An evolutionary based approach for assessment of earthquake-induced soil liquefaction and lateral displacement

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@Article{Rezania:2011:EAAI,
  author =       "Mohammad Rezania and Asaad Faramarzi and 
                 Akbar A. Javadi",
  title =        "An evolutionary based approach for assessment of
                 earthquake-induced soil liquefaction and lateral
                 displacement",
  journal =      "Engineering Applications of Artificial Intelligence",
  year =         "2011",
  volume =       "24",
  number =       "1",
  pages =        "142--153",
  keywords =     "genetic algorithms, genetic programming, Earthquake,
                 Liquefaction, Lateral displacement, Evolutionary
                 regression",
  ISSN =         "0952-1976",
  URL =          "http://www.sciencedirect.com/science/article/pii/S0952197610001764",
  DOI =          "doi:10.1016/j.engappai.2010.09.010",
  size =         "12 pages",
  abstract =     "Prediction of liquefaction and the resulting lateral
                 displacement is a complex engineering problem due to
                 heterogeneous nature of soils and participation of a
                 large number of factors involved. In this paper new
                 models are developed, based on evolutionary polynomial
                 regression (EPR), for assessment of liquefaction
                 potential and lateral spreading. The models developed
                 for liquefaction and lateral spreading are compared to
                 those obtained from neural network and linear
                 regression based techniques. It is shown that the
                 developed models are able to learn the complex
                 relationship between either of these problems and their
                 contributing factors in the form of a function with
                 high level of accuracy (mostly in excess of 90percent).
                 The results of the EPR model developed for the
                 liquefaction determination are used to find a novel 3-D
                 boundary surface that discriminates between the cases
                 of occurrence and non-occurrence of liquefaction. The
                 developed boundary surface is employed to calculate the
                 factor of safety against liquefaction occurrence.",
  notes =        "EPR is improved GP",
}

Genetic Programming entries for Mohammad Rezania Asaad Faramarzi Akbar A Javadi

Citations