Reliability confidence intervals for ceramic components as obtained from bootstrap methods and neural networks

作者: K. Heiermann , H. Riesch-Oppermann , N. Huber

DOI: 10.1016/J.COMMATSCI.2004.10.002

关键词:

摘要: Fracture of ceramic components is governed by the multiaxial Weibull theory. Due to inherent scatter in fracture behaviour ceramics, strength and lifetime predictions are prone statistical uncertainty. In this paper we present a strategy for assessment uncertainty estimation failure probability due material data. Confidence intervals obtained means stochastic resampling methods. A considerable computational effort can be saved when using neural networks part simulation. The presented may applied different purposes: reliability component, setup parameters an experimental investigation, interpretation results.

参考文章(15)
Angelika Brckner-Foit, Christian Ziegler, Lifetime Prediction for Ceramic Components Subjected to Time‐Dependent Loading John Wiley & Sons, Inc.. pp. 99- 106 ,(2010) , 10.1002/9780470294499.CH11
G. Yagawa, H. Okuda, Neural networks in computational mechanics Archives of Computational Methods in Engineering. ,vol. 3, pp. 435- 512 ,(1996) , 10.1007/BF02818935
Darrel R. Thoman, Lee J. Bain, Charles E. Antle, Inferences on the Parameters of the Weibull Distribution Technometrics. ,vol. 11, pp. 445- 460 ,(1969) , 10.1080/00401706.1969.10490706
Robert J Tibshirani, Bradley Efron, An introduction to the bootstrap ,(1993)
Thomas Thiemeier, Angelika Bruckner-Foit, Helmut Kolker, Influence of the Fracture Criterion on the Failure Prediction of Ceramics Loaded in Biaxial Flexure Journal of the American Ceramic Society. ,vol. 74, pp. 48- 52 ,(1991) , 10.1111/J.1151-2916.1991.TB07295.X
S. B. BATDORF, H. L. HEINISCH, Weakest Link Theory Reformulated for Arbitrary Fracture Criterion Journal of the American Ceramic Society. ,vol. 61, pp. 355- 358 ,(1978) , 10.1111/J.1151-2916.1978.TB09327.X
Koichi KITAKAMI, Yohtaro MATSUO, Shiushichi KIMURA, A Theory of Non-Destructive Inspection Based on Fracture Mechanics and Fracture Statistics Journal of the Ceramic Society of Japan. ,vol. 99, pp. 361- 364 ,(1991) , 10.2109/JCERSJ.99.361
A. G. EVANS, A General Approach for the Statistical Analysis of Multiaxial Fracture Journal of the American Ceramic Society. ,vol. 61, pp. 302- 308 ,(1978) , 10.1111/J.1151-2916.1978.TB09314.X