Performance analysis of functional expansion tallies on 2D PWR pin cell

Thesis: S.M., Massachusetts Institute of Technology, Department of Nuclear Science and Engineering, February, 2020 === Cataloged from student-submitted PDF of thesis. === Includes bibliographical references (pages 85-87). === Functional Expansion Tally (FET) method has been rigorously studied in rec...

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Main Author: Han, Zhuoran,S.M.Massachusetts Institute of Technology.
Other Authors: Benoit Forget and Kord Smith.
Format: Others
Language:English
Published: Massachusetts Institute of Technology 2021
Subjects:
Online Access:https://hdl.handle.net/1721.1/129907
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spelling ndltd-MIT-oai-dspace.mit.edu-1721.1-1299072021-02-21T05:17:09Z Performance analysis of functional expansion tallies on 2D PWR pin cell Han, Zhuoran,S.M.Massachusetts Institute of Technology. Benoit Forget and Kord Smith. Massachusetts Institute of Technology. Department of Nuclear Science and Engineering. Massachusetts Institute of Technology. Department of Nuclear Science and Engineering Nuclear Science and Engineering. Thesis: S.M., Massachusetts Institute of Technology, Department of Nuclear Science and Engineering, February, 2020 Cataloged from student-submitted PDF of thesis. Includes bibliographical references (pages 85-87). Functional Expansion Tally (FET) method has been rigorously studied in recent years, as it has the potential to model spatial distributions of physics parameters in coupled multiphysics simulations with better computing performance. Although the FETs have been implemented in some nuclear applications, the performance of FETs using a Zernike polynomial series has never been thoroughly tested. This work performs an analysis of Zernike-based FETs on a 2D PWR pin-cell geometry and compares the simulation time and accuracy with conventional histogram tallies for reaction rate tallies needed in burnup calculations over radial rings. Figures of Merit (FOMs) are constructed for direct comparison of performance between different tally schemes and several metrics are used to determine the optimal expansion order. It is determined that Zernike-based FETs achieve comparable performance to discrete tallies, but require very high radial orders to properly capture the spatial distribution of certain reaction rates, such as U-238 absorption. A generalized functional expansion method using an arbitrary series of independent functions as basis set is then proposed and tested. To capture the self-shielding effect of the U-238 absorption rate, an exponential basis set is chosen. The results show that the exponential basis set can reduce the optimum order of expansion by half comparing with orthogonal Zernike polynomials while achieving the same accuracy. The integrated reaction rate is also demonstrated to be preserved. This work also shows that the generalized functional expansion could be a heuristic method for further investigation of continuous depletion problems. by Zhuoran Han. S.M. S.M. Massachusetts Institute of Technology, Department of Nuclear Science and Engineering 2021-02-19T20:50:15Z 2021-02-19T20:50:15Z 2020 2020 Thesis https://hdl.handle.net/1721.1/129907 1237648847 eng MIT theses may be protected by copyright. Please reuse MIT thesis content according to the MIT Libraries Permissions Policy, which is available through the URL provided. http://dspace.mit.edu/handle/1721.1/7582 87 pages application/pdf Massachusetts Institute of Technology
collection NDLTD
language English
format Others
sources NDLTD
topic Nuclear Science and Engineering.
spellingShingle Nuclear Science and Engineering.
Han, Zhuoran,S.M.Massachusetts Institute of Technology.
Performance analysis of functional expansion tallies on 2D PWR pin cell
description Thesis: S.M., Massachusetts Institute of Technology, Department of Nuclear Science and Engineering, February, 2020 === Cataloged from student-submitted PDF of thesis. === Includes bibliographical references (pages 85-87). === Functional Expansion Tally (FET) method has been rigorously studied in recent years, as it has the potential to model spatial distributions of physics parameters in coupled multiphysics simulations with better computing performance. Although the FETs have been implemented in some nuclear applications, the performance of FETs using a Zernike polynomial series has never been thoroughly tested. This work performs an analysis of Zernike-based FETs on a 2D PWR pin-cell geometry and compares the simulation time and accuracy with conventional histogram tallies for reaction rate tallies needed in burnup calculations over radial rings. Figures of Merit (FOMs) are constructed for direct comparison of performance between different tally schemes and several metrics are used to determine the optimal expansion order. It is determined that Zernike-based FETs achieve comparable performance to discrete tallies, but require very high radial orders to properly capture the spatial distribution of certain reaction rates, such as U-238 absorption. A generalized functional expansion method using an arbitrary series of independent functions as basis set is then proposed and tested. To capture the self-shielding effect of the U-238 absorption rate, an exponential basis set is chosen. The results show that the exponential basis set can reduce the optimum order of expansion by half comparing with orthogonal Zernike polynomials while achieving the same accuracy. The integrated reaction rate is also demonstrated to be preserved. This work also shows that the generalized functional expansion could be a heuristic method for further investigation of continuous depletion problems. === by Zhuoran Han. === S.M. === S.M. Massachusetts Institute of Technology, Department of Nuclear Science and Engineering
author2 Benoit Forget and Kord Smith.
author_facet Benoit Forget and Kord Smith.
Han, Zhuoran,S.M.Massachusetts Institute of Technology.
author Han, Zhuoran,S.M.Massachusetts Institute of Technology.
author_sort Han, Zhuoran,S.M.Massachusetts Institute of Technology.
title Performance analysis of functional expansion tallies on 2D PWR pin cell
title_short Performance analysis of functional expansion tallies on 2D PWR pin cell
title_full Performance analysis of functional expansion tallies on 2D PWR pin cell
title_fullStr Performance analysis of functional expansion tallies on 2D PWR pin cell
title_full_unstemmed Performance analysis of functional expansion tallies on 2D PWR pin cell
title_sort performance analysis of functional expansion tallies on 2d pwr pin cell
publisher Massachusetts Institute of Technology
publishDate 2021
url https://hdl.handle.net/1721.1/129907
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