Mechanical Characterisation of Thermal Barrier Coatings Using a Micro-Indentation Instrumented Technique

Article Preview

Abstract:

An original instrumented microindenter capable of testing materials up to 1000°C in an inert atmosphere has been developed. The method of neural networks is used to solve the inverse problem, in order to determine the constitutive equation of the materials tested. To obtain a data basis for the training and validation of the neural network, finite element simulations were carried out for various sets of material parameters. To reduce the number of simulations a representative sampling of the loading-strain responses is performed using an unsupervised network, so-called self-organizing map.

You might also be interested in these eBooks

Info:

Periodical:

Key Engineering Materials (Volumes 345-346)

Pages:

829-832

Citation:

Online since:

August 2007

Export:

Price:

Permissions CCC:

Permissions PLS:

Сopyright:

© 2007 Trans Tech Publications Ltd. All Rights Reserved

Share:

Citation:

[1] M. F Doerner, W. D Nix., A method for interpreting the data from depth-sensing indentation instruments, J. Mater. Res., 601, (1986).

DOI: 10.1557/jmr.1986.0601

Google Scholar

[2] A.E. Giannakopoulos, P.L. Larson., Vastergaard R., Int. J. Solid Struct., 40, 1191, (1994).

Google Scholar

[3] A.E. Giannakopoulos, S. Suresh, Scripta mater., 31, 2679, (1999).

Google Scholar

[4] J.C. M Li, Mater. Sci. Engng A, 322, 23, (2002).

Google Scholar

[5] T.O. Mulhearn and D. Tabor, J. Inst. Metals, 89, 7, (1960-61).

Google Scholar

[5] D. Dorner, K. Röller, B. Skrotzki, B. Stöckhert, G. Eggeler, Mat. Sci. Engng A, 357, 346, (2003).

Google Scholar

[7] T. Kohonen, Self Organizing Maps. Berlin, Springer, (1995).

Google Scholar

[8] K. Fugunaga, Introduction to statistical pattern recognition, Academic Press, London, (1990).

Google Scholar

[9] V. J Romero, L. P. Swiler, et al., Structural Safety, 26(2), 201, (2004).

Google Scholar

[10] C.M. Bishop, Neural Networks for Pattern recognition, New York, Oxford University Press Inc, (1995). Estimation (MPa) Exact Value (MPa).

Google Scholar