journal article·2015-09

Duplex ceramic coating produced by low temperature thermo-reactive deposition and diffusion on the cold work tool steel substrate: Thermodynamics, kinetics and modeling

Hesam Pouraliakbar, Gholamreza Khalaj, Lidija Gomidželović, Mohamad-Javad Khalaj, Mohsen Nazerfakhari

Ceramics International· Volume 41· Issue 8
Publisher page

Abstract

Abstract Specimens of DIN 100MnCrW4 steel (type O1 tool steel) have been cut and prepared for performing a duplex surface treatment involving nitriding and low temperature vanadium thermo-reactive deposition and diffusion (TRD) technique. The TRD process was performed in a molten salt bath at different temperatures of 575, 650 and 725 °C for 1–30 h. The treatment formed a vanadium carbonitride coating with the thickness up to 10.5 μm on a hardened diffusion zone. Characterizations by means of an optical microscope (OM), scanning electron microscope equipped with energy dispersive X-ray spectrometer (SEM–EDS) and X-ray diffraction analysis (XRD) indicated that the compact and dense coating mainly consisted of V(C,N) and V2(C,N) phases. All the growth processes of the formed vanadium carbonitride layer obtained by TRD followed a parabolic kinetics while the calculated activation energy (Q) for the treatment was 181.1 kJ/mol. An artificial neural network (ANN) based model for predicting the layer thickness of ceramic coatings was presented. Constructing the model, training, validating and testing of experimental results from 72 different specimens were conducted. The data used as inputs in the proposed model were arranged in a format of five parameters that comprised of “pre-nitriding time”, “ferro-vanadium particle size”, “ferro-vanadium weight percent”, “salt bath temperature” and “coating time”. Accordingly, the thickness of duplex coating in each specimen was estimated accurately. Finally, the proposed ANN-based model showed a strong potential for predicting the layer thickness of duplex ceramic coating performed by the TRD technique on the substrate of cold work tool steel.
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Research context

OpenAlex topics: Metal and Thin Film Mechanics · Semiconductor materials and devices · Advanced materials and composites

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References (51)

