We propose deploying a fleet of five autonomous drones for surveillance at ports. These drones stream live video to a central server equipped with three transfer learning based machine learning models. The first model tracks and categorizes vessels, cross-referencing their Hull Identification Numbers (HIN) with the database. Identified vessels are marked in green; unknown ones trigger red alerts and are mapped on a website. Violators are blacklisted upon confirmation. The second model identifies land encroachments by comparing drone-captured images with reference ones, detecting deviations using the Structural Similarity Index Measure (SSIM). The third model detects vessel encroachments by monitoring HINs and alerting authorities if a vessel remains stationary for too long. Alerts for both land and vessel encroachments are sent to port authorities via a dedicated website and a mobile app. A real-time dashboard provides harbor vessel counts, encroachment alerts, recent violations, and weather updates for drone operations, offering comprehensive oversight of port activities. This solution integrates autonomous drones, machine learning, and a user-friendly dashboard to enhance port management.


    Zugriff

    Zugriff prüfen

    Verfügbarkeit in meiner Bibliothek prüfen

    Bestellung bei Subito €


    Exportieren, teilen und zitieren



    Titel :

    Drone Surveillance Integrated with Machine Learning for Enhanced Port Management


    Beteiligte:
    Gomathy, G (Autor:in) / Prabakaran, Gs (Autor:in) / Livisha, K (Autor:in) / Parasuram, S (Autor:in) / Akash Raj, R (Autor:in)


    Erscheinungsdatum :

    17.04.2024


    Format / Umfang :

    713425 byte




    Medientyp :

    Aufsatz (Konferenz)


    Format :

    Elektronische Ressource


    Sprache :

    Englisch



    ADVANCED DRONE PORT STATION FOR ENHANCED MAINTENANCE, MONITORING, AND SURVEILLANCE OPERATIONS

    ALGHANMI ABDULMALIK ABDULLAH / AI-QASIM ABDULAZIZ S | Europäisches Patentamt | 2024

    Freier Zugriff

    ADVANCED DRONE PORT STATION FOR ENHANCED MAINTENANCE, MONITORING, AND SURVEILLANCE OPERATIONS

    ALGHANMI ABDULMALIK / AL-QASIM ABDULAZIZ | Europäisches Patentamt | 2024

    Freier Zugriff

    VEHICLE MOUNTED DRONE PORT, DRONE, AND INTEGRATED COMMUNICATION SYSTEM

    CLARIDGE JERRY DANIEL / BURKS PHIL | Europäisches Patentamt | 2020

    Freier Zugriff


    Drone port

    KOJIMA TORU / MORI SATOSHI / KUNII SHINYA et al. | Europäisches Patentamt | 2025

    Freier Zugriff