When conducting computer experiments, engineers frequently encounter functional data for which the response data are defined over an operating cycle, time, or spatial interval. There is little work in the literature to model functional response from computer experiment. In this paper, we propose functional linear model for the mean function in the Gaussian kriging model. We further propose a two-step estimation procedure for the functional linear model using penalized spline approach. The proposed approach is applied to the design of a valvetrain system.


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    Titel :

    Modeling Computer Experiments with Functional Response


    Weitere Titelangaben:

    Sae Technical Papers


    Beteiligte:
    Sudjianto, Agus (Autor:in) / Li, Runze (Autor:in) / Zhang, Zhe (Autor:in)

    Kongress:

    SAE 2005 World Congress & Exhibition ; 2005



    Erscheinungsdatum :

    11.04.2005




    Medientyp :

    Aufsatz (Konferenz)


    Format :

    Print


    Sprache :

    Englisch




    Modeling computer experiments with functional response

    Li,R. / Sudjianto,A. / Zhang,Z. et al. | Kraftfahrwesen | 2005


    Modeling Computer Experiments with Functional Response

    Li, R. / Sudjianto, A. / Zhang, Z. et al. | British Library Conference Proceedings | 2005


    Modeling Computer Experiments with Multiple Responses

    Sudjianto, Agus / Li, Runze / Zhang, Zhe | SAE Technical Papers | 2007


    Modeling computer experiments with multiple responses

    Zhang,Z. / Li,R. / Sudjianto,A. et al. | Kraftfahrwesen | 2007


    Modeling Computer Experiments with Multiple Responses

    ZheZhang / Li, R. / Sudjianto, A. et al. | British Library Conference Proceedings | 2007