Application of Gene Expression Programming Model to Present a New Model for Bond Strength of Fiber Reinforced Polymer and Concrete

Hassan Saghi*, Majid Behdani, Reza Saghi, Ali Reza Ghaffari, Spyros Hirdaris

*Corresponding author for this work

Research output: Contribution to journalArticleScientificpeer-review

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Abstract

In this paper, the gene expression-programming model was applied to present a novel model for the bond strength of concrete and fiber-reinforced polymer estimation. In order to do this, collected data were divided into the trained and tested ones by gene expression programming (GEP) means. The input parameters are the width of fiber-reinforced polymer, the width of concrete, thickness of fiber-reinforced polymer, the elastic modulus of fiber-reinforced polymer (FRP), concrete cylinder compressive strength, and bond length. The output parameters are the bond strength of concrete and FRP. Finally, a novel relationship was derived using the GEP to predict the bond strength of FRP-to-concrete composite joints. Results showed that the presented relationship was more convenient than the other models and that it was a powerful tool to predict the bond strength values of the FRP-to-concrete composite. For example, R-square (R2) of the present work is 0.92 compared to that (< 0.82) reported for other models. Among the models presented by other researchers, that of Dai et al. is more accurate than the other ones, and the model offered by Khalifa et al. has the lowest accuracy.
Original languageEnglish
Pages (from-to)15-29
Number of pages15
JournalJournal of Civil Engineering and Materials Application
Volume3
Issue number1
DOIs
Publication statusPublished - Feb 2020
MoE publication typeA1 Journal article-refereed

Keywords

  • Fiber Reinforced Polymers
  • Bond Strength
  • Gene Expression Programming
  • Concrete

Field of art

  • Design

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