Prediction of steel machinability by genetic programming

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  author =       "Miran Brezocnik and Miha Kovacic and Matej Psenicnik",
  title =        "Prediction of steel machinability by genetic
  journal =      "Journal of achievements in materials and manufacturing
  year =         "2006",
  volume =       "16",
  number =       "1-2",
  pages =        "107--113",
  month =        may # "-" # jun,
  note =         "Special Issue of CAM3S'2005",
  keywords =     "genetic algorithms, genetic programming, Steel
                 machinability, Extra machinability, Modelling",
  issn_ =        "Y505-3994 invalid checksum",
  URL =          "",
  size =         "7 pages",
  abstract =     "The steels with extra machinability are made according
                 to a special technological process. Such steels can be
                 machined at high cutting speeds. In addition, the
                 resistance of the tools used for machining, is higher
                 than in the case of ordinary steels. It depends on
                 several parameters, particularly on the steel chemical
                 composition, whether the steel will meet the criterion
                 of extra machinability. Special tests for each batch
                 separately show whether the steel has extra
                 machinability or not. In our research, the prediction
                 of machinability of steels, depending on input
                 parameters, was performed by genetic programming and
                 data on the batches of steel already made. The model
                 developed during the simulated evolution was tested
                 also with the testing data set. The results show that
                 the proposed concept can be successfully used in
  notes =        "
                 Proceedings of Achievements in Mechanical and Materials
                 Engineering. (1.123) Intelligent Manufacturing Systems
                 Laboratory, University of Maribor, Faculty of
                 Mechanical Engineering, Smetanova ulica 17, SI-2000
                 Maribor, Slovenia",

Genetic Programming entries for Miran Brezocnik Miha Kovacic Matej Psenicnik