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Synthesis of polymer composites using cryogenic grinding and study of their mechanical characteristics and theoretcal calculations for neutron-protective parameters
IF 3.3 3区 工程技术 Q1 NUCLEAR SCIENCE & TECHNOLOGY Pub Date : 2024-09-19 DOI: 10.1016/j.pnucene.2024.105449

The article deals with the problems of creating composite materials for neutron shielding. A method for creating a composite material is proposed and described based on polyethylene and B4C boron carbide. For the first time, the possibility of synthesizing composites of the proposed composition using cryogenic grinding under low-temperature processing conditions was established in this article. The main physical-mechanical, thermal and neutron-protective properties of the composite material were studied depending on the content of B4C. A composite containing 30% boron carbide synthesized using cryogenic grinding has the following mechanical characteristics: flexural strength - 5.96 MPa, flexural strain at flexural strength 8.56 %, Vickers microhardness, 7.7 ± 0.8 HV200.

文章论述了制造用于中子屏蔽的复合材料的问题。文章提出并描述了一种基于聚乙烯和 B4C 碳化硼的复合材料制造方法。本文首次提出了在低温加工条件下利用低温研磨合成所建议成分的复合材料的可能性。根据 B4C 含量的不同,研究了复合材料的主要物理机械性能、热性能和中子保护性能。利用低温研磨合成的碳化硼含量为 30% 的复合材料具有以下机械特性:抗弯强度 - 5.96 兆帕,抗弯强度下的抗弯应变为 8.56 %,维氏硬度为 7.7 ± 0.8 HV200。
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引用次数: 0
Experimental study on flow patterns and pressure gradient of decaying swirling gas-liquid flow in a horizontal pipe
IF 3.3 3区 工程技术 Q1 NUCLEAR SCIENCE & TECHNOLOGY Pub Date : 2024-09-16 DOI: 10.1016/j.pnucene.2024.105445

The utilization of swirling flow in multiphase flow devices is prevalent for purposes such as mixing, separation, stabilization, and heat transfer enhancement, primarily owing to its characteristic of inducing low-pressure drop. In the nuclear industry, for example, two-phase swirling flow is applied in the nuclear gas generator to improve gas quality. In this study, an experimental investigation was conducted on the decaying swirling flow of gas-liquid in a horizontal pipe equipped with a vane-type swirler. The flow patterns were visually examined, and the pressure gradients along the test pipe and across the swirler were measured. The findings suggest the presence of four distinct swirling flow patterns at the swirler outlet (z/D = 0), namely chain flow, swirling gas column flow, swirling intermittent flow, and swirling annular flow. Because of swirl decay, these swirling flows recover their original pattern approximately 70D downstream from the swirler, with the exception of the swirling gas column flow. The flow regime maps at z/D = 10, 40, 70 and 100 are proposed and the pattern-based pressure gradient characteristics are analyzed. It is shown that the pressure gradient rises as both gas superficial velocity (jg) and liquid superficial velocity (jl) increase. The largest pressure gradient occurs within the swirler section, while the lowest is found upstream of the swirler. Near the swirler outlet (z/D = 0–33), the pressure gradient is approximately 1.5–2.3 times higher than at z/D = 33–67. Further downstream, at z/D = 67–100, it is 2.2–3.5 times greater, depending on the flow patterns.

在多相流设备中利用漩涡流来实现混合、分离、稳定和增强传热等目的非常普遍,这主要是由于漩涡流具有诱导低压降的特性。例如,在核工业中,两相漩涡流被应用于核气发生器,以改善气体质量。本研究对装有叶片型漩涡器的水平管道中的气液衰减漩涡流进行了实验研究。对流动模式进行了目测,并测量了测试管道沿线和漩涡两侧的压力梯度。研究结果表明,在漩涡出口处(z/D = 0)存在四种不同的漩涡流动模式,即链式流动、气柱漩涡流动、间歇漩涡流动和环形漩涡流动。由于漩涡衰减,除了漩涡气柱流外,这些漩涡流在漩涡器下游约 70D 处恢复了原来的形态。提出了 z/D=10、40、70 和 100 时的流态图,并分析了基于模式的压力梯度特征。结果表明,压力梯度随着气体表面速度(jg)和液体表面速度(jl)的增加而上升。漩涡段内的压力梯度最大,而漩涡上游的压力梯度最小。在漩涡出口附近(z/D = 0-33),压力梯度约为 z/D = 33-67 时的 1.5-2.3 倍。再往下游,z/D = 67-100 时,压力梯度为 2.2-3.5 倍,具体取决于流动模式。
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引用次数: 0
The Uneven characteristics and mechanism investigation of multiple jet droplets in space
IF 3.3 3区 工程技术 Q1 NUCLEAR SCIENCE & TECHNOLOGY Pub Date : 2024-09-16 DOI: 10.1016/j.pnucene.2024.105417

