Reliability analysis using artificial neural networks

A probabilistic analysis approach is developed by extending the Monte Carlo simulation. The Multilayer perceptron with backpropagation learning algorithm is applied in reliability analysis as the substitute of finite element solver. The reliability of a tunnel is analyzed as an example. Through Mont...

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Veröffentlicht in:	2010 Sixth International Conference on Natural Computation Jg. 4; S. 1783 - 1787
Hauptverfasser:	Changqing Qi, Jimin Wu
Format:	Tagungsbericht
Sprache:	Englisch
Veröffentlicht:	IEEE 01.08.2010
Schlagworte:	Artificial neural networks backpropagation learning algorithm Finite element methods Geology Monte Carlo methods Monte Carlo simulation multilayer perceptron Reliability reliability analysis stochastic finite element method Stochastic processes Training
ISBN:	1424459583, 9781424459582
ISSN:	2157-9555
Online-Zugang:	Volltext
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