AN APPROACH TO UNFOLD THE RESPONSE OF A MULTIELEMENT SYSTEM USING AN ARTIFICIAL NEURAL-NETWORK

Citation
E. Cordes et al., AN APPROACH TO UNFOLD THE RESPONSE OF A MULTIELEMENT SYSTEM USING AN ARTIFICIAL NEURAL-NETWORK, IEEE transactions on nuclear science, 45(3), 1998, pp. 1464-1469
Citations number
18
Categorie Soggetti
Nuclear Sciences & Tecnology","Engineering, Eletrical & Electronic
ISSN journal
00189499
Volume
45
Issue
3
Year of publication
1998
Part
3
Pages
1464 - 1469
Database
ISI
SICI code
0018-9499(1998)45:3<1464:AATUTR>2.0.ZU;2-T
Abstract
An unfolding procedure is proposed which aims at obtaining spectral in formation of a neutron radiation field by the analysis of the response of a multi-element system consisting of converter type semiconductors . Far the unfolding procedure an artificial neural network (feed forwa rd network), trained by the back-propagation method, was used. The res ponse functions of the single elements to neutron radiation were calcu lated by application of a computational model for an energy range from 10(-2) eV to 10 MeV. The training of the artificial neural network wa s based on the computation of responses of a six-element system for a set of 300 neutron spectra and the application of the backpropagation method. The validation was performed by the unfolding of 100 computed responses. Two unfolding examples were pointed out for the determinati on of the neutron spectra. The spectra resulting from the unfolding pr ocedure agree well with the original spectra used for the response com putation.