Multilayer perceptron neural network applied to the neutron transport equation for the single velocity neurocomputational approach to neutronic calculations
The performance of neutronic calculations is a fundamental process for the analysis and design of nuclear reactors. However, due to the intrinsic complexity of these calculations, their solution is nearly impossible, whether through analytical or numerical methods. This work, through the application...
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| Format: | Article |
| Language: | English |
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Brazilian Radiation Protection Society (Sociedade Brasileira de Proteção Radiológica, SBPR)
2024-12-01
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| Series: | Brazilian Journal of Radiation Sciences |
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| Online Access: | https://bjrs.org.br/revista/index.php/REVISTA/article/view/2541 |
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| _version_ | 1849424019578683392 |
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| author | Rennan Franco Thadeu Conti Savio Ferreira |
| author_facet | Rennan Franco Thadeu Conti Savio Ferreira |
| author_sort | Rennan Franco |
| collection | DOAJ |
| description | The performance of neutronic calculations is a fundamental process for the analysis and design of nuclear reactors. However, due to the intrinsic complexity of these calculations, their solution is nearly impossible, whether through analytical or numerical methods. This work, through the application of a four-layer multilayer perceptron artificial neural network to the neutron transport equation, demonstrates the benefits of using neural computing for electronic calculations. |
| format | Article |
| id | doaj-art-482a6dc80cdd4ec997dbfbdfd375c441 |
| institution | Kabale University |
| issn | 2319-0612 |
| language | English |
| publishDate | 2024-12-01 |
| publisher | Brazilian Radiation Protection Society (Sociedade Brasileira de Proteção Radiológica, SBPR) |
| record_format | Article |
| series | Brazilian Journal of Radiation Sciences |
| spelling | doaj-art-482a6dc80cdd4ec997dbfbdfd375c4412025-08-20T03:30:23ZengBrazilian Radiation Protection Society (Sociedade Brasileira de Proteção Radiológica, SBPR)Brazilian Journal of Radiation Sciences2319-06122024-12-01124e2541e254110.15392/2319-0612.2024.25412166Multilayer perceptron neural network applied to the neutron transport equation for the single velocity neurocomputational approach to neutronic calculationsRennan Franco0Thadeu Conti1Savio Ferreira2Institute for Energy and Nuclear Research - São Paulo, BrazilInstitute for Energy and Nuclear Research - São Paulo, BrazilInstitute for Energy and Nuclear Research - São Paulo, BrazilThe performance of neutronic calculations is a fundamental process for the analysis and design of nuclear reactors. However, due to the intrinsic complexity of these calculations, their solution is nearly impossible, whether through analytical or numerical methods. This work, through the application of a four-layer multilayer perceptron artificial neural network to the neutron transport equation, demonstrates the benefits of using neural computing for electronic calculations.https://bjrs.org.br/revista/index.php/REVISTA/article/view/2541neurocomputational methodsneutron transport equationphysical analysisreactor analysis |
| spellingShingle | Rennan Franco Thadeu Conti Savio Ferreira Multilayer perceptron neural network applied to the neutron transport equation for the single velocity neurocomputational approach to neutronic calculations Brazilian Journal of Radiation Sciences neurocomputational methods neutron transport equation physical analysis reactor analysis |
| title | Multilayer perceptron neural network applied to the neutron transport equation for the single velocity neurocomputational approach to neutronic calculations |
| title_full | Multilayer perceptron neural network applied to the neutron transport equation for the single velocity neurocomputational approach to neutronic calculations |
| title_fullStr | Multilayer perceptron neural network applied to the neutron transport equation for the single velocity neurocomputational approach to neutronic calculations |
| title_full_unstemmed | Multilayer perceptron neural network applied to the neutron transport equation for the single velocity neurocomputational approach to neutronic calculations |
| title_short | Multilayer perceptron neural network applied to the neutron transport equation for the single velocity neurocomputational approach to neutronic calculations |
| title_sort | multilayer perceptron neural network applied to the neutron transport equation for the single velocity neurocomputational approach to neutronic calculations |
| topic | neurocomputational methods neutron transport equation physical analysis reactor analysis |
| url | https://bjrs.org.br/revista/index.php/REVISTA/article/view/2541 |
| work_keys_str_mv | AT rennanfranco multilayerperceptronneuralnetworkappliedtotheneutrontransportequationforthesinglevelocityneurocomputationalapproachtoneutroniccalculations AT thadeuconti multilayerperceptronneuralnetworkappliedtotheneutrontransportequationforthesinglevelocityneurocomputationalapproachtoneutroniccalculations AT savioferreira multilayerperceptronneuralnetworkappliedtotheneutrontransportequationforthesinglevelocityneurocomputationalapproachtoneutroniccalculations |