The liquid droplet radiator (LDR) system can achieve a maximum heat transfer capacity of ten times that of traditional heat pipe heat exchangers per unit mass, which is very advantageous for the use of future space equipment. LDR mainly consists of a droplet generator, droplet layer, droplet collector, circulation pump, and corresponding pipelines, among which the droplet generator is the key equipment for generating the droplet layer. By using numerical and computational fluid dynamics methods, a droplet flow calculation model is developed to simulate the generation of droplets through high-frequency disturbance jet breakup in a thin atmosphere, without considering gravity. This model aims to replicate the operation of a droplet generator. After verification, the calculation result has an error of about 5%. Analyze the working fluids of silicone oil and liquid metal lithium, examining the parameters of droplet diameter d, droplet spacing s, and droplet uniformity generated by the jet under varying jet velocities, disturbance frequencies, and other working conditions. Additionally, assess the impact of each condition on the results. The results show that the diameter d of the droplet is directly proportional to the surface tension and the initial velocity of the jet, and inversely proportional to the disturbance frequency. The droplet spacing s and droplet polydispersity index λ are inversely proportional to the disturbance frequency and directly proportional to the jet velocity. The increase in surface tension and disturbance frequency can improve the uniformity of droplet flow, and the minimum droplet polydispersity index can be reduced to around 1%. Priority should be given to adjusting the jet velocity to obtain more uniform droplets to determine the working fluid. After leaving the nozzle, the jet will generate vortices, which will affect the subsequent droplet velocity. The average velocity of the droplet is about 80% of the undisturbed velocity of the jet. The analysis of jet motion characteristics and the variation patterns of droplet diameter and uniformity can provide a basis for the design of droplet generators.

液滴散热器(LDR)系统的单位质量最大传热能力可达传统热管热交换器的十倍,这对未来空间设备的使用非常有利。LDR 主要由液滴发生器、液滴层、液滴收集器、循环泵和相应的管路组成,其中液滴发生器是产生液滴层的关键设备。通过使用数值和计算流体动力学方法,建立了一个液滴流计算模型,以模拟在稀薄大气中通过高频干扰射流破裂产生液滴,而不考虑重力。该模型旨在复制液滴发生器的运行。经过验证,计算结果的误差约为 5%。分析硅油和液态金属锂的工作流体,研究在不同的射流速度、干扰频率和其他工作条件下,射流产生的液滴直径 d、液滴间距 s 和液滴均匀性等参数。此外,还要评估各种条件对结果的影响。结果表明,液滴直径 d 与表面张力和射流初速度成正比,与干扰频率成反比。液滴间距 s 和液滴多分散指数 λ 与扰动频率成反比,与射流速度成正比。提高表面张力和扰动频率可改善液滴流动的均匀性,最小液滴多分散指数可降至 1%左右。应优先考虑调整射流速度,以获得更均匀的液滴,从而确定工作流体。离开喷嘴后,射流会产生涡流,这将影响随后的液滴速度。液滴的平均速度约为未受干扰的射流速度的 80%。对射流运动特性以及液滴直径和均匀性变化规律的分析可为液滴发生器的设计提供依据。
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引用次数: 0
Combination of two-fluid model and delayed equilibrium model for the critical flow in a slit 狭缝中临界流的双流体模型与延迟平衡模型的结合
IF 3.3 3区 工程技术 Q1 NUCLEAR SCIENCE & TECHNOLOGY Pub Date : 2024-09-16 DOI: 10.1016/j.pnucene.2024.105406

