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Optimisation of high-speed steels chemical composition using the artificial intelligence methods

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Języki publikacji
EN
Abstrakty
EN
The main goal of the research carried out was developing the design methodology for the new high-speed steels with the required properties, including hardness and fracture toughness, as the main properties guaranteeing the high durability and quality of tools made from them. It was decided that hardness and fracture toughness KIc are the criteria used during the high-speed steels design. In case of hardness, the statistical and neural netw chemical composition and its heat treatment parameters, i.e., austenitizing- and tempering temperatures. In the second case - high-speed steels fracture toughness, the neural network model was developed, makin it possible to compute the KIc factor based on the steel chemical composition and its heat treatment parameters. The developed material models were used for designing the chemical compositions if the new high-speed steel, demonstrating the desired properties, i.e., hardness and fracture toughness. Methodology was developed to this end, employing the evolutionary algorithms, multicriteria optimisation of the high-speed steels chemical composition.
Rocznik
Strony
120--133
Opis fizyczny
Bibliogr. 16 poz., tab., rys.
Twórcy
autor
  • Politechnika Śląska, ul. Konarskiego 18a, 44-100 Gliwice
Bibliografia
  • [1] ASHBY M.F., JOHNSON K., 2002, Materials and design: the art and science of materials selection in product design, Butterworth Heinemann, Oxford-Amsterdam-Boston.
  • [2] EDWARDS K.L., 2002, Linking materials and design: an assessment of purpose and progress, Materials & Design, 23, 255-264.
  • [3] LJUNGBERG L.Y., EDWARDS K.L., 2003, Design, materials selection and marketing of successful products, Materials & Design, 24, 519-529.
  • [4] OLSON G.B., 1997, Computational design of hierarchically structured materials, Science, 277, 1237-1242.
  • [5] OLSON G.B., 2000, Designing a new materials world, Science, 288, 993-998.
  • [6] DENG Y.-M., EDWARDS K.L., 2007, The role of materials identification and selection in engineering design, Materials & Design, 28, 131-139.
  • [7] EDWARDS K.L., 2002, Linking materials and design: an assessment of purpose and progress, Materials & Design, 23, 255-264.
  • [8] LU W.F., DENG Y.-M., 2004, A system modelling methodology for materials and engineering systems design integration, Materials & Design, 25, 459-469.
  • [9] McDOWELL D.L., 2008, Simulation-assisted materials design for the concurrent design of materials and products, JOM, Sept, 21-25.
  • [10] PANCHAL J.H., CHOI H.-J., ALLEN J.K., McDOWELL D.L., MISTREE F., 2007, A systems-based approach for integrated design of materials, products and design process chains, Journal of Computer-Aided Materials Design, 14, 265-293.
  • [11] RAJAN K., 2005, Materials informatics, Materials Today, Oct, 38-45.
  • [12] DOBRZAŃSKI L.A., ZARYCHTA A., LIGARSKI M., HAJDUCZEK E., 1994, The role of Nb or Ti as alloying elements in W-Mo-V high speed steels, Division of Tool Materials and Computer Techniques in Metal Science, Silesian University of Technology, Gliwice.
  • [13] DOBRZAŃSKI L.A., ZARYCHTA A., HAJDUCZEK E., LIGARSKI M., 1997, Heat treatment of W-Mo-V i W-V high speed steels with Ti addition, Division of Tool Materials and Computer Techniques in Metal Science, Silesian University of Technology, Gliwice.
  • [14] STANDARD PN EN ISO 4957:2004, 2004, Tool steels.
  • [15] http://www.erasteel.com/us/produits/hss.php
  • [16] STANDARD PN EN ISO 12737:2006, Metallic materials- Determination of plane-strain fracture toughness.
Typ dokumentu
Bibliografia
Identyfikator YADDA
bwmeta1.element.baztech-76118ff9-4955-47be-88ba-e0ddb635c80d
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