Neutron spectroscopy with TENIS using an artificial neural network; Applied Radiation and Isotopes; Vol. 201
| Parent link: | Applied Radiation and Isotopes.— .— Amsterdam: Elsevier Science Publishing Company Inc. Vol. 201.— 2023.— Article number 111035, 8 p. |
|---|---|
| Other Authors: | Bagherzadeh-Atashchi S. Somayyeh, Ghal-Eh N. Nima, Rahmani F. Faezeh, Izadi-Najafabadi R. Reza, Bedenko S. V. Sergey Vladimirovich |
| Summary: | Title screen In this research, a ThErmal Neutron Imaging System (TENIS) consisting of two perpendicular sets of plastic scintillator arrays for boron neutron capture therapy (BNCT) application has been investigated in a completely different approach for neutron energy spectrum unfolding. TENIS provides a thermal neutron map based on the detection of 2.22 MeV gamma-rays resulting from 1H(nth, γ)2D reactions, but in the present study, the 70-pixel thermal neutron images have been used as input data for unfolding the energy spectrum of incident neutrons. Having generated the thermal neutron images for 109 incident mono-energetic neutrons, a 70 × 109 response matrix has been generated using the MCNPX2.6 code for feeding into the artificial neural network tools of MATLAB. The errors of the final results for mono-energetic neutron sources are less than 10% and the root mean square error (RMSE) for the unfolded neutron spectrum of 252Cf is about 0.01. The agreement of the unfolding results for mono-energetic and 252Cf neutron sources confirms the performance of the TENIS system as a neutron spectrometer Текстовый файл AM_Agreement |
| Language: | English |
| Published: |
2023
|
| Subjects: | |
| Online Access: | https://doi.org/10.1016/j.apradiso.2023.111035 |
| Format: | Electronic Book Chapter |
| KOHA link: | https://koha.lib.tpu.ru/cgi-bin/koha/opac-detail.pl?biblionumber=680248 |
Similar Items
ANN-driven unfolding of epithermal neutron spectra in variable-geometry beam-shaping assemblies; Radiation Physics and Chemistry; Vol. 232
Published: (2025)
Published: (2025)
MCNP Simulations for Silver-Plastic Scintillator Detector for Mono-Energy Neutrons 2.5 and 14 MeV; Physics of Particles and Nuclei Letters; Vol. 18, iss. 7
Published: (2021)
Published: (2021)
Progresses in Artificial Intelligence and Neural Systems
Published: (2021)
Published: (2021)
Neutron Spectrum Formation under Neutron Pumping of the Active Medium Formed by Two Stable Gadolinium Isotopes; Bulletin of the Lebedev Physics Institute; Vol. 45, iss. 8
Published: (2018)
Published: (2018)
Evolutionary Algorithms and Neural Networks Theory and Applications /
by: Mirjalili, Seyedali
Published: (2019)
by: Mirjalili, Seyedali
Published: (2019)
A Geometric Approach to the Unification of Symbolic Structures and Neural Networks
by: Dong, Tiansi
Published: (2021)
by: Dong, Tiansi
Published: (2021)
Conceptual design for a new heterogeneous 241Am-9Be neutron source assembly using SOURCES4C-MCNPX hybrid simulations; Applied Radiation and Isotopes; Vol. 153
by: Ghal-Eh N. Nima
Published: (2019)
by: Ghal-Eh N. Nima
Published: (2019)
Simulation study of the response of a highly sensitive silver-activation detector for neutron detection using MCNP code; Radiation Physics and Chemistry; Vol. 189
by: Shehada A. Abdullah
Published: (2021)
by: Shehada A. Abdullah
Published: (2021)
The dependency of fast neutron flux and spectra on the collimation-field size and geometry for fast neutron therapy purposes; Radiation Effects and Defects in Solids; Vol. 176, iss. 9-10
by: Shehada A. Abdullah
Published: (2021)
by: Shehada A. Abdullah
Published: (2021)
Нейронные сети; Statistica Neural Networks: пер. с англ.
Published: (Москва, Горячая линия-Телеком, 2000)
Published: (Москва, Горячая линия-Телеком, 2000)
Label-free surface-enhanced Raman spectroscopy with artificial neural network technique for recognition photoinduced DNA damage; Biosensors and Bioelectronics; Vol. 145
Published: (2019)
Published: (2019)
Modeling of changes in the nuclide composition of VVER reactor fuel using artificial neural network; Heliyon; Vol. 10, iss. 4
by: Asabi Boakye Prince
Published: (2024)
by: Asabi Boakye Prince
Published: (2024)
Neutron beam preparation for soil moisture measurements: Nedis-PHITS and artificial neural networks study; Applied Radiation and Isotopes; Vol. 172
Published: (2021)
Published: (2021)
Parameters of the neutron field at the Prizm-AN stand in the neutronic measurement laboratory; Applied Radiation and Isotopes; Vol. 219
Published: (2025)
Published: (2025)
Advances in Neural Computation, Machine Learning, and Cognitive Research VIII Selected Papers from the XXVI International Conference on Neuroinformatics, October 21-25, 2024, Moscow, Russia /
Published: (2025)
Published: (2025)
Experimental Study of Convolutional Neural Network Architecture for Pattern Recognition in Images; Lecture Notes in Networks and Systems; Vol. 1118 : Software Engineering Methods Design and Application
by: Botygin I. A. Igor Aleksandrovich
Published: (2024)
by: Botygin I. A. Igor Aleksandrovich
Published: (2024)
Text detection algorithm on real scenes images and videos on the base of discrete cosine transform and convolutional neural network; Control and Communications (SIBCON-2017)
Published: (2017)
Published: (2017)
Quantifying Chaos by Various Computational Methods. Part 1: Simple Systems; Entropy; Vol. 20
Published: (2018)
Published: (2018)
Development of a Neural Network for a Digital Twin of Three-Winding Transformer; Problems of Informatics, Electronics and Radio Engineering (PIERE)
Published: (2024)
Published: (2024)
Philosophy and Theory of Artificial Intelligence 2021
Published: (2022)
Published: (2022)
Artificial Intelligence for Automated Pricing Based on Product Descriptions
by: Anh, Nguyen Thi Ngoc, et al.
