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Development of a Passive Reactor Shutdown Device to Prevent Core Disruptive Accidents in Fast Reactors: A Preliminary Study 防止快堆堆芯破坏事故的被动堆停装置的研制:初步研究
IF 0.4 Q4 NUCLEAR SCIENCE & TECHNOLOGY Pub Date : 2023-02-04 DOI: 10.1115/1.4056834
Koji Morita, W. Liu, T. Arima, Yuji Arita, Isamu Sato, H. Matsuura, Y. Sekio, H. Sagara, Masatoshi Kawashima
Following the Fukushima Nuclear Power Plant accident in 2011, it has become increasingly important for reactor safety designs to consider measures that can prevent the occurrence of severe accidents. This report proposes a novel subassembly-type passive reactor shutdown device that expands the diversity and robustness of core disruptive accident prevention strategies for sodium-cooled fast reactors. The developed device contains pins with a fuel material that is in the solid state during normal operation but melts into a liquid when the temperature exceeds a certain value (i.e., during a potential accident). When an unprotected loss of flow (ULOF) or unprotected transient overpower (UTOP) accident occurs, the device can passively provide significant negative reactivity by rapidly transferring liquefied device fuel into the lower plenum region of the pins via gravitation alone. The reactors containing some of the proposed devices in place of original fuel subassemblies become subcritical before the driver fuels are damaged, even if ULOF or UTOP transient events occur. The present study evaluates candidate materials for device fuels (e.g., metallic alloy, chloride), optimal device pin structures for liquefied fuel relocation, and nuclear and thermal-hydraulic characteristics of the device-loaded core under accident conditions to demonstrate the engineering applicability of the proposed device. This report discusses preliminary results regarding the nuclear requirements for inducing negative reactivity to achieve reactor shutdown under the expected device conditions during an accident.
在2011年福岛核电站事故之后,考虑能够防止严重事故发生的措施对反应堆安全设计来说变得越来越重要。本文提出了一种新型的分组式无源反应堆停堆装置,扩大了钠冷快堆堆芯破坏事故预防策略的多样性和鲁棒性。所开发的装置包含带有燃料材料的引脚,该燃料材料在正常运行时处于固态,但当温度超过一定值时(即在潜在事故期间)会融化成液体。当发生无保护的流量损失(ULOF)或无保护的瞬时过功率(UTOP)事故时,该装置可以通过重力将液化装置燃料快速转移到引脚的下充气区,从而被动地提供显著的负反应性。即使发生ULOF或UTOP瞬态事件,在驱动燃料损坏之前,包含一些拟议装置的反应堆也会变成亚临界。本研究评估了用于装置燃料的候选材料(例如,金属合金、氯化物)、用于液化燃料重新安置的最佳装置销结构,以及事故条件下装置加载堆芯的核和热工特性,以证明拟议装置的工程适用性。本报告讨论了在事故期间在预期装置条件下诱导负反应性以实现反应堆关闭的核要求的初步结果。
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引用次数: 0
Investigation of Electromagnetic Sub-Modeling Procedure for the Breeding Blanket System 育种毯系统电磁子建模方法研究
IF 0.4 Q4 NUCLEAR SCIENCE & TECHNOLOGY Pub Date : 2023-01-30 DOI: 10.3390/jne4010013
I. Maione, M. Roccella, Flavio Lucca
The outcome of the electromagnetic (EM) analyses carried out during the DEMO pre-conceptual phase demonstrated that EM loads are relevant for the structural assessment of the breeding blanket (BB) and, in particular, for the definition of the boundary conditions at the attachment system with the vacuum vessel. However, within the scope of the previous campaign, the results obtained using simplified models only give a rough estimation of the EM loads inside the BB structure. This kind of data has been considered suitable for a preliminary assessment of the BB segments, but it is not considered representative as input for structural analysis in which a detailed BB internal structure (that considers cooling channels, thin plates, etc.) is analyzed. Indeed, mesh dimensions and computational time usually limit EM models that simulate a whole DEMO sector. In many cases, these constraints lead to a strong homogenization of the BB structure, not allowing the calculation of the EM loads on the internal structure with high precision. To overcome such limitations, an EM sub-modeling procedure was investigated using ANSYS EMAG. The sub-modeling feasibility is studied using the rigid boundary condition method. This method consists of running a global “coarse” mesh, including all the conducting structures that can have some impact on the component under investigation and inputting the obtained results on the detailed sub-model of the structure of interest as time-varying boundary conditions. The procedure was tested on the BB internal structure, taking as reference a DEMO 2017 baseline sector and the helium cooled pebble bed (HCPB) concept with its complex internal structure made by pins. The obtained results show that the method is also reliable in the presence of non-linear magnetic behaviour. The methodology is proposed for application in future BB system assessments.
