Thunderstorms Prediction using Genetic Programming

Created by W.Langdon from gp-bibliography.bib Revision:1.4496

@Article{ThunderStormGP,
  author =       "Ruba Al-Jundi and Mais Yasen and Nailah Al-Madi",
  title =        "Thunderstorms Prediction using Genetic Programming",
  journal =      "International Journal of Information Systems and
                 Computer Sciences",
  year =         "2018",
  volume =       "7",
  number =       "1",
  note =         "Special Issue of ICSIC 2017, Held during 23-24
                 September 2017 in Amman Arab University, Amman,
                 Jordan",
  keywords =     "genetic algorithms, genetic programming, Evolutionary
                 computation, Machine Learning, Weather Prediction.",
  publisher =    "WARSE",
  ISSN =         "2319-7595",
  URL =          "http://www.cs.ucl.ac.uk/staff/W.Langdon/ftp/papers/al-madi/Thunderstorm_Prediction.pdf",
  URL =          "http://www.warse.org/IJISCS/static/pdf/Issue/icsic2017sp14.pdf",
  size =         "7 pages",
  abstract =     "Thunderstorms prediction is a major challenge for
                 efficient flight planning and air traffic management.
                 As the inaccurate forecasting of weather poses a danger
                 to aviation, it increases the need to build a good
                 prediction model. Genetic Programming (GP) is one of
                 the evolutionary computation techniques that is used
                 for classification process. Genetic Programming has
                 proven its efficiency especially for dynamic and
                 nonlinear classification. This research proposes a
                 thunderstorm prediction model that makes use of Genetic
                 Programming and takes real data of Lake Charles Airport
                 (LCH) as a case study. The proposed model is evaluated
                 using different metrics such as recall, F-measure and
                 compared with other well-known classifiers. The results
                 show that Genetic Programming got higher recall value
                 of predicting thunderstorms in comparison with the
                 other classifiers.",
  notes =        "Lake Charles Metar and SYNOP data (LCH)

                 broken aug 2018 http://www.warse.org/IJISCS/archives",
}

Genetic Programming entries for Ruba Al-Jundi Mais Yasen Nailah Al-Madi

Citations