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Genetic programming approach for modelling of tensile strength of cold drawn material

L. GUSEL1,* , R. RUDOLF1, N. ROMCEVIC2, B. BUCHMEISTER1

Affiliation

  1. University of Maribor, Faculty of Mechanical Engineering, Smetanova 17, 2000 Maribor, Slovenia
  2. Institute of Physics, University of Belgrade, Pregrevica 118, 11080 Beograd, Serbia

Abstract

Genetic programming is one of the most general evolutionary computation methods. It is an automated method for creating a working computer program from a problem’s high-level statement. Genetic programming does this by genetically breeding a population of computer programs using the principles of Darwin’s natural selection and biologically inspired operations. In our research, material was formed by drawing using different process parameters and then determining the tensile strengths (dependent variable) of the specimens. On the basis of experimental data, various different prediction models for the tensile stress were developed by the genetic programming method. To make a comparison, the models for tensile stress were also developed by the standard regression method. The accuracies of the best genetic programme models were proved by a testing data set and comparison between the genetic and regression models..

Keywords

Cold drawing, Genetic programming, Modelling, Tensile stress, Effective strain.

Citation

L. GUSEL, R. RUDOLF, N. ROMCEVIC, B. BUCHMEISTER, Genetic programming approach for modelling of tensile strength of cold drawn material, Optoelectronics and Advanced Materials - Rapid Communications, 6, 3-4, March-April 2012, pp.446-450 (2012).

Submitted at: Feb. 15, 2012

Accepted at: April 11, 2012