在DEMO概念前阶段进行的电磁(EM)分析结果表明,电磁载荷与繁殖毯(BB)的结构评估有关,特别是与真空容器连接系统的边界条件的定义有关。然而,在之前的活动范围内,使用简化模型获得的结果仅给出了BB结构内部电磁载荷的粗略估计。这种数据被认为适合于对BB段的初步评估,但作为结构分析的输入,它不具有代表性,在结构分析中,详细的BB内部结构(考虑冷却通道,薄板等)被分析。实际上,网格尺寸和计算时间通常会限制模拟整个DEMO扇区的EM模型。在许多情况下,这些约束导致BB结构的强均匀化,无法高精度地计算内部结构上的电磁载荷。为了克服这些限制,利用ANSYS EMAG研究了电磁子建模过程。采用刚性边界条件法研究了子模型的可行性。该方法包括运行一个全局“粗”网格,包括所有可能对被研究部件产生一定影响的导电结构,并将获得的结果作为时变边界条件输入到感兴趣结构的详细子模型上。该程序在BB内部结构上进行了测试,参考了DEMO 2017基线扇区和氦气冷却球床(HCPB)概念,其内部结构由针制成。结果表明,该方法在存在非线性磁行为的情况下也是可靠的。提出了该方法在未来BB系统评估中的应用。
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引用次数: 0
THEFIS Test Simulation to Validate a Freezing Model of ASTERIA-SFR Core Disruptive Accident Analysis Code 验证ASTERIA-SFR堆芯破坏事故分析代码冻结模型的fis试验仿真
IF 0.4 Q4 NUCLEAR SCIENCE & TECHNOLOGY Pub Date : 2023-01-20 DOI: 10.3390/jne4010012
T. Ishizu, Hiroki Sonoda, S. Fujita
The mechanical consequences of core disruptive accidents (CDAs) are a major safety concern in sodium-cooled fast reactors. Once core disruption occurs, liquefied core materials rapidly disperse vertically and radially. The dispersed materials penetrate the pin bundles and control rod guide tubes (CRGTs) before freezing at the edge of the penetration zone as heat is transferred to surrounding structures. Such freezing phenomena can suppress the negative reactivity feedback of fuel dispersion. The discharge of core materials can be impeded, resulting in a molten core pool formation when tight blockages occur inside CRGTs due to frozen material. Accordingly, freezing phenomena of core materials play a key role in governing the mechanical consequences of a CDA. To validate a freezing model implemented in our CDA analysis code, ASTERIA-SFR, a preliminary simulation of the THEFIS RUN#1 test, was performed. The calculation results show that freezing on the structural wall and crust formation were key phenomena affecting the penetration behavior, and the structural heat transfer is an important parameter. A remarkable reduction of the heat transfer coefficient was required to reproduce the penetration length observed in the experiment. This suggests that the momentum exchange and flow regime at the leading edge as well as heat transfer should be well modeled to predict the freezing phenomena in rapidly evolving CDAs.
