Auxiliary power unit is one of the indispensable systems for civil aviation aircraft but the traditional planned maintenance cannot meet the actual needs of airlines. In this work, the key performance parameters of the auxiliary power unit are selected by using recursive feature elimination method. With the selected parameters, the remaining useful flight cycle of the auxiliary power unit is predicted by applying particle filter techniques. Some improved algorithms such as Gaussian particle filter and auxiliary particle filter are also compared. The experimental results demonstrate that the particle filter-based method has high prediction accuracy and engineering application value.


    Zugriff

    Zugriff prüfen

    Verfügbarkeit in meiner Bibliothek prüfen

    Bestellung bei Subito €


    Exportieren, teilen und zitieren



    Titel :

    Remaining useful life prediction for auxiliary power unit based on particle filter


    Beteiligte:
    Guo, Jiachen (Autor:in) / Cai, Jing (Autor:in) / Jiang, Heng (Autor:in) / Li, Xin (Autor:in)


    Erscheinungsdatum :

    2020-12-01


    Format / Umfang :

    7 pages




    Medientyp :

    Aufsatz (Zeitschrift)


    Format :

    Elektronische Ressource


    Sprache :

    Englisch




    Prediction of Remaining Useful Life for Aero-Engines

    B, Rounak / J, Manikandan | IEEE | 2021





    Remaining useful life prediction based on known usage data [5046-03]

    Kiddy, J. S. / International Society for Optical Engineering (SPIE) | British Library Conference Proceedings | 2003