Automatic Number Plate Recognition (ANPR) Based Parking Management System Using Machine Learning Algorithms

Authors

  • Rishabh Ashutosh Joshi
  • Vaibhavi Prakash Godse
  • Sheetal Rajapurkar

Keywords:

Smart Parking, Machine Learning, Artificial Intelligence, Traffic Management solution, Smart City solution, Parking Space Optimization, ANPR technology, Computer Vision, Pilferage Detection

Abstract

The increasing number of personal vehicles has led to an insufficiency of parking spaces throughout the globe. Traditional parking management systems lack security and cannot track pilferage. This also leads to traffic jams which ultimately reduce the flow of traffic significantly. Therefore, there is a need for a smart parking management solution that can optimize the use of parking spaces, reduce traffic congestion, and enhance the overall parking experience

This paper proposes a smart parking management solution that is based on an application of Computer Vision – ANPR: Automatic Number Plate Recognition or ALPR: Automatic Licence Plate Recognition. This system makes use of cameras and an ANPR engine that runs on ML algorithms.

The proposed solution was evaluated through a series of simulations and tests in a real-world environment. The results showed that the proposed system was able to optimize parking space utilization, reduce traffic congestion, and enhance the overall parking experience for users. The proposed system can be deployed in various parking environments such as shopping malls, airports, and public parking areas.

In conclusion, the proposed smart parking management solution based on ANPR technology can effectively address the challenges of traditional parking management methods and enhance the overall parking experience for users. The proposed system can be further improved through future research and development.

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References

Patel, C., Shah, D., & Patel, A. (May 2013). Automatic Number Plate Recognition System. International Journal of Computer Applications.

Singh, A., & Vaidya, S. P. (January 2019). Automated Parking Management System for Identifying Vehicle Number Plates. Indonesian Journal of Electrical Engineering and Computer Science.

A. Komarudin, A. T. Satria, W. Atmadja. (2015). Designing license plate identification through digital images with OpenCV. Procedia Computer Science.

Jadhav, G., Karande K. (2015). Automatic Vehicle Number Plate Recognition for Vehicle Parking. Computer Engineering and Intelligent Systems.

Khan, W., & Aalsalem, M. (2015). An Automated Vehicle Parking Monitoring and Management System Using ANPR Cameras. 17th International Conference on Advanced Communication Technology (ICACT).

Additional Files

Published

30-05-2023

How to Cite

Rishabh Ashutosh Joshi, Vaibhavi Prakash Godse, & Sheetal Rajapurkar. (2023). Automatic Number Plate Recognition (ANPR) Based Parking Management System Using Machine Learning Algorithms. Vidhyayana - An International Multidisciplinary Peer-Reviewed E-Journal - ISSN 2454-8596, 8(si7), 293–303. Retrieved from http://j.vidhyayanaejournal.org/index.php/journal/article/view/825