{"title":"高效SPOD法在2 × 2燃料棒束流动特性观测中的应用","authors":"Yunhao Zhang, Chaojie Xing, Haifan Liao, Xinying Wang, Qiang Li, Haijun Wang","doi":"10.1016/j.nucengdes.2025.114438","DOIUrl":null,"url":null,"abstract":"<div><div>A fast spectral proper orthogonal decomposition (F-SPOD) method is proposed for the efficient analysis of large-scale flow datasets and is applied to investigate unsteady flow structures around an exposed 2 × 2 nuclear fuel rod bundle. Spectral proper orthogonal decomposition (SPOD) is widely used to extract coherent structures across different frequencies, particularly in periodic flow phenomena such as vortex shedding and coolant-induced instabilities. However, classical SPOD becomes computationally expensive in three-dimensional cases due to the high spatial resolution required. To overcome this limitation, F-SPOD first applies singular value decomposition (SVD) to the data matrix to extract orthogonal spatial modes and corresponding temporal coefficients. Spectral analysis is then performed in the reduced temporal space, significantly improving computational efficiency and memory usage. Validation results confirm that F-SPOD retains excellent accuracy compared to classical SPOD while dramatically reducing computational cost. When applied to the fuel rod case, F-SPOD reveals that high-frequency pressure fluctuations dominate near the inlet and evolve into oblique low-frequency waves downstream. Tangential velocity fluctuations are concentrated near wall surfaces and exhibit a rotational pattern along the flow direction. Additionally, the analysis highlights the importance of monitoring point density: insufficient spatial sampling can lead to oversmoothed modal energy spectra and the omission of critical frequency components, thereby reducing the reliability of modal interpretations. The adoption of the F-SPOD algorithm is thus crucial for improving computational efficiency in such analyses.</div></div>","PeriodicalId":19170,"journal":{"name":"Nuclear Engineering and Design","volume":"445 ","pages":"Article 114438"},"PeriodicalIF":2.1000,"publicationDate":"2025-09-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Application of an efficient SPOD method to the flow characteristics observation of 2 × 2 fuel rod bundles\",\"authors\":\"Yunhao Zhang, Chaojie Xing, Haifan Liao, Xinying Wang, Qiang Li, Haijun Wang\",\"doi\":\"10.1016/j.nucengdes.2025.114438\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>A fast spectral proper orthogonal decomposition (F-SPOD) method is proposed for the efficient analysis of large-scale flow datasets and is applied to investigate unsteady flow structures around an exposed 2 × 2 nuclear fuel rod bundle. Spectral proper orthogonal decomposition (SPOD) is widely used to extract coherent structures across different frequencies, particularly in periodic flow phenomena such as vortex shedding and coolant-induced instabilities. However, classical SPOD becomes computationally expensive in three-dimensional cases due to the high spatial resolution required. To overcome this limitation, F-SPOD first applies singular value decomposition (SVD) to the data matrix to extract orthogonal spatial modes and corresponding temporal coefficients. Spectral analysis is then performed in the reduced temporal space, significantly improving computational efficiency and memory usage. Validation results confirm that F-SPOD retains excellent accuracy compared to classical SPOD while dramatically reducing computational cost. When applied to the fuel rod case, F-SPOD reveals that high-frequency pressure fluctuations dominate near the inlet and evolve into oblique low-frequency waves downstream. Tangential velocity fluctuations are concentrated near wall surfaces and exhibit a rotational pattern along the flow direction. Additionally, the analysis highlights the importance of monitoring point density: insufficient spatial sampling can lead to oversmoothed modal energy spectra and the omission of critical frequency components, thereby reducing the reliability of modal interpretations. The adoption of the F-SPOD algorithm is thus crucial for improving computational efficiency in such analyses.</div></div>\",\"PeriodicalId\":19170,\"journal\":{\"name\":\"Nuclear Engineering and Design\",\"volume\":\"445 \",\"pages\":\"Article 114438\"},\"PeriodicalIF\":2.1000,\"publicationDate\":\"2025-09-30\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Nuclear Engineering and Design\",\"FirstCategoryId\":\"5\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S0029549325006156\",\"RegionNum\":3,\"RegionCategory\":\"工程技术\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"NUCLEAR SCIENCE & TECHNOLOGY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Nuclear Engineering and Design","FirstCategoryId":"5","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0029549325006156","RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"NUCLEAR SCIENCE & TECHNOLOGY","Score":null,"Total":0}
Application of an efficient SPOD method to the flow characteristics observation of 2 × 2 fuel rod bundles
A fast spectral proper orthogonal decomposition (F-SPOD) method is proposed for the efficient analysis of large-scale flow datasets and is applied to investigate unsteady flow structures around an exposed 2 × 2 nuclear fuel rod bundle. Spectral proper orthogonal decomposition (SPOD) is widely used to extract coherent structures across different frequencies, particularly in periodic flow phenomena such as vortex shedding and coolant-induced instabilities. However, classical SPOD becomes computationally expensive in three-dimensional cases due to the high spatial resolution required. To overcome this limitation, F-SPOD first applies singular value decomposition (SVD) to the data matrix to extract orthogonal spatial modes and corresponding temporal coefficients. Spectral analysis is then performed in the reduced temporal space, significantly improving computational efficiency and memory usage. Validation results confirm that F-SPOD retains excellent accuracy compared to classical SPOD while dramatically reducing computational cost. When applied to the fuel rod case, F-SPOD reveals that high-frequency pressure fluctuations dominate near the inlet and evolve into oblique low-frequency waves downstream. Tangential velocity fluctuations are concentrated near wall surfaces and exhibit a rotational pattern along the flow direction. Additionally, the analysis highlights the importance of monitoring point density: insufficient spatial sampling can lead to oversmoothed modal energy spectra and the omission of critical frequency components, thereby reducing the reliability of modal interpretations. The adoption of the F-SPOD algorithm is thus crucial for improving computational efficiency in such analyses.
期刊介绍:
Nuclear Engineering and Design covers the wide range of disciplines involved in the engineering, design, safety and construction of nuclear fission reactors. The Editors welcome papers both on applied and innovative aspects and developments in nuclear science and technology.
Fundamentals of Reactor Design include:
• Thermal-Hydraulics and Core Physics
• Safety Analysis, Risk Assessment (PSA)
• Structural and Mechanical Engineering
• Materials Science
• Fuel Behavior and Design
• Structural Plant Design
• Engineering of Reactor Components
• Experiments
Aspects beyond fundamentals of Reactor Design covered:
• Accident Mitigation Measures
• Reactor Control Systems
• Licensing Issues
• Safeguard Engineering
• Economy of Plants
• Reprocessing / Waste Disposal
• Applications of Nuclear Energy
• Maintenance
• Decommissioning
Papers on new reactor ideas and developments (Generation IV reactors) such as inherently safe modular HTRs, High Performance LWRs/HWRs and LMFBs/GFR will be considered; Actinide Burners, Accelerator Driven Systems, Energy Amplifiers and other special designs of power and research reactors and their applications are also encouraged.