The process of traffic monitoring is predominantly carried out manually in our country. Traffic monitoring encompasses a set of stringent rules to be followed while ensuring that there are no traffic jams at the juncture of roads. In this paper, a novel method is proposed to automate the traffic signal lights with the assistance of multiple CCTV cameras connected over the Internet to survey various roads at the junction. The process comprises two primary phases: Vehicle Detection System and Traffic Scheduling Algorithm. Vehicle Detection shall be carried out in Digital Image Processing (DIP) by applying a simple kernel-based Edge Detection in Spatial Domain followed by an algorithm to detect the perimeter of closed figures while simultaneously applying the concepts of Machine Learning to classify the vehicle type into the following categories of motorcycle, light motor vehicle, and heavy motor vehicle. Subsequent processes are carried out in a novel Traffic Scheduling Algorithm through the help of a hybrid Round Robin having a dynamic time slice obtained by using Longest Remaining Job First to periodically update the traffic signal lights to relax the traffic. Instead of turning on the green light for a fixed amount of time, the duration will be managed dynamically based on the amount of traffic in each road. Thus, the proposed system is aimed at reducing the jamming of roads by a huge extent.


    Zugriff

    Zugriff prüfen

    Verfügbarkeit in meiner Bibliothek prüfen

    Bestellung bei Subito €


    Exportieren, teilen und zitieren



    Titel :

    Automated Traffic Monitoring Using Image Vision


    Beteiligte:


    Erscheinungsdatum :

    2018-04-01


    Format / Umfang :

    2660295 byte




    Medientyp :

    Aufsatz (Konferenz)


    Format :

    Elektronische Ressource


    Sprache :

    Englisch



    Automated traffic monitoring system using computer vision

    Krishna, / Poddar, Madhav / Giridhar M K, et al. | IEEE | 2016


    Vision-Based Automated Traffic Signaling

    Mallika, H. / Vishruth, Y. S. / Venkat Sai Krishna, T. et al. | Springer Verlag | 2020


    AUTOMATED TRAFFIC MONITORING METHOD

    BUKHTIJAROV JURIJ VIKTOROVICH / BALABANOVA OL GA IGOREVNA | Europäisches Patentamt | 2015

    Freier Zugriff

    Automated Traffic Management Using Image Processing

    Anitha, K / Manjula, H M / Leelavathi, H P et al. | IEEE | 2023


    Computer vision-aided road traffic monitoring

    Ali,A.T. / Dagless,E.L. / Univ.of Bristol,GB | Kraftfahrwesen | 1991