Bayesian regression approaches on example of concrete fatigue failure prediction / Marek Słoński // Computer Assisted Mechanics and Engineering Sciences. – 2006, Vol. 13, No. 4, s. 655-668 : tab., ... więcej

Bayesian regression approaches on example of concrete fatigue failure prediction / Marek Słoński // Computer Assisted Mechanics and Engineering Sciences. – 2006, Vol. 13, No. 4, s. 655-668 : tab., wykr. – Bibliogr. 15 poz., Streszcz. ang. – Mat. konf.: 16th Polish Conference on Computer Methods in Mechanics CMM-2005, Częstochowa, Poland, 21-24.06.2005. – ISSN 1232-308X

The focus of this paper is the application of two nonlinear regression models in the context of Bayesian inference to the problem of failure prediction of concrete specimen under repeated loads based on ... więcej

The focus of this paper is the application of two nonlinear regression models in the context of Bayesian inference to the problem of failure prediction of concrete specimen under repeated loads based on experimental data. These two models are compared with an empirical formulae. Results on testing data show that both models give better point predictions than empirical formulae. Moreover, Bayesian regression approach makes it possible to calculate prediction intervals (error bars) describing the reliability of the models predictions.