Support Vector Machines (SVMs) have been gaining popularity as classifiers with good generalization ability. In an attempt to study their applicability to typical automotive problems, this paper investigates the modeling of the operating envelope for a direct injection gasoline (GDI) engine. This envelope defines the admissible ranges for key engine operating variables so that specified conditions on engine roughness and misfire are satisfied. The SVM model of the operating envelope is subsequently used by the engine control strategy to set engine operating variables such as spark and injection timing to avoid excessive engine roughness and misfire. Findings and conclusions from this study related to generalization ability and complexity of the SVM classifier models are summarized.


    Zugriff

    Zugriff prüfen

    Verfügbarkeit in meiner Bibliothek prüfen

    Bestellung bei Subito €


    Exportieren, teilen und zitieren



    Titel :

    Support Vector Machine-Based Determination of Gasoline Direct Injected Engine Admissible Operating Envelope


    Weitere Titelangaben:

    Sae Technical Papers


    Beteiligte:

    Kongress:

    SAE 2002 World Congress & Exhibition ; 2002



    Erscheinungsdatum :

    04.03.2002




    Medientyp :

    Aufsatz (Konferenz)


    Format :

    Print


    Sprache :

    Englisch




    Support vector Machine-Based Determination of Gasoline Direct Injected Engine Admissible Operating Envelope

    Kolmanovsky, V. / Gilbert, E. G. | British Library Conference Proceedings | 2002


    2002-01-1301. Support Vector Machine-Based Determination of Gasoline Direct Injected Engine Admissible Operating Envelope

    Kolmanovsky, V. / Gilbert, E. G. / Society of Automotive Engineers | British Library Conference Proceedings | 2002


    Support Vector Machine-based determination of gasoline direct injection engine admissible operating envelope

    Kolmanovsky,I.V. / Gilbert,E.G. / Ford Res.Lab.,US et al. | Kraftfahrwesen | 2002


    Analysis of a Direct Injected Gasoline Engine

    Karl, G. / Kemmler, R. / Bargende, M. et al. | British Library Conference Proceedings | 1997


    Analysis of a Direct Injected Gasoline Engine

    Karl, G. / Abthoff, J. / Bargende, M. et al. | SAE Technical Papers | 1997