• DocumentCode
    2682212
  • Title

    A mechanism reliability analysis method based on polynomial chaos expansion

  • Author

    Shi, Wensheng ; Guo, Jianbin ; Zeng, Shengkui ; Ma, Jiming

  • Author_Institution
    Sch. of Reliability & Syst. Eng., Beihang Univ., Beijing, China
  • fYear
    2011
  • fDate
    12-15 June 2011
  • Firstpage
    110
  • Lastpage
    115
  • Abstract
    Mechanism reliability analysis method is proposed based on polynomial chaos expansion, which is adopted to approximate to the limit function in this paper. The computational efficiency of reliability analysis is improved while achieving the same accuracy level. Firstly, uncertainty input variables are transformed into standard Gaussian distribution variables and the limit function is expressed as polynomial chaos expansion using Hermite polynomial bases. Thus the complexity of polynomial chaos expansion is greatly simplified with orthogonal characteristics between Hermite polynomial and standard Gaussian distribution probability density function. Then, the Probability Collocation method is adopted to determine the coefficient of polynomial chaos expansion and achieve complete polynomial chaos expansion. On this basis, the random simulation method is used to compute the mechanism reliability. Finally, reliability analysis is carried out with this method to a four-link mechanism. After the contrast with Monte Carlo method, the results indicate that polynomial chaos expansion improves the computational efficiency while achieving the same accuracy level.
  • Keywords
    Gaussian distribution; Monte Carlo methods; polynomial approximation; reliability theory; Hermite polynomial bases; Monte Carlo method; mechanism reliability analysis method; polynomial chaos expansion; probability collocation method; random simulation method; reliability analysis; standard Gaussian distribution probability density function; Analytical models; Chaos; Computational modeling; Monte Carlo methods; Polynomials; Random variables; Reliability; Mechanism Reliability; Monte Carlo; Polynomial Chaos Expansion; Uncertainty;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Reliability, Maintainability and Safety (ICRMS), 2011 9th International Conference on
  • Conference_Location
    Guiyang
  • Print_ISBN
    978-1-61284-667-5
  • Type

    conf

  • DOI
    10.1109/ICRMS.2011.5979244
  • Filename
    5979244