Thin plates buckle after applying load and return to normal position after the load is released, this process is called oil canning. Waviness in thin panels can be seen on various plates of metals. Oil canning is a major issue if panels are too thin and these panels create vibration and noise in the vehicle body panel. If the panels are wider, then there are more chances of oil canning issues. Different digital simulations and physical techniques are currently available to check the canning performance, but they required geometrical data and physical setup. In this paper machine learning (ML) approach to predict the oil canning performance is presented. This approach adds a new process to the existing process of vehicle door design, but it helps avoid the number of simulations and unwanted structural modifications at the early design stage, making it a handy and powerful tool for the designer.


    Zugriff

    Zugriff prüfen

    Verfügbarkeit in meiner Bibliothek prüfen

    Bestellung bei Subito €


    Exportieren, teilen und zitieren



    Titel :

    Vehicle Outer Body Panel Oil Canning Performance Prediction Using Machine Learning


    Weitere Titelangaben:

    Sae Technical Papers


    Beteiligte:

    Kongress:

    Automotive Technical Papers ; 2023



    Erscheinungsdatum :

    2023-07-31




    Medientyp :

    Aufsatz (Konferenz)


    Format :

    Print


    Sprache :

    Englisch




    ILLUMINATABLE OUTER BODY PANEL FOR A VEHICLE AND OUTER BODY PANEL ILLUMINATION METHOD

    SALTER STUART C / MARENTIC AMY LYNN / DELLOCK PAUL KENNETH et al. | Europäisches Patentamt | 2022

    Freier Zugriff

    Effects of Steel Thickness and Mechanical Properties on Vehicle Outer Panel Performance: Stiffness, Oil Canning Load and Dent Resistance

    Chen, C. H. / Rastogi, P. K. / Horvath, C. D. | British Library Conference Proceedings | 1993


    Finite Element Analyses and Correlations on Oil Canning of a Door Outer Panel

    Guo, Michael / Sanghera, Rana / Hu, Yang | SAE Technical Papers | 2009


    Finite element analyses and correlations on oil canning of a door outer panel

    Guo,M. / Hu,Y. / Sanghera,R. et al. | Kraftfahrwesen | 2009


    ILLUMINATABLE OUTER BODY PANEL FOR A VEHICLE AND OUTER BODY PANEL ILLUMINATION METHOD

    SALTER STUART C / MARENTIC AMY LYNN / DELLOCK PAUL KENNETH et al. | Europäisches Patentamt | 2022

    Freier Zugriff