Disclosed is a method for sensing an abnormal behavior of a driver. According to one embodiment of the present specification, a personalized abnormal behavior determining model can be created for each driver and implemented in a mobile application or mounted on a vehicle. According to the present specification, based on properties of collected video data and voice data, normal data indicating a normal drive status of the driver and abnormal data indicating an abnormal drive status are defined as learning data, respectively. Additionally, the personalized abnormal behavior discrimining model is created through machine learning-based learning based on the learning data. Therefore, it can be determined whether the driver is in the normal or abnormal drive status. An apparatus for sensing the abnormal behavior of the driver of the present invention comprises: a video acquiring unit; a voice acquiring unit; a database; a storage unit; and a processor.

    운전자의 이상행동을 감지하는 방법을 개시한다. 본 명세서의 일 실시예에 따라, 운전자별로 개인화된 이상행동 판별모델이 생성되어, 모바일 애플리케이션 또는 차량에 탑재되는 형태로 구현될 수 있다. 본 명세서는, 수집된 영상 데이터 및 음성 데이터의 속성에 기초하여 운전자의 정상 운행상태를 나타내는 정상 데이터와 비정상 운행상태를 나타내는 비정상 데이터를 각각 학습 데이터로 정의하고, 학습 데이터에 기초하여 기계학습 기반의 학습을 통해 상기 개인화된 이상행동 판별모델을 생성하여, 운전자의 정상 및 비정상 운행상태 여부를 판별할 수 있다.


    Zugriff

    Download


    Exportieren, teilen und zitieren



    Titel :

    Personalized machine learning-based driver abnormal behavior detection system


    Weitere Titelangaben:

    개인화 가능한 기계학습 기반의 운전자 이상행동 감지 시스템


    Beteiligte:
    KYUNGTEA LIM (Autor:in)

    Erscheinungsdatum :

    30.10.2023


    Medientyp :

    Patent


    Format :

    Elektronische Ressource


    Sprache :

    Koreanisch


    Klassifikation :

    IPC:    G06N COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS , Rechnersysteme, basierend auf spezifischen Rechenmodellen / B60W CONJOINT CONTROL OF VEHICLE SUB-UNITS OF DIFFERENT TYPE OR DIFFERENT FUNCTION , Gemeinsame Steuerung oder Regelung von Fahrzeug-Unteraggregaten verschiedenen Typs oder verschiedener Funktion / G08B SIGNALLING OR CALLING SYSTEMS , Signalisier- oder Rufsysteme / G10L Analyse oder Synthese von Sprache , SPEECH ANALYSIS OR SYNTHESIS



    Driving Behavior Signals and Machine Learning: A Personalized Driver Assistance System

    Martinez, Maria Victoria / Campo, Ines Del / Echanobe, Javier et al. | IEEE | 2015


    DRIVER ABNORMAL POSTURE DETECTION DEVICE

    IWAMOTO TARO | Europäisches Patentamt | 2020

    Freier Zugriff

    Driver abnormal behavior detection method, electronic equipment and storage medium

    YU YIJIA / LI HONGXU / FAN LIWEN | Europäisches Patentamt | 2025

    Freier Zugriff

    Driving fatigue detection system based on abnormal actions of driver

    YANG YANQUN / XUE XINHAI / ZHANG HAIMING et al. | Europäisches Patentamt | 2025

    Freier Zugriff

    Abnormal Driving Behavior Detection: A Machine and Deep Learning Based Hybrid Model

    Uddin, Md. Ashraf / Hossain, Nibir / Ahamed, Asif et al. | Springer Verlag | 2025

    Freier Zugriff