Application of artificial neural networks in properties modelling of PVD and CVD coatings

• Autorzy: Dobrzański L.A. , Staszuk M. , Honysz R. , Honysz R.
• Języki publikacji: EN

Abstrakty

EN

Purpose: The aim of this paper is to describe the application of artificial neural networks in development of a model, which describes the influence of PVD and CVD coatings properties on the cutting edge durability from sintered carbides covered with these layers. Design/methodology/approach: The input data used for the artificial neural networks were PVD and CVD coatings microhardness, thickness, grain size and their adhesion to the substrate. On the network's output is the durability of the PVD and CVD coatings coated on sintered carbide blades determined in technological cutting trials of grey cast iron. Findings: Research results shows, that the greatest influence on the durability of coated sintered carbide blades is adhesion to the substrate. Smaller influence on blades durability has the size of grains. Other properties have a minor influence on the cutting tool. Practical implications: The presented results indicates, that the coating material selection and design of PVD and CVD coatings deposition process should be implemented with taking into consideration in the first place the best coating's adhesion to the substrate. Originality/value: The application of artificial neural networks for influence determination of PVD and CVD coatings microhardness, grain size, thickness and adhesion to the substrate on the durability of the sintered carbide blades covered with investigated coatings.

Słowa kluczowe

EN

analysis; modelling; computational materials science; working properties of materials and products; mechanical properties; thin coatings; thick coatings

PL

analiza; modelowanie; komputerowa nauka o materiałach; właściwości mechaniczne; cienkie powłoki; powłoki grube

• Wydawca: International OCSCO World Press
• Czasopismo: Archives of Computational Materials Science and Surface Engineering
• Rocznik: 2010
• Tom: Vol. 2, nr 3
• Strony: 141--148
• Opis fizyczny: Bibliogr. 20 poz., tab., rys., wykr.

Twórcy

autor

Dobrzański L.A.

autor

Staszuk M.

autor

Honysz R.

autor

Honysz R.

• Division of Materials Processing Technology, Management and Computer Techniques in Materials Science, Institute of Engineering Materials and Biomaterials, Silesian University of Technology, ul. Konarskiego 18a, 44-100 Gliwice, Poland,

Bibliografia

• [1] L.A. Dobrzański, M. Staszuk, M. Pawlyta, W. Kwaśny, M. Pancielejko, Characteristics of Ti(C,N) and (Ti,Zr)N gradient PVD coatings deposited onto sintered tool materials, Journal of Achievements in Materials and Manufacturing Engineering 31/2 (2008) 629-634.
• [2] L.A. Dobrzański, K. Gołombek, E. Hajduczek, Structure of the nanocrystalline coatings obtained on the CAE process on the sintered tool materials, Journal of Materials Processing Technology 175 (2006) 157-162.
• [3] L.A. Dobrzański, K. Gołombek, J. Mikuła, D. Pakuła, Multilayer and gradient PVD coatings on the sintered tool materials, Journal of Achievements in Materials and Manufacturing Engineering 31/2 (2008) 170-190.
• [4] D. Pakuła, L.A. Dobrzański, K. Gołombek, M. Pancielejko, A. Křiž, Structure and properties of the Si3N4 nitride ceramics with hard wear resistant coatings, Journal of Materials Processing Technology 157-158 (2004) 388-393.
• [5] Dongli Zou, Dianran Yan, Lisong Xiao, Yanchun Dong, Characterisation of nanostructured TiN coatings fabricated by reactive plasma spraying, Surface and Coatings Technology 202 (2008) 1928-1934.
• [6] T. Burakowski, T. Wierzchoń, Engineering of metal surface, WNT, Warsaw, 1995.
• [7] P. Kula, Surface engineering. Monograph, Technical University of Lodz publishing house, Lodz, 2000.
• [8] W. Pawlak, B. Wendler, Multilayer, hybrid PVD coatings on Ti6Al4V titanium alloy, Journal of Achievements in Materials and Manufacturing Engineering 37/2 (2009) 660-667.
• [9] K.T. Wojciechowski, R. Zybala, R. Mania, J. Morgiel, DLC layers prepared by the PVD magnetron sputtering technique, Journal of Achievements in Materials and Manufacturing Engineering 37/2 (2009) 726-729.
• [10] M. Betiuk, M. Szudrowicz, Ion etching and ion assisted in PAPVD-Arc process - AIDA ions source, Engineering Materials 5 (2005) 277-280 (in Polish).
• [11] I. Dörfel, W. Österle, I. Urban, E. Bouzy, Microstructural characterization of binary and ternary hard coating systems for wear protection, Part I: PVD coatings, Surface and Coatings Technology 111 (1999) 199-209.
• [12] N.M. Mustapha, R.P. Howson, Reactive filtered arc evaporation, Vacuum 60 (2001) 361-368.
• [13] S. Hogmark, S. Jacobson, M. Larsson, Design and evaluation of tribological coatings, Wear 246 (2000) 20-33.
• [14] A. Śliwa, J. Mikuła, K. Gołombek, L.A. Dobrzański, FEM modelling of internal stresses in PVD coated FGM, Journal of Achievements in Materials and Manufacturing Engineering 36/1 (2009) 71-78.
• [15] W. Kwaśny, A modification of the method for determination of surface fractal dimension and multifractal analysis, Journal of Achievements in Materials and Manufacturing Engineering 33/2 (2009) 115-125.
• [16] W. Kwaśny, W. Sitek, L.A. Dobrzański, Modelling of properties of the PVD coatings using neural networks, Journal of Achievements in Materials and Manufacturing Engineering 24/2 (2007) 163-166.
• [17] M. Rajendra, M. Patrikar, Modeling and simulation of surface roughness, Applied Surface Science 228 (2004) 213-220.
• [18] S. Guessasma, G. Montavon, Ch. Coddet, Modelling of the APS plasma spray process using artificial neural networks: basis, requirements and an example, Computational Materials Science 29 (2004) 315-333.
• [19] L.A. Dobrzański, M. Staszuk, J. Konieczny, W. Kwaśny, M. Pawlyta, Structure of TiBN coatings deposited onto cemented carbides and sialon tool ceramics, Archives of Materials Science and Engineering 38/1 (2009) 48-54.
• [20] L.A. Dobrzański, M. Staszuk, K. Gołombek, A. Śliwa, M. Pancielejko, Structure and properties PVD and CVD coatings deposited onto edges of sintered cutting tools, Archives of Metallurgy and Materials 55/1 (2010) 187-193.