Embodiments and examples are disclosed for intelligent vehicle diagnostics using driving behavior modeling and monitoring. For one example, a data processing system for a vehicle includes a plurality of sensors and a vehicle control unit (VCU). The VCU may sample the output from each of the plurality of sensors and assemble a dataset which may be transmitted to a cloud computing center. The cloud computing center may apply statistical machine learning algorithms to the dataset and training data to develop a model of a user's expected driving behavior. The cloud computing center may transmit the model to the vehicle, wherein the VCU may utilize the model to monitor the user's driving behavior. In response to detecting driving behavior that is anomalous to the expected driving behavior, the VCU may diagnose the cause of the anomalous behavior and take one or more preventative actions based on the diagnosis.


    Zugriff

    Download


    Exportieren, teilen und zitieren



    Titel :

    Detecting and diagnosing anomalous driving behavior using driving behavior models


    Beteiligte:
    SOLTANIAN BAHARAK (Autor:in) / PAL DIVYANSH (Autor:in) / HERNANDEZ ENRIQUE ISRAEL (Autor:in) / YE FANGMING (Autor:in) / XIAO FEI (Autor:in) / WANG JIAN (Autor:in) / LIU XIAO (Autor:in) / DENG YAN (Autor:in)

    Erscheinungsdatum :

    02.08.2022


    Medientyp :

    Patent


    Format :

    Elektronische Ressource


    Sprache :

    Englisch


    Klassifikation :

    IPC:    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 / G06K Erkennen von Daten , RECOGNITION OF DATA / G06N COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS , Rechnersysteme, basierend auf spezifischen Rechenmodellen / G06V / G07C TIME OR ATTENDANCE REGISTERS , Zeit- oder Anwesenheitskontrollgeräte / H04L TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION , Übertragung digitaler Information, z.B. Telegrafieverkehr



    DETECTING AND DIAGNOSING ANOMALOUS DRIVING BEHAVIOR USING DRIVING BEHAVIOR MODELS

    SOLTANIAN BAHARAK / PAL DIVYANSH / HERNANDEZ ENRIQUE ISRAEL et al. | Europäisches Patentamt | 2020

    Freier Zugriff

    DETECTING AND DIAGNOSING ANOMALOUS DRIVING BEHAVIOR USING DRIVING BEHAVIOR MODELS

    SOLTANIAN BAHARAK / PAL DIVYANSH / HERNANDEZ ENRIQUE et al. | Europäisches Patentamt | 2020

    Freier Zugriff

    Detecting Anomalous Driving Behavior using Neural Networks

    Matousek, Matthias / EL-Zohairy, Mohamed / Al-Momani, Ala'a et al. | IEEE | 2019


    Apparatus for diagnosing driving behavior, method for diagnosing driving behavior, and program thereof

    KAWAI JUN / ANDO TOSHIAKI / YANO KATSUTOSHI | Europäisches Patentamt | 2016

    Freier Zugriff

    Management of Anomalous Driving Behavior

    Ucar, Seyhan / Patnayak, Chinmaya / Oza, Pratham et al. | IEEE | 2019