Given the growing popularity of wearable smart watch with the capability to detect human hand movements, this paper studies the potential to recognize fatigue driving based on steering operation by using a wearable smart watch. The sensor data used includes acceleration and angular velocity data related to drivers’ operation behavior. We analyze the sensors’ data features of smart watch under drivers’ fatigue and normal states, and select 13 principal characteristic parameters by using the method of principal component analysis (PCA). Then the recognition model of fatigue driving based on support vector machine (SVM) is established. The results show that the proposed method recognizes the drivers’ fatigue or normal state more effectively than other methods and its accuracy can reach 83.29%.


    Zugriff

    Zugriff prüfen

    Verfügbarkeit in meiner Bibliothek prüfen

    Bestellung bei Subito €


    Exportieren, teilen und zitieren



    Titel :

    Recognition of Fatigue Driving Based on Steering Operation Using Wearable Smart Watch


    Weitere Titelangaben:

    Lect. Notes Electrical Eng.


    Beteiligte:
    Wang, Wuhong (Herausgeber:in) / Baumann, Martin (Herausgeber:in) / Jiang, Xiaobei (Herausgeber:in) / Sun, Dihua (Autor:in) / Huang, Yong (Autor:in) / Zhao, Min (Autor:in) / Chen, Dong (Autor:in) / Han, Weijian (Autor:in)


    Erscheinungsdatum :

    2020-03-24


    Format / Umfang :

    14 pages





    Medientyp :

    Aufsatz/Kapitel (Buch)


    Format :

    Elektronische Ressource


    Sprache :

    Englisch




    Recognition of Fatigue Driving Based on Steering Operation Using Wearable Smart Watch

    Sun, Dihua / Huang, Yong / Zhao, Min et al. | TIBKAT | 2020


    Recognition of Fatigue Driving Based on Steering Operation Using Wearable Smart Watch

    Sun, Dihua / Huang, Yong / Zhao, Min et al. | British Library Conference Proceedings | 2020


    SMART WATCH

    WEIJIAN LIANG | Europäisches Patentamt | 2022

    Freier Zugriff

    SMART WATCH

    WEIJIAN LIANG | Europäisches Patentamt | 2022

    Freier Zugriff

    Elevator calling operation based on wrist wearable smart device

    TANG XIAOBIN | Europäisches Patentamt | 2022

    Freier Zugriff