堆芯破坏事故(cda)的机械后果是钠冷快堆的主要安全问题。一旦岩心破裂,液化的岩心物质迅速垂直和径向分散。分散的材料穿透针束和控制棒导管(crgt),然后在穿透区边缘冻结,因为热量被传递给周围的结构。这种冻结现象可以抑制燃料分散的负反应性反馈。当crgt内部由于材料冻结而发生紧密堵塞时,堆芯材料的排出会受到阻碍,从而导致堆芯熔池的形成。因此,堆芯材料的冻结现象在控制CDA的力学后果方面起着关键作用。为了验证在我们的CDA分析代码中实现的冻结模型,ASTERIA-SFR进行了THEFIS RUN#1测试的初步模拟。计算结果表明,结构壁面冻结和结皮形成是影响侵彻行为的关键现象,结构传热是影响侵彻行为的重要参数。为了重现实验中观察到的穿透长度,需要显著降低传热系数。这表明前缘的动量交换和流动状态以及传热应该很好地模拟,以预测快速发展的CDAs中的冻结现象。
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引用次数: 0
Acknowledgment to the Reviewers of JNE in 2022 感谢《JNE》2022年审稿人
IF 0.4 Q4 NUCLEAR SCIENCE & TECHNOLOGY Pub Date : 2023-01-20 DOI: 10.3390/jne4010011
High-quality academic publishing is built on rigorous peer review [...]
高质量的学术出版建立在严格的同行评审的基础上[…]
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引用次数: 0
Development of the W7-X Alkali Metal Beam Diagnostic Observation System for OP2 W7-X OP2碱金属光束诊断观测系统的研制
IF 0.4 Q4 NUCLEAR SCIENCE & TECHNOLOGY Pub Date : 2023-01-18 DOI: 10.3390/jne4010010
D. Nagy, S. Zoletnik, M. Otte, M. Vécsei, M. Krychowiak, R. König, D. Dunai, G. Anda, S. Hegedűs, B. Csillag, I. Katona
On a Wendelstein 7-X (W7-X), an alkali metal beam (AMB) diagnostic system was installed in order to measure the plasma edge electron density profiles and turbulence transport. A sodium beam was injected in the plasma, and the light emission was observed by an optical system. During the last operation phase, OP1.2b campaign trial spectral measurements were performed with a dedicated optical branch. The results showed the emergence of potential CX lines in the light spectra during sodium injection. The lines were identified as Carbon III, which were the dominant lines observed by other diagnostics at the edge plasma. Based on these results, an additional dedicated optical system was developed and installed in 2021 for the upcoming operational phase, OP2. The optics were designed for multiple purposes: spectral measurements for the AMB system and for a He/Ne gas jet. The system was designed to allow implementation of further diagnostics on this port later (e.g., coherence imaging system). The details of the implementation of the design requirements and the main challenges of the manufacturing process and installation are discussed in this paper.
在Wendelstein 7-X (W7-X)上安装碱金属束(AMB)诊断系统,以测量等离子体边缘电子密度分布和湍流输运。在等离子体中注入钠束,用光学系统观察其发光情况。在最后一个操作阶段,op12 b战役试验光谱测量是用专用光学分支进行的。结果表明,在钠注入过程中,光谱中出现了潜在的CX线。这些系被鉴定为碳ⅲ系,这是其他诊断在边缘等离子体中观察到的优势系。基于这些结果,在2021年为即将到来的运营阶段OP2开发并安装了一个额外的专用光学系统。光学设计有多种用途:用于AMB系统的光谱测量和He/Ne气体射流。该系统的设计是为了允许以后对该端口进行进一步诊断(例如,相干成像系统)。本文详细讨论了设计要求的实现以及制造过程和安装过程中面临的主要挑战。
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引用次数: 1
Enhanced Mechanical Properties of CLAM by Zirconium Alloying and Thermo-Mechanical Processing 锆合金化和热机械加工对CLAM材料力学性能的提高
IF 0.4 Q4 NUCLEAR SCIENCE & TECHNOLOGY Pub Date : 2023-01-17 DOI: 10.3390/jne4010009
D. Zhan, Jihang Li, Dongwei Wang, Hui-shu Zhang, Guoxing Qiu, Yongkun Yang
In this study, we present the effects of 0.004~0.098 wt% Zr and thermo-mechanical processing (TMP) on the microstructure and mechanical properties of the China RAFM steel, CLAM, as a feasibility study for improving mechanical properties. The inclusions in ingots were characterized using optical microscope (OM) and scanning electron microscope (SEM), which could be classified as fine simple particles and large complex particles. The complexity of the alloy’s inclusion composition increases with the increasing Zr concentration. The higher the Zr content, the more complex the composition of inclusions in the alloy. The average diameter of inclusions in 0.004Zr steel was the smallest, which was 0.79 μm and