DocumentCode :
2804591
Title :
An approach to unfold the response of a multi-element system using an artificial neural network
Author :
Cordes, E. ; Fehrenbacher, G. ; Schütz, R. ; Sprunck, M. ; Hahn, K. ; Hofmann, R. ; Biersack, J.P. ; Wahl, W.
Author_Institution :
Inst. of Radiat. Protection, GSF-Nat. Res. Center for Environ. & Health, Neuherberg, Germany
fYear :
1997
fDate :
15-19 Sep 1997
Firstpage :
271
Lastpage :
276
Abstract :
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. For 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 back-propagation 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
Keywords :
backpropagation; feedforward neural nets; neutron detection; neutron spectra; semiconductor counters; semiconductor device models; 1E-2 eV to 10 MeV; artificial neural network; backpropagation training; computational model; converter semiconductor detector; feedforward network; multi-element system; neutron radiation response; neutron spectra; unfolding algorithm; Artificial neural networks; Computer applications; Dosimetry; Feeds; Information analysis; Neutrons; Optimization methods; Protection; Radiation detectors; Semiconductor device measurement;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Radiation and Its Effects on Components and Systems, 1997. RADECS 97. Fourth European Conference on
Conference_Location :
Cannes
Print_ISBN :
0-7803-4071-X
Type :
conf
DOI :
10.1109/RADECS.1997.698908
Filename :
698908
Link To Document :
بازگشت