TY - JOUR
T1 - Application of BPNN algorithm in thermal-hydraulic analysis of unwrapped LFR core
AU - Qiu, Hanrui
AU - Yu, Jiacheng
AU - Wang, Mingjun
AU - Tian, Wenxi
AU - Su, Guanghui
N1 - Publisher Copyright:
© 2024 Elsevier Masson SAS
PY - 2024/9
Y1 - 2024/9
N2 - Due to the complex structure of the LFR fuel rod bundle, refined CFD simulation consumes significant computing resources and time, making it difficult to meet the immediate needs of engineering design and research. This paper introduces a method that integrates the sub-channel level thermal-hydraulic analysis code CorTAF-LBE with the BPNN algorithm to analyze the thermal-hydraulic phenomena within the LFR core. The method has been validated by refined simulation results of the THEADES test section, which indicate that the error is within an acceptable range. The feasibility of its application in LFR fuel assemblies was also evaluated. The flow characteristics and temperature distribution in unwrapped LFR rod bundles are investigated. Due to differences in fuel distribution and flow area, the temperature in the central channel is much higher than that in the side and trapezoidal channels. Three accident conditions, including inlet blockage, center blockage, and outlet blockage, were simulated. The corresponding peak temperatures of the fuel cladding were 670 K, 767 K, and 860 K, respectively, representing an increase of approximately 170 K compared to the nominal conditions. The analysis results effectively demonstrate the 3D temperature distribution of the fluid in the rod bundles, which is significant for reactor design and safety analysis of LFRs.
AB - Due to the complex structure of the LFR fuel rod bundle, refined CFD simulation consumes significant computing resources and time, making it difficult to meet the immediate needs of engineering design and research. This paper introduces a method that integrates the sub-channel level thermal-hydraulic analysis code CorTAF-LBE with the BPNN algorithm to analyze the thermal-hydraulic phenomena within the LFR core. The method has been validated by refined simulation results of the THEADES test section, which indicate that the error is within an acceptable range. The feasibility of its application in LFR fuel assemblies was also evaluated. The flow characteristics and temperature distribution in unwrapped LFR rod bundles are investigated. Due to differences in fuel distribution and flow area, the temperature in the central channel is much higher than that in the side and trapezoidal channels. Three accident conditions, including inlet blockage, center blockage, and outlet blockage, were simulated. The corresponding peak temperatures of the fuel cladding were 670 K, 767 K, and 860 K, respectively, representing an increase of approximately 170 K compared to the nominal conditions. The analysis results effectively demonstrate the 3D temperature distribution of the fluid in the rod bundles, which is significant for reactor design and safety analysis of LFRs.
KW - CFD
KW - LFR
KW - Machine learning
KW - Thermal-hydraulic
KW - Unwrapped fuel rod bundle
UR - https://www.scopus.com/pages/publications/85194390278
U2 - 10.1016/j.ijthermalsci.2024.109176
DO - 10.1016/j.ijthermalsci.2024.109176
M3 - 文章
AN - SCOPUS:85194390278
SN - 1290-0729
VL - 203
JO - International Journal of Thermal Sciences
JF - International Journal of Thermal Sciences
M1 - 109176
ER -