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Research of CBR, DM and smart algorithms based design methods for high-rise building structure form-selection

  • Shi Hai Zhang*
  • , Shu Jun Liu
  • , Xiao Yan Liu
  • , Jin Ping Ou
  • *Corresponding author for this work
  • School of Civil Engineering, Harbin Institute of Technology
  • Nanyang Institute of Technology

Research output: Contribution to journalArticlepeer-review

Abstract

First, the high-rise building structure design process is divided into three relevant steps, that is, scheme generation and creation, performance evaluation, and scheme optimization. Then with the application of relational database, the case database of high-rise structures is constructed, the structure form-selection designing methods such as the smart algorithm based on CBR, DM, FINS, NN and GA is presented, and the original forms system of this method and its general structure are given. CBR and DM are used to generate scheme candidates; FINS and NN to evaluate and optimize the scheme performance; GA to create new structure forms. Finally, the application cases are presented, whose results fit in with the real project. It proves by combining and using the expert intelligence, algorithm intelligence and machine intelligence that this method makes good use of not only the engineering project knowledge and expertise but also much deeper knowledge contained in various engineering cases. In other words, it is because the form selection has a strong background support of vast real cases that its results prove more reliable and more acceptable. So the introduction of this method prorides an effective approach to improving the quality, efficiency, automatic and smart level of high-rise structures form selection design.

Original languageEnglish
Pages (from-to)325-332
Number of pages8
JournalJournal of Harbin Institute of Technology (New Series)
Volume13
Issue number3
StatePublished - Jun 2006
Externally publishedYes

Keywords

  • Case-based reasoning (CBR)
  • Data-mining (DM)
  • High-rise building structure
  • Smart algorisms
  • Structure form selection

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