• DocumentCode
    3179001
  • Title

    Condition Based Maintenance for light trucks

  • Author

    Grantner, Janos ; Bazuin, Bradley ; Dong, Liang ; Al-Shawawreh, Jumana ; Castanier, Matthew P. ; Hussain, Shabbir

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Western Michigan Univ., Kalamazoo, MI, USA
  • fYear
    2010
  • fDate
    10-13 Oct. 2010
  • Firstpage
    336
  • Lastpage
    342
  • Abstract
    Army ground vehicles often operate in extremely severe environmental and battlefield conditions. There are challenges for the reliability of the military ground vehicle fleet, which need to be addressed. Condition Based Maintenance (CBM) allows maintenance to be performed based on evidence of need provided by reliability modeling and/or other enabling technologies, thus reducing maintenance costs and increasing vehicle availability. The architecture of the Intelligent Vehicle Health Management System (IVHMS) for light trucks is presented. A fuzzy model is developed to diagnose the axle fatigue of the vehicle. The extraction of the fuzzy rules is based upon expert knowledge and a linear damage model. Training data will be used to modify the membership functions and the fuzzy If-Then rules to improve the quality of the fuzzy model for fault diagnostics. The improvement of the fuzzy model will be carried out using re-clustering operation and membership function optimization.
  • Keywords
    condition monitoring; diagnostic expert systems; fatigue; fault diagnosis; fuzzy set theory; mechanical engineering computing; military vehicles; optimisation; reliability; road vehicles; CBM; IVHMS; army ground vehicles; condition-based maintenance; expert knowledge; fatigue; fault diagnostics; fuzzy model; intelligent vehicle health management system; light trucks; linear damage model; membership function optimization; military ground vehicle fleet; reclustering operation; reliability; training data; Axles; Converters; Fatigue; Microcontrollers; Stress; Transceivers; Zigbee; Condition Based Maintenance; axle fatigue; clustering extraction and re-clustering; fuzzy model; intelligent diagnostics; linear damage model; membership function optimization;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Systems Man and Cybernetics (SMC), 2010 IEEE International Conference on
  • Conference_Location
    Istanbul
  • ISSN
    1062-922X
  • Print_ISBN
    978-1-4244-6586-6
  • Type

    conf

  • DOI
    10.1109/ICSMC.2010.5641796
  • Filename
    5641796