Clustering vehicle movement in restricted area for security - an experimental analysis

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

Vehicle access in restricted or protected areas of a country involves phase wise collection of vehicle data in areas like diplomatic enclave. Thus, data gathering at each street junction produces an output that forms the input to the next junction. The analysis system thus developed is intended to be used by government agencies and other special task force to provide sound reports for legal proceeding against violations. In this research, two approaches namely SOM and K-means clustering are used to generate a low-dimensional discretized representation of the vehicle data in the original feature space. The objective is to generate access control for security purposes by providing an automated vehicle analysis based upon clustered data for quicker information on vehicle movement in a particular neighborhood. Comprehensive experimental results are presented to draw conclusions.

Original languageEnglish
Title of host publicationInternational Conference on Mathematical and Statistical Physics, Computational Science, Education, and Communication, ICMSCE 2022
EditorsLazim Abdullah, Norma bt Alias
PublisherSPIE
ISBN (Electronic)9781510664388
DOIs
Publication statusPublished - 2023
Event2022 International Conference on Mathematical and Statistical Physics, Computational Science, Education, and Communication, ICMSCE 2022 - Istanbul, Turkey
Duration: Dec 8 2022Dec 9 2022

Publication series

NameProceedings of SPIE - The International Society for Optical Engineering
Volume12616
ISSN (Print)0277-786X
ISSN (Electronic)1996-756X

Conference

Conference2022 International Conference on Mathematical and Statistical Physics, Computational Science, Education, and Communication, ICMSCE 2022
Country/TerritoryTurkey
CityIstanbul
Period12/8/2212/9/22

Keywords

  • Access control
  • Clustering
  • Security
  • Vehicle Movement

ASJC Scopus subject areas

  • Electronic, Optical and Magnetic Materials
  • Condensed Matter Physics
  • Computer Science Applications
  • Applied Mathematics
  • Electrical and Electronic Engineering

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