Physics-Aware POD method for cost-effective high-fidelity PGET simulations of Water-Water Energetic Reactor irradiated fuels

The Passive Gamma Emission Tomography (PGET) system serves to verify spent nuclear fuel and detect pin-level diversions for international nuclear safeguards. Real measurements in the form of sinograms are necessary to test and enhance PGET performance, but they are both costly and scarce. High-fidelity Monte Carlo simulations can generate realistic data, yet they are computationally intensive, requiring all angular views (typically 360, one per degree, or even 720, one per half degree). This paper discusses how the Physics-Aware Proper Orthogonal Decomposition (PA-POD) method recently developed by our group can reconstruct a full Water–Water Energetic Reactor (VVER) sinogram from a limited number of high-fidelity angular views, significantly reducing computational costs. This paper reports on the method’s performance, removal of the ring artifact benefits, and the procedure for constructing a comprehensive PGET library of relevant cases.

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Publication Details

Journal
International Journal of Modern Physics E
Published
2025-03-28
DOI
https://doi.org/10.1142/s0218301325450065
Primary Topic
Nuclear reactor physics and engineering
Type
article
Field-Weighted Citation Impact
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article

Physics-Aware POD method for cost-effective high-fidelity PGET simulations of Water-Water Energetic Reactor irradiated fuels

Nicola Cavallini, G. Boström, Andrea Favalli, Riccardo Ferretti et al.
International Journal of Modern Physics E
Nuclear reactor physics and engineering
article

Physics-Aware POD method for cost-effective high-fidelity PGET simulations of Water-Water Energetic Reactor irradiated fuels

Nicola Cavallini, G. Boström, Andrea Favalli, Riccardo Ferretti, Caddick Stephen, Stefan Nonneman, Aurora Fassi, Giovanni Mercurio
article en

Abstract

The Passive Gamma Emission Tomography (PGET) system serves to verify spent nuclear fuel and detect pin-level diversions for international nuclear safeguards. Real measurements in the form of sinograms are necessary to test and enhance PGET performance, but they are both costly and scarce. High-fidelity Monte Carlo simulations can generate realistic data, yet they are computationally intensive, requiring all angular views (typically 360, one per degree, or even 720, one per half degree). This paper discusses how the Physics-Aware Proper Orthogonal Decomposition (PA-POD) method recently developed by our group can reconstruct a full Water–Water Energetic Reactor (VVER) sinogram from a limited number of high-fidelity angular views, significantly reducing computational costs. This paper reports on the method’s performance, removal of the ring artifact benefits, and the procedure for constructing a comprehensive PGET library of relevant cases.

International Journal of Modern Physics EVol. 34(09)
European Commission (BE), Lancaster University (GB), Politecnico di Milano (IT)
Openalex Percentile: Top 92%
Nuclear reactor physics and engineering
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