Comparison of Optimization Algorithms for Fracture Parameters Estimation of Spent Nuclear Fuel Cladding With Reoriented Hydride
Maintaining the structural integrity of spent nuclear fuel (SNF) cladding under transport and handling conditions is essential for safe and economic management of SNF. Reoriented hydrides significantly reduce the fracture resistance of cladding under pinch loads, necessitating an investigation of it...
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Published in | Journal of nuclear fuel cycle and waste technology (Online) pp. 149 - 162 |
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Main Authors | , |
Format | Journal Article |
Language | English |
Published |
한국방사성폐기물학회
01.06.2025
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Subjects | |
Online Access | Get full text |
ISSN | 1738-1894 2288-5471 |
DOI | 10.7733/jnfcwt.2025.011 |
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Abstract | Maintaining the structural integrity of spent nuclear fuel (SNF) cladding under transport and handling conditions is essential for safe and economic management of SNF. Reoriented hydrides significantly reduce the fracture resistance of cladding under pinch loads, necessitating an investigation of its fracture behavior. In this study, a simulation model was developed for cladding under ring compression test (RCT) using ductile damage model. This model enables the simulation of crack initiation and propagation under various stress triaxiality conditions. However, the calibration of the fracture parameter of the developed model is challenging due to the lack of experimental data and complexity of the parameter space. To address this, a metamodel-based optimization framework was proposed to calibrate the fracture parameters of the Zr/hydride interface, which exhibits the lowest load resistance, using RCT data. Two optimization algorithms - global search algorithm (GSA) and a genetic algorithm (GA) - were employed and their execution time, accuracy, and practicality were compared. Both algorithms produced nearly identical solutions. The optimized parameters were validated against experimental RCT data and demonstrated high prediction accuracy for crack initiation load and displacement during RCT. KCI Citation Count: 0 |
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AbstractList | Maintaining the structural integrity of spent nuclear fuel (SNF) cladding under transport and handling conditions is essential for safe and economic management of SNF. Reoriented hydrides significantly reduce the fracture resistance of cladding under pinch loads, necessitating an investigation of its fracture behavior. In this study, a simulation model was developed for cladding under ring compression test (RCT) using ductile damage model. This model enables the simulation of crack initiation and propagation under various stress triaxiality conditions. However, the calibration of the fracture parameter of the developed model is challenging due to the lack of experimental data and complexity of the parameter space. To address this, a metamodel-based optimization framework was proposed to calibrate the fracture parameters of the Zr/hydride interface, which exhibits the lowest load resistance, using RCT data. Two optimization algorithms - global search algorithm (GSA) and a genetic algorithm (GA) - were employed and their execution time, accuracy, and practicality were compared. Both algorithms produced nearly identical solutions. The optimized parameters were validated against experimental RCT data and demonstrated high prediction accuracy for crack initiation load and displacement during RCT. KCI Citation Count: 0 |
Author | 김세연 이상훈 |
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Title | Comparison of Optimization Algorithms for Fracture Parameters Estimation of Spent Nuclear Fuel Cladding With Reoriented Hydride |
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