Onboard, embedded cellular modems are enabling a range of new connectivity features in vehicles and rich, real-time data set transmissions from a vehicle’s internal network up to a cloud database are of particular interest. However, there is far too much information in a vehicle’s electrical state for every vehicle to upload all of its data in real-time. We are thus concerned with which data is uploaded and how that data is processed, structured, stored, and reported. Existing onboard data processing algorithms (e.g. for DTC detection) are hardcoded into critical vehicle firmware, limited in scope and cannot be reconfigured on the fly. Since many use cases for vehicle data analytics are still unknown, we require a system which is capable of efficiently processing and reporting vehicle deep data in real-time, such that data reporting can be switched on/off during normal vehicle operation, and that processing/reporting can be reconfigured remotely. We thus propose a distributed deep data collection topology that dynamically leverages the resources of individual vehicle modules, already present for delivering consumer features, in order to reduce hardware complexity, reduce overall system cost, and improve data robustness and reliability.


    Zugriff

    Zugriff prüfen

    Verfügbarkeit in meiner Bibliothek prüfen

    Bestellung bei Subito €


    Exportieren, teilen und zitieren



    Titel :

    Vehicle Deep Data: A Case Study in Robust Scalable Data Collection


    Weitere Titelangaben:

    Sae Technical Papers


    Beteiligte:
    Thornburg, Douglas (Autor:in) / Schmotzer, John (Autor:in) / Throop, MJ (Autor:in)

    Kongress:

    WCX™ 17: SAE World Congress Experience ; 2017



    Erscheinungsdatum :

    2017-03-28




    Medientyp :

    Aufsatz (Konferenz)


    Format :

    Print


    Sprache :

    Englisch





    VEHICLE DATA COLLECTION DEVICE AND VEHICLE DATA COLLECTION SYSTEM

    IMANISHI YUTO / ISHIDA RYOSUKE / YOSHIDA YOSHIYUKI et al. | Europäisches Patentamt | 2024

    Freier Zugriff

    Robust Multi-UAV Data Collection

    Ajorlou, Amir / Homaifar, Abdollah / Esterline, Albert et al. | AIAA | 2007


    Data collection for robust end-to-end lateral vehicle control

    Geist, Andreas René / Hansen, Andreas / Solowjow, Eugen et al. | BASE | 2017

    Freier Zugriff

    DATA COLLECTION DEVICE, DATA COLLECTION SYSTEM, DEVICE FOR VEHICLE, AND DATA COLLECTION METHOD

    TSUYUNASHI MASASHI / KUSUMOTO YASUYUKI | Europäisches Patentamt | 2021

    Freier Zugriff