New formulation for compressive strength of CFRP confined concrete cylinders using linear genetic programming |
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Authors: | Amir Hossein Gandomi Amir Hossein Alavi Mohammad Ghasem Sahab |
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Affiliation: | (1) The Highest Prestige Scientific and Professional National Foundation, National Elites Foundation, Tehran, Iran;(2) College of Civil Engineering, Iran University of Science & Technology (IUST), Tehran, Iran;(3) College of Civil Engineering, Tafresh University, Tafresh, Iran |
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Abstract: | This paper proposes a new approach for the formulation of compressive strength of carbon fiber reinforced plastic (CFRP) confined
concrete cylinders using a promising variant of genetic programming (GP) namely, linear genetic programming (LGP). The LGP-based
models are constructed using two different sets of input data. The first set of inputs comprises diameter of concrete cylinder,
unconfined concrete strength, tensile strength of CFRP laminate and total thickness of utilized CFRP layers. The second set
includes unconfined concrete strength and ultimate confinement pressure which are the most widely used parameters in the CFRP
confinement existing models. The models are developed based on experimental results collected from the available literature.
The results demonstrate that the LGP-based formulas are able to predict the ultimate compressive strength of concrete cylinders
with an acceptable level of accuracy. The LGP results are also compared with several CFRP confinement models presented in
the literature and found to be more accurate in nearly all of the cases. Moreover, the formulas evolved by LGP are quite short
and simple and seem to be practical for use. A subsequent parametric study is also carried out and the trends of the results
have been confirmed via some previous laboratory studies. |
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