the volume fraction was 0.018%. The highest yield strength, tensile strength, elongation, and impact energy of 0.004Zr alloy at room temperature were 548.3 MPa, 679.4 MPa, 25.7%, and 253.9 J. The structure of the TMPed steels was all tempered martensite. With the increase in tempering temperature, the yield and tensile strength of the experimental steel gradually decreased, while the elongation and impact energy gradually increased. The 0.004ZrD and 0.004ZrH alloys had the best yield strength and impact energy, which were 597.9 and 611.8 MPa and 225.9 and 243.3 J, respectively. In addition, the alloys showed good thermal stability during the aging at 600 °C for 1500 h. It was discovered that TMP is a simple and practical industrial technique that could successfully enhance the mechanical properties of CLAM steel without sacrificing impact toughness.
本文研究了0.004~0.098 wt% Zr和热机械处理(TMP)对中国RAFM钢CLAM组织和力学性能的影响,作为改善力学性能的可行性研究。采用光学显微镜(OM)和扫描电镜(SEM)对钢锭中的夹杂物进行了表征,夹杂物可分为细小的简单颗粒和较大的复杂颗粒。随着Zr浓度的增加,合金夹杂物组成的复杂性增加。Zr含量越高,合金中夹杂物的组成越复杂。0.004Zr钢中夹杂物的平均直径最小,为0.79 μm,体积分数为0.018%;0.004Zr合金的室温屈服强度、抗拉强度、伸长率和冲击能分别为548.3 MPa、679.4 MPa、25.7%和253.9 j,其组织均为回火马氏体。随着回火温度的升高,实验钢的屈服强度和抗拉强度逐渐降低,而伸长率和冲击能逐渐增加。0.004ZrD和0.004ZrH合金的屈服强度和冲击能最高,分别为597.9和611.8 MPa, 225.9和243.3 J。此外,合金在600℃时效1500 h时表现出良好的热稳定性。发现TMP是一种简单实用的工业技术,可以在不牺牲冲击韧性的情况下成功地提高CLAM钢的力学性能。
{"title":"Enhanced Mechanical Properties of CLAM by Zirconium Alloying and Thermo-Mechanical Processing","authors":"D. Zhan, Jihang Li, Dongwei Wang, Hui-shu Zhang, Guoxing Qiu, Yongkun Yang","doi":"10.3390/jne4010009","DOIUrl":"https://doi.org/10.3390/jne4010009","url":null,"abstract":"In this study, we present the effects of 0.004~0.098 wt% Zr and thermo-mechanical processing (TMP) on the microstructure and mechanical properties of the China RAFM steel, CLAM, as a feasibility study for improving mechanical properties. The inclusions in ingots were characterized using optical microscope (OM) and scanning electron microscope (SEM), which could be classified as fine simple particles and large complex particles. The complexity of the alloy’s inclusion composition increases with the increasing Zr concentration. The higher the Zr content, the more complex the composition of inclusions in the alloy. The average diameter of inclusions in 0.004Zr steel was the smallest, which was 0.79 μm and the volume fraction was 0.018%. The highest yield strength, tensile strength, elongation, and impact energy of 0.004Zr alloy at room temperature were 548.3 MPa, 679.4 MPa, 25.7%, and 253.9 J. The structure of the TMPed steels was all tempered martensite. With the increase in tempering temperature, the yield and tensile strength of the experimental steel gradually decreased, while the elongation and impact energy gradually increased. The 0.004ZrD and 0.004ZrH alloys had the best yield strength and impact energy, which were 597.9 and 611.8 MPa and 225.9 and 243.3 J, respectively. In addition, the alloys showed good thermal stability during the aging at 600 °C for 1500 h. It was discovered that TMP is a simple and practical industrial technique that could successfully enhance the mechanical properties of CLAM steel without sacrificing impact toughness.","PeriodicalId":16756,"journal":{"name":"Journal of Nuclear Engineering and Radiation Science","volume":"44 1","pages":""},"PeriodicalIF":0.4,"publicationDate":"2023-01-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"89810476","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Development of Mechanical Pipe-Connection Design for DEMO 基于DEMO的机械管道连接设计开发