Published: (2022)
by: Anh, Nguyen Thi Ngoc, et al.
Published: (2022)
Synthesis and characterization of novel activated carbon from Medlar seed for chromium removal: Experimental analysis and modeling with artificial neural network and support vector regression; Resource-Efficient Technologies; Vol. 3, iss. 3
Published: (2017)
Published: (2017)
Analysis of a Predictive Mathematical Model of Weather Changes Based on Neural Networks; Mathematics; Vol. 12, iss. 3
Published: (2024)
Published: (2024)
Neutron pumping of active medium formed by gadolinium isotopes Gd155 and Gd156 pair; Applied Radiation and Isotopes; Vol. 171
Published: (2021)
Published: (2021)
Precise cancer detection via the combination of functionalized SERS surfaces and convolutional neural network with independent inputs; Sensors and Actuators B: Chemical; Vol. 308
Published: (2020)
Published: (2020)
Application of TENIS and artificial neural networks in neutron spectroscopy for BNCT beams in IRT-T and TRR: additional research; European Physical Journal Plus; Vol. 140
Published: (2025)
Published: (2025)
Application of TENIS and artificial neural networks in neutron spectroscopy for BNCT beams in IRT-T and TRR: additional research; European Physical Journal Plus; Vol. 140
Published: (2025)
Published: (2025)
Neural Approaches to Dynamics of Signal Exchanges
Published: (2020)
Published: (2020)
Passivity of Complex Dynamical Networks Analysis, Control and Applications /
by: Wang, Jin-Liang, et al.
Published: (2021)
by: Wang, Jin-Liang, et al.
Published: (2021)
Network Science In Education Transformational Approaches in Teaching and Learning /
Published: (2018)
Published: (2018)
Neutron yield and energy spectrum of 13C(alpha,n)16O reaction in liquid scintillator of KamLAND: A Nedis-2m simulation; Nuclear Engineering and Technology; Vol. 53, iss. 12
Published: (2021)
Published: (2021)
Neutron pumping of active medium formed by gadolinium isotopes 155Gd and 156Gd pair: A feasibility study; Applied Radiation and Isotopes; Vol. 206
Published: (2024)
Published: (2024)
Optimizing input data for training an artificial neural network used for evaluating defect depth in infrared thermographic nondestructive testing; Infrared Physics and Technology; Vol. 102
Published: (2019)
Published: (2019)
Prediction of penetration rate and optimization of weight on a bit using artificial neural networks; Известия Томского политехнического университета [Известия ТПУ]. Инжиниринг георесурсов; Т. 335, № 3
Published: (2024)
Published: (2024)
Utilization of LSTM neural network for water production forecasting of a stepped solar still with a corrugated absorber plate; Process Safety and Environmental Protection; Vol. 148
Published: (2021)
Published: (2021)
Social Network Forensics, Cyber Security, and Machine Learning
by: Krishna, P. Venkata, et al.
Published: (2019)
by: Krishna, P. Venkata, et al.
Published: (2019)
Cancer Diagnosis by Neural Network Analysis of Data from Semiconductor Sensors; Diagnostics; Vol. 10, iss. 9
Published: (2020)
Published: (2020)
A method and apparatus for characterizing defects in large flat composite structures by Line Scan Thermography and neural network techniques; Frattura ed Integrita Strutturale; Vol. 17, iss. 63
Published: (2023)
Published: (2023)
Homogeneous multilayered neural network of direct distribution with local connections with leraning conditioned-reflex mechanism on the basis of two-threshold equilibrium neuron-ike elements; Bulletin of the Tomsk Polytechnic University; Vol. 310, № 1
by: Tereshkov А. М.
Published: (2007)
by: Tereshkov А. М.
Published: (2007)
Algebraic Techniques and Their Use in Describing and Processing Uncertainty To the Memory of Professor Elbert A. Walker /
Published: (2020)
Published: (2020)
Similar Items
-
ANN-driven unfolding of epithermal neutron spectra in variable-geometry beam-shaping assemblies; Radiation Physics and Chemistry; Vol. 232
Published: (2025) -
MCNP Simulations for Silver-Plastic Scintillator Detector for Mono-Energy Neutrons 2.5 and 14 MeV; Physics of Particles and Nuclei Letters; Vol. 18, iss. 7
Published: (2021) -
Progresses in Artificial Intelligence and Neural Systems
Published: (2021) -
Neutron Spectrum Formation under Neutron Pumping of the Active Medium Formed by Two Stable Gadolinium Isotopes; Bulletin of the Lebedev Physics Institute; Vol. 45, iss. 8
Published: (2018) -
Evolutionary Algorithms and Neural Networks Theory and Applications /
by: Mirjalili, Seyedali
Published: (2019)