Show source-provided references
1. Formation of carbide layers on AISI H13 and D2 steels by treatment in molten borax containing dissolved both Fe–Nb and Fe–Ti powders10.1016/j.matlet.2005.01.052 ↗
2. Niobium boride coating on AISI M2 steel by boroniobizing treatment10.1016/j.matlet.2007.12.042 ↗
3. Evaluation of vanadium carbide coatings on AISI H13 obtained by thermo-reactive deposition/diffusion technique10.1016/j.surfcoat.2010.07.065 ↗
4. Kinetics of titanium nitride coatings deposited by thermo-reactive deposition technique10.1016/j.vacuum.2004.04.003 ↗
5. Vanadium carbide coatings on die steel deposited by the thermo-reactive diffusion technique10.1016/j.jpcs.2008.04.040 ↗
6. Artificial neural network to predict the effects of coating parameters on layer thickness of chromium carbonitride coating on pre-nitrided steels10.1007/s00521-012-0994-2 ↗
7. Evaluation of hard coatings obtained on AISI D2 steel by thermo-reactive deposition treatment10.1016/j.surfcoat.2006.03.036 ↗
8. Effects of rare earths in borax salt bath immersion vanadium carbide coating process on steel substrate10.1016/j.surfcoat.2008.04.068 ↗
9. Kinetics of titanium nitride coatings deposited by thermo-reactive deposition technique10.1016/j.vacuum.2004.04.003 ↗
10. Thermoreactive Deposition/Diffusion Process for Surface Hardening of Steels
11. The microstructure evolution of VC coatings on AISI H13 and 9Cr18 steel by thermo-reactive deposition process10.1016/j.jallcom.2010.06.064 ↗
12. Kinetics of V(N,C) and Nb(N,C) coatings produced by V–Nb–RE deposition technique10.1016/j.surfcoat.2012.04.057 ↗
13. Diffusion carbide coatings formed in molten borax systems10.1007/BF02833709 ↗
14. F.-S. Chen, C.-Y. Wei, Wear Resistance Improvement of AISI D2 Tool Steel by Post Treatment of Plasma Nitriding on Chromium Carbide Coating Prepared by TRD2004Department of Materials Engineering, Tatung University, Taiwan, Dissertation for Ph.D. degree
15. On the formation of carbide coatings by chromizing carbon steels10.1007/BF02649834 ↗
16. Chromium carbonitride coating produced on DIN 1.2210 steel by thermo-reactive deposition technique: thermodynamics, kinetics and modeling10.1016/j.surfcoat.2013.02.030 ↗
17. Computer-aided modeling for predicting layer thickness of a duplex treated ceramic coating on tool steels10.1016/j.ceramint.2013.10.141 ↗
18. T. Arai, Y. Sugimoto, in: Proceedings of 20th Conference, the Japan Society for Heat-Treatment, Osaka, Japan, 1985.
19. T. Arai, H. Fujita, Y. Sugimoto, Y. Ohta, in: Proceedings of the Conference on Heat Treatment and Surface Engineering: New Technology and Practical Applications, ASM International, USA, 1988.
20. Vanadium carbonitride coating by immersing into low temperature salt bath
21. Arai · 1990
22. K. Nakanishi, H. Takeda, H. Tachikawa, T. Arai, in: Proceedings of the 8th International Congress on Heat Treatment of Materials, Heat & Surface ’92, Kyoto Nagoya, Japan, 1992.
23. Comparison of the activation energies of the formation of chromium carbide coating on carburized and uncarburized AISI 1020 Steel
24. Structural properties and kinetics of nitro-niobized steels10.1007/s10853-011-5758-3 ↗
25. Thermo-reactive deposition processed vanadium carbide coating: growth kinetics model and diffusion mechanism10.1016/j.surfcoat.2012.08.010 ↗
26. Modeling the correlation between heat treatment, chemical composition and bainite fraction of pipeline steels by means of artificial neural networks10.14311/NNW.2013.23.022 ↗
27. Modeling ductile-to-brittle transition temperature of functionally graded steels by gene expression programming10.1177/1056789511406561 ↗
28. Computational investigations of the impact resistance of aluminum-epoxy laminated composites10.1177/1056789511411739 ↗
29. Koza · 1992
30. W. Poli, B. Langdon, N.F. McPhee, A Field Guide to Genetic Programming, Published via 〈http://lulu.com〉 and freely available at 〈http://www.gp-field-guide.org.uk〉, 2008.
31. Prediction martensite fraction of microalloyed steel by artificial neural networks10.14311/NNW.2013.23.009 ↗
32. Toughness prediction in functionally graded Al6061/SiCp composites produced by roll-bonding10.1016/j.ceramint.2014.01.103 ↗
33. Learning internal representation by error propagation
34. Detection of cracks using neural networks and computational mechanics10.1016/S0045-7825(02)00221-9 ↗
35. Cognitive and psychological computation with neural models10.1109/TSMC.1983.6313074 ↗
36. Neural networks and physical systems with emergent collective computational abilities10.1073/pnas.79.8.2554 ↗
37. Predictions of toughness and hardness by using chemical composition and tensile properties in microalloyed line pipe steels10.1007/s00521-014-1687-9 ↗
38. Predictions of corrosion current density and potential by using chemical composition and corrosion cell characteristics in microalloyed pipeline steels10.1016/j.measurement.2014.11.011 ↗
39. Genetic programming based formulation for fresh and hardened properties of self-compacting concrete containing pulverized fuel ash10.1016/j.conbuildmat.2009.02.012 ↗
40. Kinetics of niobium carbide coating produced on AISI 1040 steel by thermo-reactive deposition technique10.1016/j.matchemphys.2004.03.002 ↗
41. VC & NbC coating on DIN 115CrV3 steel in molten borax bath10.4028/www.scientific.net/MSF.163-165.627 ↗
42. The effect of thermo chemical treatments on the mechanical properties of tool steel10.1016/0261-3069(83)90222-4 ↗
43. A study on kinetics of CrxC-coated high-chromium steel by thermo-reactive diffusion technique10.1016/j.vacuum.2005.01.009 ↗
44. Fluidized bed CrN coating formation on prenitrocarburized plain carbon steel10.1361/10599490419982 ↗
45. Kubaschewski · 1979
46. Barin · 1995
47. Phase transformations in low-temperature chromized 0.45wt% C plain carbon steel10.1016/j.surfcoat.2007.03.041 ↗
48. Kinetics of V(N,C) coating produced by a duplex surface treatment10.1016/j.surfcoat.2008.02.027 ↗
49. Statistical analysis of linear and nonlinear correlation of the Arrhenius equation constants10.1016/S0255-2701(96)04186-4 ↗
50. Application of Arrhenius equation to solid state kinetics: can this be justified?10.1016/S0040-6031(01)00769-9 ↗
51. 1998