Accurately predicting the mass flux, pressure profile, and velocity profile of the critical flow in a slit is essential for analyzing the breaking process of the liquid phase and calculating the aerosol source term for leak-before-break (LBB) monitoring and Loss of Coolant Accident (LOCA) risk analysis. A new critical flow model combining Two-fluid Model (TFM) and Delayed Equilibrium Model (DEM) is built to get accurate profiles while avoiding the same phase velocity in DEM and the arbitrary critical flow criterion in TFM. The new model is verified using past experiments of the critical flow in a slit. It proves to be accurate in mass flux but not in critical pressure, with maximum relative errors of around 25% in mass flux and around 80% in critical pressure. The new model is optimized for higher accuracy in critical pressure. The empirical equation of saturated phase mass flow rate fraction gradient is optimized by conducting approximate pressure profile calculation and regression analysis. The maximum relative error decreases little while the ratio of critical pressure relative errors lying in the range of ±40% increases after optimization. In contrast, the difference in the average abstract relative error of pressure between original TFM-DEM and DEM is much larger, for the maximum relative error of mass flux and critical pressure are around 25% and 110%. The comparison between the original and optimized TFM-DEM proves that the new critical flow model is accurate in mass flux and can be optimized to raise pressure calculation accuracy. The comparison between the original TFM-DEM and DEM proves that the phase velocity difference is the major source of accuracy improvement in the pressure profile.

准确预测狭缝中临界流的质量通量、压力廓线和速度廓线对于分析液相的破裂过程以及计算用于泄漏前监测(LBB)和冷却剂损失事故(LOCA)风险分析的气溶胶源项至关重要。结合双流体模型(TFM)和延迟平衡模型(DEM)建立了一个新的临界流模型,以获得精确的剖面,同时避免了 DEM 中的同相速度和 TFM 中的任意临界流标准。新模型通过过去的狭缝临界流实验进行了验证。实验证明,该模型在质量流量方面是准确的,但在临界压力方面并不准确,质量流量的最大相对误差约为 25%,临界压力的最大相对误差约为 80%。新模型经过优化,临界压力精度更高。通过近似压力曲线计算和回归分析,优化了饱和相质量流量分数梯度的经验方程。优化后,最大相对误差略有减小,而临界压力相对误差在 ±40% 范围内的比率有所增大。相比之下,原始 TFM-DEM 和 DEM 的压力平均抽象相对误差差异较大,质量通量和临界压力的最大相对误差分别在 25% 和 110% 左右。原始 TFM-DEM 与优化 TFM-DEM 的对比证明,新临界流模型在质量通量方面是准确的,并且可以通过优化提高压力计算精度。原始 TFM-DEM 与 DEM 的比较证明,相位速度差是提高压力剖面精度的主要来源。
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引用次数: 0
Data and modeling sensitivity analysis for molten salt fast reactor benchmark – Static calculations
IF 3.3 3区 工程技术 Q1 NUCLEAR SCIENCE & TECHNOLOGY Pub Date : 2024-09-16 DOI: 10.1016/j.pnucene.2024.105446

The Molten Salt Reactor (MSR) idea is increasingly being recognized in the nuclear field due to its potential safety, sustainability, and economic efficiency advantages. The Molten Salt Fast Reactor (MSFR) benchmark, introduced in 2019, highlighted variations in results tied to different neutron cross-section libraries. This study investigates the impact of utilizing the ENDF/B-VIII.0 and JEFF-3.3 cross-section libraries for MSFR benchmark assessment compared to the ENDF/B-VII.1 database. Monte Carlo based open source code OpenMC is used for the analyses. Rigorous sensitivity analyses assess the influence of individual components, including the cross-section database, resonance elastic scattering, and Thermal Scattering Law (TSL). Beyond the criticality assessments, parameters such as delayed neutron fraction, temperature coefficient of reactivity, and neutron spectrum are compared for different cross-section libraries. Our analyses reveal that incorporating new evaluations for 233U (n,γ) and fission cross-sections in ENDF/B-VIII.0 significantly alters criticality results, i.e., more than 1700 pcm difference is seen between libraries. Similarly, critical concentration using ENDF/B-VII.1 and JEFF-3.3 is over-predicted by approximately 3%. The variations in Thermal Scattering Law (TSL) files do not yield substantial differences in outcomes due to the fast spectrum of the reactor. In some cases, the treatment of resonance elastic scattering leads to reactivity differences greater than 50 pcm. The benchmark compares 233U-started and Minor Actinide (MA)-started core. From the reactor physics point of view, the MA-started core leads to a 29% higher (n, γ) reaction rate than the 233U-started core. A 3–4% smaller value of thermal reactivity coefficient is obtained using the ENDF/B-VIII.0 library compared to the ENDF/B-VII.1 value. Using the ENDF/B-VIII.0 for the MSFR benchmark signifies using newer and better data for the GEN-IV reactors neutron physics calculations.

