Analysis of the influence of atmospheric plasma spray (APS) parameters on adhesion properties of alumina-titania coatings
Source abstract
Abstract
Abstract Alumina-13 wt% titania wear resistant coatings were deposited using the Atmospheric Plasma Spray (APS) process under several processing conditions. Coating adhesion was then measured locally on cross sections by the indentation test and results were correlated with process variables. In order to identify the most influential factors on adhesion, artificial intelligence was used. The analysis was based on an Artificial Neural Network (ANN) taking into account training and test procedures to predict the dependences of measured property on experimental conditions. This study pointed out primarily that adhesion was largely sensitive to parameters that modified the in-flight particle characteristics (i.e. velocity and temperature). These effects were quantitatively demonstrated and predicted with an optimized neural network structure. Keywords: ARTIFICIAL NEURAL NETWORK (ANN)ATMOSPHERIC PLASMA SPRAY (APS)PROCESS PARAMETERSINTERFACIAL TOUGHNESSALUMINA-TITANIA COATINGIN-FLIGHT PARTICLE CHARACTERISTICS.
Source: openalex_inverted_index · Quality: baseline
Research context
OpenAlex topics: High-Temperature Coating Behaviors · Metal and Thin Film Mechanics · Diamond and Carbon-based Materials Research
SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.
References (18)
Show source-provided references
1. Pawlowski L. · 1995
2. McCulloch W. C. · Bull. Math. Biophys. · 1943 · 5 · 11510.1007/BF02478259 ↗
3. Marshall D. B. · J. Am. Ceram. Soc. · 1982 · 65 · 56110.1111/j.1151-2916.1982.tb10782.x ↗
4. Lawn B. R. · J. Mater. Sci. · 1975 · 10 · 11310.1007/BF00541038 ↗
5. Evans A. G. · J. Am. Ceram. Soc. · 1976 · 59 · 37110.1111/j.1151-2916.1976.tb10991.x ↗
6. Choulier, D., Fluzin, P. and Coddet, C. 1988.Proc. 6th International Conference on Heat Treatment of Metals, 75Materials Park, OH: ASM International.
7. Bishop C. M. · 199510.1093/oso/9780198538493.001.0001 ↗
8. Guessasma, S., Montavon, G. and Coddet, C. 2002.Proc. 2002 International Thermal Spray Conference and Exposition, 435Düsseldorf: DVS-Verlag.10.31399/asm.cp.itsc2002p0435 ↗
9. Rumelhart D. E. · Nature · 1986 · 323 · 53310.1038/323533a0 ↗
10. Werbos P. J. · Neural Networks · 1988 · 1 · 33910.1016/0893-6080(88)90007-X ↗
11. Fahlman, S. E. 1988.Proc. of the 1988 Connectionist Models Summer School38San Mateo, CA see the linkhttp://www-2.cs.cmu.edu/»sef/sefCV.htm).
12. Patterson D. · 1996
13. Vardelle M. · Pure Appl. Chem. · 1999 · 71 · 190910.1351/pac199971101909 ↗
14. Nylén, P., Wigren, J., Idetjärn, J. and Pejryd, L. 2001.Proc. Thermal Spray 2001: New Surfaces for a New Millennium, 1213Materials Park, OH: ASM International.10.31399/asm.cp.itsc2001p1213 ↗
15. Madjeski J. · Int. J. Heat Mass Transfer · 1976 · 19 · 100910.1016/0017-9310(76)90183-6 ↗
16. Trapaga G. · Metall. Trans. B · 1991 · 222 · 90110.1007/BF02651166 ↗
17. Prystay M. · J. Thermal Spray Technol. · 2001 · 10 · 6710.1361/105996301770349529 ↗
18. Zhang T. · Surface Coatings Technol. · 2000 · 132 · 23310.1016/S0257-8972(00)00847-1 ↗