Fatigue life prediction of the modified asphalt mixtures with ANFIS modeling

Authors

Faculty of Engineering, Civil Engineering, Department of Transportation, University of Suleyman Demirel, Isparta, Turkey

Abstract

In this study, the effect of Styrene-Butadiene-Styrene (SBS) modification on physical and mechanical properties of hot mix asphalt, in terms of fatigue characteristics, are evaluated.As such, 87 samples were prepared using 15 different mixtures, and the repeated load-fatigue indirect tensile test was applied to these samples using a  Süleyman Demirel University (SDU) asphalt tester apparatus. In addition, it is also used to analyze the effects of gradation, bitumen percentage, loading, and polymer type on fatigue behavior. 18 control samples were prepared to analyze the effect of SBS modification on fatigue performance. The other objective of the study is to present the reliability of the computer controlled repeated loading test apparatus. Linear regression and Adaptive Neuro Fuzzy Inference System (ANFIS) was used to analyze the results of the test, and models were developed and analyzed in terms of modeling. At the end of the study, the variables that are effective in improving the fatigue performance are addressed in detail, as well as the ANFIS environment likely to be used in non-linear modeling of such studies.

Keywords

References

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Scientia Iranica
Volume 24, Issue 1 - Serial Number 1
Transactions on Civil Engineering (A)
January and February 2017
Pages 72-81

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History

  • Receive Date: 10 April 2016
  • Revise Date: 23 August 2022
  • Accept Date: 09 July 2017

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