熔盐反应堆(MSR)的理念因其潜在的安全性、可持续性和经济效益优势而日益得到核领域的认可。2019 年推出的熔盐快堆(MSFR)基准凸显了与不同中子截面库相关的结果差异。与ENDF/B-VII.1数据库相比,本研究调查了利用ENDF/B-VIII.0和JEFF-3.3截面库进行MSFR基准评估的影响。分析使用了基于蒙特卡罗的开放源代码 OpenMC。严格的敏感性分析评估了各个组成部分的影响,包括截面数据库、共振弹性散射和热散射定律(TSL)。除了临界评估,我们还比较了不同截面库的延迟中子分数、反应性温度系数和中子谱等参数。我们的分析表明,在ENDF/B-VIII.0中加入对233U(n,γ)和裂变截面的新评估极大地改变了临界结果,即不同截面库之间的差异超过1700 pcm。同样,ENDF/B-VII.1 和 JEFF-3.3 对临界浓度的预测高出约 3%。由于反应器的快速频谱,热散射定律(TSL)文件的变化不会导致结果出现重大差异。在某些情况下,共振弹性散射的处理导致反应性差异超过 50 pcm。该基准比较了 233U 启动的堆芯和小锕系元素(MA)启动的堆芯。从反应堆物理学的角度来看,MA 启动的堆芯比 233U 启动的堆芯的(n,γ)反应速率高 29%。使用ENDF/B-VIII.0库得到的热反应系数比ENDF/B-VII.1的值小3-4%。在 MSFR 基准中使用 ENDF/B-VIII.0 意味着在 GEN-IV 反应堆中子物理计算中使用更新、更好的数据。
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引用次数: 0
Annular fuel behavior analysis of U3Si2 fuel and FeCrAl cladding based on multiphysics field method 基于多物理场法的 U3Si2 燃料和铁铬铝包层环形燃料行为分析
IF 3.3 3区 工程技术 Q1 NUCLEAR SCIENCE & TECHNOLOGY Pub Date : 2024-09-15 DOI: 10.1016/j.pnucene.2024.105438

Safety, efficiency and economic benefits cannot be ignored in the development of nuclear energy. As a type of widely used fuel in nuclear reactors, solid fuel has limited potential, long investment return cycle of new nuclear reactors and great construction resistance. Addressing these challenges, two effective approaches involve the utilization of new fuel cladding materials, specifically Accident Tolerant Fuel (ATF), and the incorporation of novel fuel pellet structures to improve economic viability and safety. In this paper, an ATF of U3Si2-FeCrAl system with annular structure is analyzed based on a fuel behavior analysis code CAMPUS-ANNULAR. The assessment encompasses fuel performance under typical normal operating conditions and accident scenarios such as Loss of Coolant Accident (LOCA) and Reactivity Initiated Accident (RIA). By employing the solid fuel performance analysis code CAMPUS, a comparative work is conducted to evaluate the performance of the solid U3Si2-FeCrAl system under both normal and accident conditions. Results indicate that, during normal operation, the annular U3Si2-FeCrAl system with equivalent power density reduces peaking fuel temperatures by about 70 K–150 K in comparison to the solid U3Si2-FeCrAl system. This reduction enhances the temperature margin under accident conditions, subsequently lowering the risk of fuel meltdown. However, the annular U3Si2-FeCrAl system increases the risk of Pellet Cladding Mechanical Interaction (PCMI) failure under RIA condition.