IF 0.4 Q4 NUCLEAR SCIENCE & TECHNOLOGY Pub Date : 2023-01-11 DOI: 10.3390/jne4010008
Viktor Milushev, Azman Azka, M. Mittwollen
Maintenance of the DEMO breeding blanket includes the removal and replacement of plasma-facing components. To access the breeding blanket, multiple coolant pipes need to be removed to allow access to the tokamak. As an option to reduce downtime and increase maintenance speed, the pipe-connection concept is developed to allow the removal of multiple pipes at the same time using a remotely operated mechanical connection. The remotely operated multi-pipe Mechanical Pipe Connection (MPC) needs to fulfil multiple requirements, such as high operating temperature and high external forces while at the same time maintaining an acceptable level of sealing between the high-pressure fluid and vacuum surroundings. In addition to the external conditions, the pipes of multiple sizes and fluids are connected in a manifold configuration. Although this will reduce the overall time required to operate the mechanical pipe connection when compared to multiple single-pipe connections, this will introduce additional forces and stresses due the interaction between pipe flow (e.g., simultaneous high- and low-temperature fluid pipes on the same manifold) through the manifold flange. The requirements and the boundary conditions of the multi-pipe MPC are taken into consideration during the design process of MPC. The design process is carried out to find the optimum form and size to allow the mechanical function of the pipe connection during the maintenance phase while withstanding the extreme operating conditions that the MPC will face the during operational phase. The resulting design will then be analyzed using numerical methods to assess the capability of the MPC designs.
DEMO繁殖毯的维护包括去除和更换面向等离子体的组件。为了进入繁殖毯,需要拆除多个冷却剂管道,以便进入托卡马克。作为减少停机时间和提高维护速度的一种选择,开发了管道连接概念,允许使用远程操作的机械连接同时拆除多个管道。远程操作的多管机械管连接(MPC)需要满足多种要求,例如高工作温度和高外力,同时在高压流体和真空环境之间保持可接受的密封水平。除了外部条件外,多种尺寸的管道和流体以流形结构连接。虽然与多个单管连接相比,这将减少操作机械管道连接所需的总时间,但由于管道流动(例如,同一歧管上同时存在高温和低温流体管道)通过歧管法兰之间的相互作用,这将引入额外的力和应力。在设计过程中考虑了多管复合材料的要求和边界条件。设计过程是为了找到最佳的形状和尺寸,以在维护阶段允许管道连接的机械功能,同时承受MPC在运行阶段将面临的极端操作条件。最终的设计将使用数值方法进行分析,以评估MPC设计的能力。
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引用次数: 0
Improvement of Few-Group Homogenized Cross-Sections for RSG-GAS In-Core Fuel Management Code BATAN-FUEL 核心燃料管理规范BATAN-FUEL中RSG-GAS少组均质截面的改进
IF 0.4 Q4 NUCLEAR SCIENCE & TECHNOLOGY Pub Date : 2023-01-05 DOI: 10.1115/1.4056603
S. Pinem, D. Hartanto, Liem Peng Hong, W. Luthfi
This paper presents the generation and the verification of the few-group homogenized cross-sections for Batan-Fuel. This code is routinely used for fuel management in the RSG-GAS. The Monte Carlo code Serpent 2 code, in conjunction with the latest nuclear data library ENDF/B-VIII.0, was used. Calculations using the existing newly generated few-group cross-section data were carried out for the 88th core. The calculated core parameters such as excess reactivity and control rod worth are compared to the available experimental data. On the other hand, the fuel burnup fraction and radial power peaking factor (PPF) are compared to the results of Serpent 2. It was shown that the new cross-section data have more consistency and a better agreement excess reactivity and control rod worth compared to the experimental data. Similarly, the U-235 burnup fraction and radial power peaking factor by the new cross-section data are also shown to concur well with Serpent 2. The newly generated few-group cross-sections are recommended to replace the existing ones for the fuel management of RSG-GAS.
