• DocumentCode
    2524248
  • Title

    The application of CPSO on measurement point optimization

  • Author

    Wei Xiuye ; Hongxia, Pan ; Jinying, Huang

  • Author_Institution
    Sch. of Mech. Eng. & Autom., North Univ. of China, Taiyuan, China
  • fYear
    2010
  • fDate
    10-12 Sept. 2010
  • Firstpage
    333
  • Lastpage
    337
  • Abstract
    In order to solve the problem of sensors placement in gearbox faults detection, a method of measurement point optimization based on particle swarm optimization (PSO) is discribed. The fitness of PSO is set up based on analysis on the modal assurance criterion(MAC) for measurement point optimization. After setting up finite element model and proceeding modal analysis of gearbox, particle swarm optimization with dynamic accelerating constants (CPSO) is applied to optimize and dertermin the numbers and locations of sensors for gearbox. In optimal process the fitness function is taken as evaluation object. The method discribed in this paper is proved to be feasible by an example of gearbox fault diagnosis. The fault identified accuracy after measurement point optimization is improved.
  • Keywords
    condition monitoring; fault diagnosis; finite element analysis; machine components; modal analysis; particle swarm optimisation; dynamic accelerating constants; finite element model; fitness function; gearbox fault diagnosis; gearbox faults detection; measurement point optimization; modal analysis; modal assurance criterion; particle swarm optimization; sensors placement; Acceleration; Monitoring; Sensors; Size measurement; TV; finite element analysis; gearbox; measurement point optimization; particle swarm optimization;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Mechanical and Electrical Technology (ICMET), 2010 2nd International Conference on
  • Conference_Location
    Singapore
  • Print_ISBN
    978-1-4244-8100-2
  • Electronic_ISBN
    978-1-4244-8102-6
  • Type

    conf

  • DOI
    10.1109/ICMET.2010.5598375
  • Filename
    5598375