发展核能,安全、效率和经济效益不容忽视。作为核反应堆广泛使用的一种燃料,固体燃料潜力有限,新建核反应堆投资回报周期长,施工阻力大。为应对这些挑战,有两种有效的方法,一是利用新型燃料包壳材料,特别是事故耐受燃料(ATF),二是采用新型燃料芯块结构,以提高经济可行性和安全性。本文基于燃料行为分析代码 CAMPUS-ANNULAR,对具有环形结构的 U3Si2-FeCrAl 系统 ATF 进行了分析。评估包括典型正常运行条件下的燃料性能以及冷却剂损失事故(LOCA)和反应引发事故(RIA)等事故情况。通过使用固体燃料性能分析代码 CAMPUS,进行了一项比较工作,以评估固体 U3Si2-FeCrAl 系统在正常和事故条件下的性能。结果表明,在正常运行期间,与固体 U3Si2-FeCrAl 系统相比,具有同等功率密度的环形 U3Si2-FeCrAl 系统可将峰值燃料温度降低约 70 K-150 K。这种降低提高了事故条件下的温度裕度,从而降低了燃料熔毁的风险。然而,环形 U3Si2-FeCrAl 系统会增加在 RIA 条件下颗粒包层机械相互作用(PCMI)失效的风险。
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引用次数: 0
Enhancing fuel breed-burn performance in a sodium-cooled fast reactor using a novel reactivity control method 利用新型反应性控制方法提高钠冷快堆的燃料培育-燃烧性能
IF 3.3 3区 工程技术 Q1 NUCLEAR SCIENCE & TECHNOLOGY Pub Date : 2024-09-14 DOI: 10.1016/j.pnucene.2024.105436

This study aims to enhance the fuel cycle and fissile breeding performance of a sodium-cooled fast breeder reactor (FBR) by utilizing minor actinides (MAs) as a means of reactivity control alongside partially-inserted control rods. Choosing the PFBR-500 as the reference design, four core models, designated as Cases A, B, C, and D, utilizing various proportions of minor actinides (MAs) were built and simulated using OpenMC. The MA concentrations were optimized to compensate for the withdrawal of control rods and ensure the same initial reactivity for all cores. Burnup analysis over 365 EFPDs revealed a significant increase in cycle length and burnup for the modified cores along with a modest rise in breeding ratio. Notably, Case C, employing 3.45 wt.% MAs in the 88 inner-core fuel subassemblies achieved an extra 62.25 EFPDs cycle length, a 33.74% rise in single-cycle burnup, and a 3.86% increase in breeding gain compared to the reference. Loading MAs into the inner-core region proved to be more effective in enhancing both fertile-to-fissile conversion (thus extending the cycle length and fuel burnup) and transmutation than utilizing MAs throughout the core due to greater neutron flux at the core center. While Case D utilizing 2.2 wt.% MAs both in the inner and outer core fuel subassemblies had the highest overall MA loading, it demonstrated lower increments in cycle length, burnup, and breeding gain compared to Case C. Case C also exhibited the highest overall destruction rate (approximately 24%/y) for Np and Am isotopes, and successfully transmuted around 24.08 kg 237Np, 9.33 kg 241Am and 3.82 kg 243Am over the course of a single year. The addition of MAs also achieved a slight flattening of the axial and radial flux profile and a decrease in the flux peaking factor. However, it slightly lowered the beta-effective, Doppler constant, and control rod assembly worth, and shifted the coolant void reactivity worth to the positive side.

本研究旨在通过利用次锕系元素(MAs)作为部分插入式控制棒的反应性控制手段,提高钠冷快中子增殖反应堆(FBR)的燃料循环和裂变增殖性能。选择 PFBR-500 作为参考设计,利用 OpenMC 建立并模拟了四个核心模型,分别称为情况 A、B、C 和 D,其中使用了不同比例的次要锕系元素(MAs)。对 MA 浓度进行了优化,以补偿控制棒的退出,并确保所有堆芯具有相同的初始反应性。对 365 个 EFPD 进行的燃耗分析表明,改进后的堆芯的循环长度和燃耗显著增加,育成比也略有上升。值得注意的是,案例 C 在 88 个内核燃料组件中使用了 3.45 wt.% 的 MA,与参考值相比,循环长度增加了 62.25 EFPDs,单循环燃耗增加了 33.74%,育成增益增加了 3.86%。事实证明,由于堆芯中心的中子通量更大,在堆芯内部区域加载 MAs 比在整个堆芯中使用 MAs 更能有效地提高可育到易裂变的转换(从而延长循环长度和燃料燃烧量)和嬗变。虽然在内核和外核燃料组件中都使用了 2.2 重量百分比 MA 的情况 D 具有最高的 MA 总装载量,但与情况 C 相比,它在循环长度、燃耗和繁殖增益方面的增量较低。情况 C 还显示出最高的 Np 和 Am 同位素总销毁率(约 24%/年),并在一年内成功嬗变了约 24.08 千克 237Np、9.33 千克 241Am 和 3.82 千克 243Am。添加 MAs 还使轴向和径向通量曲线略微变平,并降低了通量峰值因数。不过,它略微降低了β-有效值、多普勒常数和控制棒组件值,并使冷却剂空隙反应性值向正值偏移。
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引用次数: 0
Validation methods in modelling the PANDA IPSS experiment: A MELCOR 2.2 assessment of a passive isolation condenser PANDA IPSS 实验建模的验证方法:MELCOR 2.2 对被动隔离冷凝器的评估
IF 3.3 3区 工程技术 Q1 NUCLEAR SCIENCE & TECHNOLOGY Pub Date : 2024-09-14 DOI: 10.1016/j.pnucene.2024.105430

