numbers extracted from the live feed from webcam, the gate boom will be raised by system or else alarm will be raised, This process will carried out by Raspberry Pi with the help of OpenCV and Tesseract OCR Engine. The guards in the control room will a complete remote access to the system. The concept of Digital Image Processing (DIP) is used throughout the project. The number plate of the vehicles is stored in the database. Fig -1. System Block Diagram 1.1 LITERATURE REVIEW Various methods, techniques and processes are available and proposed by following authors: Eltoum et al [1] proposed a system based on Vehicle License Plate Recognition. Here, system used PIC16f877 microcontroller for primary function. Image processing is done via MATLAB software to extract numbers from vehicle’s number plate. Meghana et al [2] presented the Image Recognition for Automatic Number Plate Surveillance system. For number plate recognition normal image processing methods are used like Noise filtering, Image binarization, Edge Detection, Template Matching, Histogram Approach, OCR using Template Matching. Agbemenu et al [3] proposed a technique for detecting the four-wheeler vehicle number plate using OpenCV and Tesseract. Image is captured and extraction is done for standard Ghanaian number plate. Image processing is done via Tesseract OCR Engine.
  • 2. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 07 Issue: 03 | Mar 2020 www.irjet.net p-ISSN: 2395-0072 © 2020, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 3426 Santosh et al [4] proposed a framework about how to detect the number plate of different vehicles and storing them in the database. This technique used-OpenCV, python Library for program, TensorFlow-KNN and CNN algorithms, MongoDB database for storing the vehicles information. Shah1 et al [5] presented fast responsive technique to detect car’s number plate known as Car Licences Plate Detection (CLPD). This based on character division, OCR and format co-ordinating, MATLAB Simulink Chauhan et al [6] proposed a system to identify the vehicle number plate known as Automatic Number Plate Recognition (ANPR). This system includes capturing of number plate, extraction of numbers from plate by utilizing the division procedure, MATLAB Software. 2. METHODOLOGY The system is based on a Raspberry Pi module which is interfaced to it via Inter-Integrated Circuit (I2C) bus. Here, in this pairing, the Raspberry Pi module acts as the master. A python program running on Raspberry Pi will be handling the entire logic for the system. The USP of this project/system is the implementation of OCR to extract the number plate details from the video feed of the web cam connected on a USB port of the Raspberry Pi module. The OCR function will be implemented using the OpenCV library for Digital Image Processing through Python program. Tesseract is used for Text Extraction from the processed image. General purpose I/O pins on Raspberry Pi board are accessed using GPIO_zero library. (a)When any visitor to the premise approaches the gate with the tag on his/her vehicle, the proximity sensor on the gate boom will detect it and in response activate the RFID scanner and web cam. (b)The Microcontroller connected to the Raspberry pi module tries to scan the RFID tag. If the tag found is valid then microcontroller sends tag number to Raspberry Pi (Rpi). (c)RPI checks the tag present in the database. If the tag details found then RPI performs OCR operation on the Web Cam to find the number plate details. (d)If the details generated from the database because of the RFID tag scan are found to be matching with those deduced from the live video feed from the web-cam, the gate-boom will be raised by the servo motor connected to the microcontroller or else an alarm will be raised. (e)Also, the guards in the control room will have complete remote access to the system, wirelessly, so as to manually override the decisions made by the system to grant access to strangers whose details are not in database. Fig -2. Operational Flowchart 3. RESULTS As per the methodology this project gives the following outputs: (a)Vehicle as an object is sensed by proximity sensor having 30cm range. It is a placed at the entry point of gate. (b)Driver of vehicle scan the unique RFID card that a linked with the vehicle number. (c)Whenever the unique RFID data allotted to the authorized person match with the linked vehicle number then and then only the boom open. Refer the below Fig-3 and Fig-4.
  • 3. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 07 Issue: 03 | Mar 2020 www.irjet.net p-ISSN: 2395-0072 © 2020, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 3427 Fig -3. An Authorised Entry Fig -4. Displaying RFID and Vehicle Number with Matched Status (d)Otherwise boom does not open and vehicle will not enter the premises. Refer the below images Fig.5 and Fig.6 Fig -5. An Unauthorised Entry Fig -6. Displaying RFID and Vehicle Number with Mismatched Status 4. CONCLUSION The proposed paper presented a system which solving the problem of Security automatically. This has been achieved by implementing optical character recognition technology (OCR) extracting number plate details from live video feed of web cam using Tesseract on Raspberry Pi module with open CV library and a python program. The RFID technology used in this model providing solution to allow only the authorized vehicles to enter into the premises. It is also increasing asset visibility. Here, Raspberry pi act as master and microcontroller as slave. All the process is handled by Raspberry pi. OpenCV with python libraries helps for efficient and simple programming logics. Tesseract OCR Engine is used for image processing using OpenCV platform. Hence System is able to perform task on
  • 4. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 07 Issue: 03 | Mar 2020 www.irjet.net p-ISSN: 2395-0072 © 2020, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 3428 vehicle number plate with high accuracy about 90%. This system is cost effective, efficient, requires less maintenance, easy to use, secure, independent. REFERENCES [1] Ismael Saad Eltoum, Zhaojun Xue, “Automatic Gate Control System Based on Vehicle License Plate Recognition”, International Journal of Engineering Research & Technology (IJERT), ISSN: 2278-0181, Vol. 3 Issue 8, August – 2014. [2] P.Meghana, S.SagarImambi, P.Sivateja, K. Sairam,” Image Recognition for Automatic Number Plate Surveillance”, International Journal of Innovative Technology and Exploring Engineering (IJITEE) ISSN: 2278-3075, Volume-8 Issue-4, February 2019 [3] Andrew S. Agbemenu, Jepthah Yankey, Emest O. Addo, “An Automatic Number Plate Recognition System using OpenCV and Tesseract OCR Engine”, International Journal of Computer-Applications, Volume180NO43 May2018. [4] B.Santosh, manoj, kumar, M.V.K.Prasad, K.Sripath Roy, “University Campus Number Plate logging System”, International Journal of Innovative Technology and Exploring Engineering (IJITEE) ISSN: 2278-3075, Volume-8 Issue-7, May, 2019 [5] Mr. A. N. Shah1, Ms. A. S. Gaikwad, “A Review- Recognition of License Number Plate using Character Segmentation and OCR with Template Matching”, International Journal of Advanced Research in Computer and Communication Engineering Vol. 5, Issue 2, February 2016. [6] Ms. Shilpi Chauhan and Vishal Srivastava, “MATLAB Based Vehicle Number Plate Recognition”, International Journal of Computational Intelligence Research ISSN 0973-1873 Volume 13, Number 9 (2017), pp. 2283-2288 © Research India Publications.