Analysis of Be-7 behaviour in the air by using a multilayer perceptron neural network

作者:Samolov A*; Dragovic S; Dakovic M; Bacic G
来源:Journal of Environmental Radioactivity, 2014, 137: 198-203.
DOI:10.1016/j.jenvrad.2014.07.016

摘要

A multilayer perceptron artificial neural network (ANN) model for the prediction of the Be-7 behaviour in the air as the function of meteorological parameters was developed. The model was optimized and tested using Be-7 activity concentrations obtained by standard gamma-ray spectrometric analysis of air samples collected in Belgrade (Serbia) during 2009-2011 and meteorological data for the same period. Good correlation (r = 0.91) between experimental values of Be-7 activity concentrations and those predicted by ANN was obtained. The good performance of the model in prediction of Be-7 activity concentrations could provide basis for construction of models which would forecast behaviour of other airborne radionuclides.

  • 出版日期2014-11