Nuclear power plants (NPPs) are becoming increasingly interesting for future energy supply. Nowadays, most of the modern NPPs, such as Generation III+ and Small Modular Reactors (SMRs), offer an even higher safety standard than their predecessors, often relying on passive systems. Due to the continuous improvement of design and safety solutions in the nuclear field, it is essential to simultaneously increase modelling capabilities. This can be achieved by the advancement of modelling tools and by increasing the experience of the analyst. This work focuses on code validation to potentially allow users to gain modelling experience and to provide insights for further code development. Due to the complexity of severe accidents, it may prove to be challenging to model passive systems under such conditions, thus the validation is especially important for numerical codes, such as MELCOR.

Codes used for the simulation of severe accidents are simplified in order to be capable of capturing all occurring phenomena in a realistic computational time frame. Thus, it is not trivial if these codes are capable of modelling the combination of passive safety systems within the new integrated features present in many NPP designs. For this reason, this work aims to investigate how such assessments should be performed as well as to consider the severe accidents code MELCOR with respect to the simulation of a passive isolation condenser at the large-scale experimental facility PANDA with and without the presence of non-condensable gases.

Our work summarises the present ideas with regards to validation and verification of nuclear codes and highlights the fact that the severe accident code MELCOR is capable of simulating passive safety systems, such as the passive isolation condenser. Improvements can be made when modelling condensation in the presence of non-condensable gases and thus suggestions were made for the improved modelling.

在未来的能源供应中,核电站(NPP)越来越受到关注。如今,大多数现代核电站,如第三代+和小型模块化反应堆(SMR),通常依靠无源系统,提供比其前身更高的安全标准。由于核领域设计和安全解决方案的不断改进,必须同时提高建模能力。这可以通过改进建模工具和提高分析人员的经验来实现。这项工作的重点是代码验证,使用户有可能获得建模经验,并为进一步的代码开发提供启示。由于严重事故的复杂性,对这种条件下的被动系统建模可能具有挑战性,因此验证对于 MELCOR 等数值代码尤为重要。因此,这些代码是否能够模拟许多核电厂设计中新的集成功能中被动安全系统的组合并非易事。因此,这项工作旨在研究应如何进行此类评估,并考虑将严重事故代码 MELCOR 与大型实验设施 PANDA 的被动隔离冷凝器的模拟结合起来,包括存在和不存在不可冷凝气体的情况。我们的工作总结了目前有关核代码验证和核查的想法,并强调了严重事故代码 MELCOR 能够模拟被动安全系统(如被动隔离冷凝器)这一事实。在模拟非冷凝性气体存在时的冷凝情况时,可以进行改进,因此提出了改进建模的建议。
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引用次数: 0
Numerical study of gas pocket distribution and pressurization deterioration mechanism in a centrifugal pump 离心泵中气穴分布和增压恶化机制的数值研究
IF 3.3 3区 工程技术 Q1 NUCLEAR SCIENCE & TECHNOLOGY Pub Date : 2024-09-13 DOI: 10.1016/j.pnucene.2024.105443

In the event of a loss-of-coolant accident at a nuclear power plant, a large amount of steam enters the main pump, causing the pump's pressurization to deteriorate or even fail. To reveal the deterioration mechanism of the pump performance, the gas-liquid distribution characteristics in the centrifugal pump were studied by using structured grids and the Eulerian-Eulerian model. Based on the dimensional analysis method, a predictive correlation for bubble size was established, which included factors such as inlet gas volume fraction (IGVF), rotational speed, liquid flow rate, and impeller geometric parameters. When the predictive correlation is applied to the numerical simulation, the numerical two-phase pressurization agrees well with that obtained from the experiment. As the IGVF increases, the gas begins to accumulate at the impeller inlet under the effect of the pressure gradient force. Due to the large increase in liquid velocity, the gas begins to accumulate from the middle of the diffuser flow channel. The area occupied by the gas pocket in the impeller loses its pressurization capability. The pressure vortex formed at the inlet of the channel causes the diffuser to lose its pressurization capacity. An increase in rotational speed and a decrease in liquid flow rate can effectively prevent the formation and development of gas pockets in the impeller.