本文介绍了巴丹燃料少群均质截面的生成和验证。此代码通常用于RSG-GAS中的燃料管理。蒙特卡罗代码毒蛇2代码,结合最新的核数据库ENDF/B-VIII。0,被使用。利用现有的新生成的少数组截面数据对第88个岩心进行了计算。计算得到的堆芯参数如超反应性和控制棒值与现有实验数据进行了比较。另一方面,将燃油燃耗分数和径向功率峰值因子(PPF)与Serpent 2的结果进行了比较。结果表明,与实验数据相比,新截面数据具有更强的一致性和更好的超反应性与控制棒值的一致性。同样,通过新的截面数据,U-235燃耗分数和径向功率峰值系数也与Serpent 2相吻合。建议用新生成的少组截面代替现有的RSG-GAS燃料管理截面。
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引用次数: 0
Ex Situ LIBS Analysis of WEST Divertor Wall Tiles after C3 Campaign C3运动后西分流墙砖的非原位LIBS分析
IF 0.4 Q4 NUCLEAR SCIENCE & TECHNOLOGY Pub Date : 2023-01-05 DOI: 10.3390/jne4010007
I. Jõgi, P. Paris, E. Bernard, M. Diez, E. Tsitrone, A. Hakola, J. Likonen, T. Vuoriheimo, E. Grigore
Fuel retention monitoring in tokamak walls requires the development of remote composition analysis methods such as laser-induced breakdown spectroscopy (LIBS). The present study investigates the feasibility of the LIBS method to analyse the composition and fuel retention in three samples from WEST divertor erosion marker tiles after the experimental campaign C3. The investigated samples originated from tile regions outside of strong erosion and deposition regions, where the variation of thin deposit layers is relatively small and facilitates cross-comparison between different analysis methods. The depth profiles of main constituents W, Mo and C were consistent with depth profiles determined by other composition analysis methods, such as glow-discharge optical emission spectroscopy (GDOES) and secondary ion mass spectrometry (SIMS). The average LIBS depth resolution determined from depth profiles was 100 nm/shot. The averaging of the spectra collected from multiple spots of a same sample allowed us to improve the signal-to-noise ratio, investigate the presence of fuel D and trace impurities such as O and B. In the investigated tile regions with negligible erosion and deposition, these impurities were clearly detectable during the first laser shot, while the signal decreased to noise level after a few subsequent laser shots at the same spot. LIBS investigation of samples originating from the deposition regions of tiles may further clarify LIBS’ ability to investigate trace impurities.
