Unfolding;
Fast neutrons;
Artificial neural network;
Multilayer perceptron;
D O I:
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摘要:
Neutron spectrum unfolding based on an artificial neural network (ANN) is a highly flexible and robust method that can be applied to any type of radiation detector and wide energy range of incident particles. In this study, we present details of neutron-spectrum deconvolution with well-established multilayer perceptron algorithms implemented in CERN ROOT with the aim of obtaining the incident neutron energy spectra for white neutron and mono-energetic beams with finite energy spreads. The ANN trained with experimental and simulation datasets successfully approximated incident neutron spectra with high accuracy for each case, indicating that a well-trained ANN has high potential for applications in radiation-related fields.
机构:
Yancheng Teachers Univ, Coll Appl Chem & Environm Engn, Inst New Energy Chem Storage & Power Source, Yancheng 224007, Jiangsu, Peoples R ChinaYancheng Teachers Univ, Coll Appl Chem & Environm Engn, Inst New Energy Chem Storage & Power Source, Yancheng 224007, Jiangsu, Peoples R China
Yang, Xiaowei
Boroomandpour, Ahmadreza
论文数: 0|引用数: 0|
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机构:
Islamic Azad Univ, Dept Mech Engn, Khomeinishahr Branch, Khomeinishahr, IranYancheng Teachers Univ, Coll Appl Chem & Environm Engn, Inst New Energy Chem Storage & Power Source, Yancheng 224007, Jiangsu, Peoples R China
Boroomandpour, Ahmadreza
Wen, Shiwei
论文数: 0|引用数: 0|
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机构:
Zhongshan Haohui Met Prod Co Ltd, Zhongshan 528400, Peoples R ChinaYancheng Teachers Univ, Coll Appl Chem & Environm Engn, Inst New Energy Chem Storage & Power Source, Yancheng 224007, Jiangsu, Peoples R China
Wen, Shiwei
Toghraie, Davood
论文数: 0|引用数: 0|
h-index: 0|
机构:
Islamic Azad Univ, Dept Mech Engn, Khomeinishahr Branch, Khomeinishahr, IranYancheng Teachers Univ, Coll Appl Chem & Environm Engn, Inst New Energy Chem Storage & Power Source, Yancheng 224007, Jiangsu, Peoples R China
Toghraie, Davood
Soltani, Farid
论文数: 0|引用数: 0|
h-index: 0|
机构:
Univ Kashan, Dept Mech Engn, Kashan, IranYancheng Teachers Univ, Coll Appl Chem & Environm Engn, Inst New Energy Chem Storage & Power Source, Yancheng 224007, Jiangsu, Peoples R China