Provided is a detection and classification system and method for small unmanned aircraft systems (sUAS). The system and method detect and classify multiple simultaneous heterogeneous RC transmitters/sUAS downlinks from the RF signature using Object Detection Deep Convolutional Neural Networks (DCNNs). The method further utilizes not only passive RF, but may also utilize Electro Optic/Infrared (EO/IR), radar and acoustic sensors as well, with a fusion of the individual sensor classifications. Detection and classification with Identification Friend or Foe (IFF) of individual sUAS in a swarm, multi-modal approach for high confidence classification, decision, and implementation on a low C-SWaP (cost, size, weight and power) NVIDIA Jetson TX2 embedded AI platform is achieved.


    Zugriff

    Download


    Exportieren, teilen und zitieren



    Titel :

    SMALL UNMANNED AERIAL SYSTEMS DETECTION AND CLASSIFICATION USING MULTI-MODAL DEEP NEURAL NETWORKS


    Beteiligte:
    LOBO ARTHUR P (Autor:in)

    Erscheinungsdatum :

    09.02.2023


    Medientyp :

    Patent


    Format :

    Elektronische Ressource


    Sprache :

    Englisch


    Klassifikation :

    IPC:    G05D SYSTEMS FOR CONTROLLING OR REGULATING NON-ELECTRIC VARIABLES , Systeme zum Steuern oder Regeln nichtelektrischer veränderlicher Größen / B64C AEROPLANES , Flugzeuge / G06N COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS , Rechnersysteme, basierend auf spezifischen Rechenmodellen



    Convolutional neural networks on small unmanned aerial systems

    Kaster, Joshua / Patrick, James / Clouse, Hamilton Scott | IEEE | 2017


    Wildfire Classification Using Infrared Unmanned Aerial Vehicle Data with Convolutional Neural Networks

    Aral, Rahmi Arda / Zalluhoglu, Cemil / Sezer, Ebru Akcapinar | IEEE | 2023


    Aircraft Detection using Deep Convolutional Neural Network in Small Unmanned Aircraft Systems

    Hwang, Sunyou / Lee, Jaehyun / Shin, Heemin et al. | AIAA | 2018


    Flight phase classification for small unmanned aerial vehicles

    Leško, Jakub / Andoga, Rudolf / Bréda, Róbert et al. | BASE | 2023

    Freier Zugriff

    Flight phase classification for small unmanned aerial vehicles

    Jakub Leško / Rudolf Andoga / Róbert Bréda et al. | DOAJ | 2023

    Freier Zugriff