托卡马克壁上的燃料保留监测需要开发远程成分分析方法,如激光诱导击穿光谱(LIBS)。本研究探讨了用LIBS方法分析西部导流道侵蚀标志瓦3个样品组成和燃料保留的可行性。所调查的样品来自强侵蚀和沉积区外的瓦区,在这些地区,薄沉积层的变化相对较小,便于不同分析方法之间的交叉比较。主要成分W、Mo和C的深度分布与其他成分分析方法如辉光发射光谱(GDOES)和二次离子质谱(SIMS)测定的深度分布一致。从深度剖面确定的平均LIBS深度分辨率为100 nm/次。对同一样品的多个点收集的光谱进行平均,使我们能够提高信噪比,研究燃料D和微量杂质(如O和b)的存在。在所研究的侵蚀和沉积可以忽略不计的瓦区,这些杂质在第一次激光射击时可以清楚地检测到,而在随后的几次激光射击后,信号下降到噪声水平。对来自瓷砖沉积区域的样品进行LIBS调查可以进一步阐明LIBS调查微量杂质的能力。
{"title":"Ex Situ LIBS Analysis of WEST Divertor Wall Tiles after C3 Campaign","authors":"I. Jõgi, P. Paris, E. Bernard, M. Diez, E. Tsitrone, A. Hakola, J. Likonen, T. Vuoriheimo, E. Grigore","doi":"10.3390/jne4010007","DOIUrl":"https://doi.org/10.3390/jne4010007","url":null,"abstract":"Fuel retention monitoring in tokamak walls requires the development of remote composition analysis methods such as laser-induced breakdown spectroscopy (LIBS). The present study investigates the feasibility of the LIBS method to analyse the composition and fuel retention in three samples from WEST divertor erosion marker tiles after the experimental campaign C3. The investigated samples originated from tile regions outside of strong erosion and deposition regions, where the variation of thin deposit layers is relatively small and facilitates cross-comparison between different analysis methods. The depth profiles of main constituents W, Mo and C were consistent with depth profiles determined by other composition analysis methods, such as glow-discharge optical emission spectroscopy (GDOES) and secondary ion mass spectrometry (SIMS). The average LIBS depth resolution determined from depth profiles was 100 nm/shot. The averaging of the spectra collected from multiple spots of a same sample allowed us to improve the signal-to-noise ratio, investigate the presence of fuel D and trace impurities such as O and B. In the investigated tile regions with negligible erosion and deposition, these impurities were clearly detectable during the first laser shot, while the signal decreased to noise level after a few subsequent laser shots at the same spot. LIBS investigation of samples originating from the deposition regions of tiles may further clarify LIBS’ ability to investigate trace impurities.","PeriodicalId":16756,"journal":{"name":"Journal of Nuclear Engineering and Radiation Science","volume":"31 1","pages":""},"PeriodicalIF":0.4,"publicationDate":"2023-01-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"78039780","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Data Augmentation for Neutron Spectrum Unfolding with Neural Networks 神经网络中子谱展开的数据增强
IF 0.4 Q4 NUCLEAR SCIENCE & TECHNOLOGY Pub Date : 2023-01-03 DOI: 10.3390/jne4010006
James McGreivy, J. Manfredi, Daniel Siefman
Neural networks require a large quantity of training spectra and detector responses in order to learn to solve the inverse problem of neutron spectrum unfolding. In addition, due to the under-determined nature of unfolding, non-physical spectra which would not be encountered in usage should not be included in the training set. While physically realistic training spectra are commonly determined experimentally or generated through Monte Carlo simulation, this can become prohibitively expensive when considering the quantity of spectra needed to effectively train an unfolding network. In this paper, we present three algorithms for the generation of large quantities of realistic and physically motivated neutron energy spectra. Using an IAEA compendium of 251 spectra, we compare the unfolding performance of neural networks trained on spectra from these algorithms, when unfolding real-world spectra, to two baselines. We also investigate general methods for evaluating the performance of and optimizing feature engineering algorithms.
神经网络需要大量的训练谱和探测器响应来学习求解中子谱展开的逆问题。此外,由于展开的不确定性质,在使用中不会遇到的非物理光谱不应包括在训练集中。虽然物理上真实的训练谱通常是通过实验确定或通过蒙特卡罗模拟生成的,但考虑到有效训练展开网络所需的光谱数量,这可能会变得过于昂贵。本文提出了三种生成大量真实的物理激发中子能谱的算法。使用IAEA的251个光谱纲要,我们比较了在这些算法的光谱上训练的神经网络在展开真实光谱时与两个基线的展开性能。我们还研究了评估和优化特征工程算法性能的一般方法。
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引用次数: 0
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Journal of Nuclear Engineering and Radiation Science
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