An approach to unfold the response of a multi-element system using an artificial neural network

被引:18
作者
Cordes, E [1 ]
Fehrenbacher, G
Schutz, R
Sprunck, M
Hahn, K
Hofmann, R
Biersack, JP
Wahl, W
机构
[1] GSF Forschungszentrum Umwelt & Gesundheit GMBH, Inst Radiat Protect, D-85764 Neuherberg, Germany
[2] Hahn Meitner Inst Kernforsch Berlin GmbH, D-14109 Berlin, Germany
关键词
D O I
10.1109/23.685224
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
An unfolding procedure is proposed which aims at obtaining spectral information 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 forward network), trained by the back-propagation method, was used. The response functions of the single elements to neutron radiation were calculated by application of a computational model for an energy range from 10(-2) eV to 10 MeV. The training of the artificial neural network was 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 determination of the neutron spectra. The spectra resulting from the unfolding procedure agree well with the original spectra used for the response computation.
引用
收藏
页码:1464 / 1469
页数:6
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