• DocumentCode
    2744592
  • Title

    Data Mining and Its Applications for High-rise Structure Intelligent Form-optimization Based on Genetic Algorithm

  • Author

    Shihai Zhang ; Jinping Ou ; Guangyuan Wang ; Shujun Liu

  • Author_Institution
    Sch. of Civil Eng., Harbin Inst. of Technol.
  • Volume
    2
  • fYear
    0
  • fDate
    0-0 0
  • Firstpage
    8779
  • Lastpage
    8783
  • Abstract
    First, the engineering case space, the case rule space and the case gene space are established, so is the relationship between them, thus laying the foundation for handling the engineering cases on the genetic level. Second, a genetic algorithm (GA)-based data mining method and its characteristics are introduced, providing the basis for mining knowledge of high-rise structural intelligent form optimization (IFO). Finally, a mining strategy of the method is presented, a fitness function is made and at last a data mining program is worked out. This program is to be applied to data mining of high-rise structural IFO to acquire some optimization information on reinforced concrete (RC) structural forms. It is proved that this method can be effectively automatic in accessing a structural form-generating rule database from the engineering cases, providing a new method for mining the ´rich resources´ of engineering cases, solving the ´bottleneck´ problem of knowledge acquirement and improving both the quality and efficiency of structural form optimization
  • Keywords
    data mining; genetic algorithms; reinforced concrete; structural engineering computing; case gene space; case rule space; data mining; engineering case; fitness function; genetic algorithm; high-rise structure intelligent form-optimization; knowledge acquirement; reinforced concrete structural forms; rule database; Civil engineering; Data engineering; Data mining; Design optimization; Genetic algorithms; Genetic engineering; Intelligent structures; Knowledge engineering; Optimization methods; Space technology; data mining; genetic algorithm; high-rise structure; intelligent form optimization;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Control and Automation, 2006. WCICA 2006. The Sixth World Congress on
  • Conference_Location
    Dalian
  • Print_ISBN
    1-4244-0332-4
  • Type

    conf

  • DOI
    10.1109/WCICA.2006.1713696
  • Filename
    1713696