There is a small subset of any repairable component population that can develop a failure mode outside the scope of the standard repair and overhaul procedures, which makes them "rogue". When this happens, a Darwinian-like "natural selection" phenomenon ensures that they will be placed in the most disadvantageous position in the asset management program, negatively affecting multiple aspects of the operational and maintenance organizations. Rogue components have long plagued the airline industry and created havoc in their asset management programs. In this paper, we describe how these rogues develop, outline the natural selection process that leads to their hampering the asset management program, and examine some of the negative impacts that ensue. Then we propose a Condition based maintenance approach to control the development of these components. We explore the use of a supervised learning data mining technique called Logical analysis of data (LAD) in CBM for the purpose of detecting rogues within a population of repairable components. We apply the resulting LAD based decision model on an inventory of turbo compressors belonging to an airline fleet. Finally, we evaluate the applicability of LAD to the rogue component detection problem and review its efficiency as a decision model for this type of problem.


    Zugriff

    Zugriff über TIB

    Verfügbarkeit in meiner Bibliothek prüfen

    Bestellung bei Subito €


    Exportieren, teilen und zitieren



    Titel :

    Rogue components: their effect and control using logical analysis of data


    Beteiligte:

    Erschienen in:

    Erscheinungsdatum :

    2012


    Format / Umfang :

    14 Seiten, 1 Bild, 5 Tabellen, 9 Quellen




    Medientyp :

    Aufsatz (Zeitschrift)


    Format :

    Print


    Sprache :

    Englisch




    Rogue waves

    Online Contents | 2005


    Test: Nissan Rogue

    Lamm,J. / Nissan Motor,JP | Kraftfahrwesen | 2014


    Rogue vehicle detection

    PURUSHOTHAMAN BALAMURALIDHAR / BHATTACHAR RAJAN MINDIGAL ALASINGARA | Europäisches Patentamt | 2016

    Freier Zugriff

    Protecting Against Rogue Drones

    B. Elias | NTIS | 2020


    Rogue vehicle detection and avoidance

    ALVAREZ IGNACIO / PALACIOS RIVERA VICTOR / LAKE DANIEL et al. | Europäisches Patentamt | 2021

    Freier Zugriff