• DocumentCode
    2930884
  • Title

    Backing-up control of a truck using neural fuzzy systems with culture-based cooperative differential evolution

  • Author

    Cheng-hung Chen ; Sheng-Yen Yang

  • Author_Institution
    Dept. of Electr. Eng., Nat. Formosa Univ., Yunlin, Taiwan
  • fYear
    2012
  • fDate
    16-18 Nov. 2012
  • Firstpage
    198
  • Lastpage
    202
  • Abstract
    This study presents a culture-based cooperative differential evolution (CCDE) for neural fuzzy isystems (NFS) to backing-up control of a truck. CCDE decomposes the fuzzy system into subpopulations, and each individual within each subpopulation evolves separately. The CCDE method uses differential evolution (DE) to generate a new population space to influence the population space. The exemplary individuals are selected from the population space to the belief space in cultural algorithm (CA). Finally, the experimental results show that the proposed CCDE method better approximates the global optimal solution and has a faster convergence rate than the other methods.
  • Keywords
    convergence; evolutionary computation; fuzzy control; fuzzy neural nets; motion control; neurocontrollers; road vehicles; CA; CCDE; NFS; backing-up control; belief space; convergence rate; cultural algorithm; culture-based cooperative differential evolution; global optimal solution; neural fuzzy system; population space; truck; Aerospace electronics; Fuzzy systems; Input variables; Loading; Sociology; Statistics; Vectors; backing-up a truck; cultural algorithm; differential evolution; neural fuzzy systems;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Fuzzy Theory and it's Applications (iFUZZY), 2012 International Conference on
  • Conference_Location
    Taichung
  • Print_ISBN
    978-1-4673-2057-3
  • Type

    conf

  • DOI
    10.1109/iFUZZY.2012.6409700
  • Filename
    6409700