The use of SVM-FFA in estimating fatigue life of polyethylene terephthalate modified asphalt mixtures

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@Article{Moghaddam:2016:Measurement,
  author =       "Taher Baghaee Moghaddam and Mehrtash Soltani and 
                 Hamed Shahrokhi Shahraki and Shahaboddin Shamshirband and 
                 Noorzaily Bin Mohamed Noor and Mohamed Rehan Karim",
  title =        "The use of SVM-FFA in estimating fatigue life of
                 polyethylene terephthalate modified asphalt mixtures",
  journal =      "Measurement",
  volume =       "90",
  pages =        "526--533",
  year =         "2016",
  ISSN =         "0263-2241",
  DOI =          "doi:10.1016/j.measurement.2016.05.004",
  URL =          "http://www.sciencedirect.com/science/article/pii/S0263224116301440",
  abstract =     "To predict fatigue life of Polyethylene Terephthalate
                 (PET) modified asphalt mixture, various soft computing
                 methods such as Genetic Programming (GP), Artificial
                 Neural Network (ANN), and Fuzzy Logic-based methods
                 have been employed. In this study, an application of
                 Support Vector Machine Firefly Algorithm (SVM-FFA) is
                 implemented to predict fatigue life of PET modified
                 asphalt mixture. The inputs are PET percentages, stress
                 levels and environmental temperatures. The performance
                 of proposed method is validated against observed
                 experiment data. The results of the prediction using
                 SVM-FFA are then compared to those of applying ANN and
                 GP approach and it is concluded that SVM-FFA leads to
                 more accurate results when compared to observed
                 experiment data.",
  keywords =     "genetic algorithms, genetic programming, Firefly
                 algorithm, Support vector machine, PET modified asphalt
                 mixtures, Environmental conditions, Fatigue life",
}

Genetic Programming entries for Taher Baghaee Moghaddam Mehrtash Soltani Hamed Shahrokhi Shahraki Shahaboddin Shamshirband Noorzaily Bin Mohamed Noor Mohamed Rehan Karim

Citations