• DocumentCode
    507020
  • Title

    Conjugate Gradient Algorithm for Fuzzy System of Linear Equations

  • Author

    Guangming, Zhou ; Yunzhi, Gan

  • Author_Institution
    Sch. of Math. & Comput. Sci., Xiangtan Univ., Xiangtan, China
  • Volume
    4
  • fYear
    2009
  • fDate
    14-16 Aug. 2009
  • Firstpage
    253
  • Lastpage
    256
  • Abstract
    Fuzzy system of linear equations (FSLE) comes from many fields, including mathematics, physics, engineering and so on. It is an interesting work to study numerical methods solving the system. In this article, an conjugate gradient algorithm is presented for solving the FSLE. First, the system is translated into an equivalent unconstrained minimization problem (UMP). Then, an conjugate gradient algorithm is applied to solve the UMP. Finally, numerical results are given to illustrate the efficiency of the algorithm. The new algorithm for solving the FSLE converges to the exact solution of the system only after finite iterations. The algorithm is always valid whether the system matrix is symmetric or not, and its iterative numbers are less than ones gotten by using the existent steepest descent algorithm.
  • Keywords
    conjugate gradient methods; fuzzy set theory; fuzzy systems; matrix algebra; minimisation; FSLE; UMP; conjugate gradient algorithm; finite iterations; fuzzy system of linear equations; steepest descent algorithm; system matrix; unconstrained minimization problem; Equations; Fuzzy systems; Gradient methods; Iterative algorithms; Jacobian matrices; Linear systems; Mathematics; Matrix decomposition; Symmetric matrices; Vectors; conjugate gradient algorithm; fuzzy system of linear equations; iterative algorithm; the steepest descent algorithm;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Fuzzy Systems and Knowledge Discovery, 2009. FSKD '09. Sixth International Conference on
  • Conference_Location
    Tianjin
  • Print_ISBN
    978-0-7695-3735-1
  • Type

    conf

  • DOI
    10.1109/FSKD.2009.144
  • Filename
    5359151