在核电站发生失冷事故时,大量蒸汽进入主泵,导致泵的增压性能恶化甚至失效。为了揭示泵性能恶化的机理,利用结构网格和欧拉-欧拉模型研究了离心泵中的气液分布特性。基于尺寸分析方法,建立了气泡大小的预测相关性,其中包括入口气体体积分数(IGVF)、转速、液体流速和叶轮几何参数等因素。将预测相关性应用于数值模拟时,数值两相增压与实验结果非常吻合。随着 IGVF 的增加,气体在压力梯度力的作用下开始在叶轮入口处积聚。由于液体速度大幅增加,气体开始从扩散器流道的中部聚集。叶轮中的气穴所占区域失去了增压能力。在流道入口处形成的压力漩涡导致扩散器失去增压能力。提高转速和降低液体流速可有效防止叶轮中气穴的形成和发展。
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引用次数: 0
Multimodal learning using large language models to improve transient identification of nuclear power plants 利用大语言模型进行多模态学习,改进核电站的瞬态识别
IF 3.3 3区 工程技术 Q1 NUCLEAR SCIENCE & TECHNOLOGY Pub Date : 2024-09-11 DOI: 10.1016/j.pnucene.2024.105421

Transients are events that cause nuclear power plants (NPPs) to transition from a normal state to an abnormal state, which can lead to severe accidents if not properly handled. Transient identification is crucial for NPPs’ safety and operation. In this paper, we propose a novel multimodal text-time series learning framework(MTTL), the first work to apply a large language model for transient identification. The MTTL consists of self-supervised learning pre-training and zero-shot classification for transient identification. During pre-training, the framework utilizes a large language model(LLM) and a time-series(TS) encoder to fully exploit the rich multimodal information available in NPPs, i.e., to obtain the embeddings of both text data and TS data. The LLM is used to capture the transient knowledge of the NPPs by learning from the text data, and the TS encoder is used to capture the temporal dependencies of the transients by encoding the TS data. Both the LLM and the TS encoder have a linear projection head to map the embeddings into a common space. The similarity between the embeddings of the text and TS data is calculated to minimize the contrastive learning loss and obtain a pre-trained model with rich transient knowledge. During the zero-shot classification, the framework utilizes a pre-trained model to effectively identify real-world NPP transients where the data is different from the pre-trained simulated data. The proposed framework is evaluated on the High-Temperature Reactor-Pebblebed Modules (HTR-PM) plant, and the results demonstrate that the MTTL outperforms several baseline methods, including Transformer, LSTM, and CNN1D. The better zero-shot transient identification capability makes it possible to perform better in real-world NPPs.

瞬态是导致核电站(NPP)从正常状态过渡到异常状态的事件,如果处理不当,可能会导致严重事故。瞬态识别对核电站的安全和运行至关重要。在本文中,我们提出了一个新颖的多模态文本-时间序列学习框架(MTTL),这是首个将大型语言模型应用于瞬态识别的工作。MTTL 包括用于瞬态识别的自监督学习预训练和零点分类。在预训练过程中,该框架利用大型语言模型(LLM)和时间序列(TS)编码器来充分利用 NPP 中丰富的多模态信息,即获得文本数据和 TS 数据的嵌入。LLM 通过从文本数据中学习来捕捉 NPP 的瞬态知识,而 TS 编码器则通过对 TS 数据进行编码来捕捉瞬态的时间依赖性。LLM 和 TS 编码器都有一个线性投影头,将嵌入映射到一个共同的空间。通过计算文本和 TS 数据的嵌入之间的相似性,可以最大限度地减少对比学习损失,并获得一个具有丰富瞬态知识的预训练模型。在零点分类过程中,该框架利用预训练模型有效识别真实世界中与预训练模拟数据不同的国家电力公司瞬态。在高温反应堆-卵石床模块(HTR-PM)电站上对所提出的框架进行了评估,结果表明 MTTL 优于几种基准方法,包括 Transformer、LSTM 和 CNN1D。更好的零点瞬态识别能力使其在实际核电厂中的表现更加出色。
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引用次数: 0
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Progress in Nuclear Energy
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