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Analysis of key nuclides in Xe irradiated by neutrons and their chemical behavior 中子辐照Xe中关键核素的分析及其化学行为
IF 3.2 3区 工程技术 Q1 NUCLEAR SCIENCE & TECHNOLOGY Pub Date : 2026-02-04 DOI: 10.1016/j.pnucene.2026.106291
Jia Tang , Yin Hu , Yi Xia , Jixue Sui , Jiajia Yang , Yunming Chen , Xiaogen Xiong , Yi Wang , Qi Cao
He-Xe binary mixture is a leading candidate for the fourth-generation gas-cooled reactor coolants. this study utilized MJTR to conduct in-pile irradiation experiments on quartz target components filled with Xe gas. The cumulative neutron fluence exceeded 1.0E16 n/cm2. And a qualitative to semi-quantitative relationship between Xe impurities yield and neutron fluence was established. Based on the experimental results, the radioactivity derived from neutron irradiation of Xe in specific reactor system was estimated. The chemistry and deposition processes of these impurities was predicted. The results show that CsI and Cs2Te are thermodynamically formable. Once formed, they are in solid state and unlikely to spontaneously decompose into atoms or ions. At temperatures below 1300–1400 K and 1100–1200 K, CsI and Cs2Te may spontaneously undergo polymerization reactions to form dimers, which further crystallize, leading to the formation of macroscopic crystals. The main impurity Te would react with Inconel 617, a promising structure material, to form NiTe0.69. This study deepens the understanding of the physical and chemical behavior of Xe under neutron irradiation and provides valuable guidance for the design and operational strategies of He-Xe coolant-based gas-cooled reactor systems.
氦-氙二元混合物是第四代气冷反应堆冷却剂的主要候选材料。本研究利用MJTR对充满Xe气体的石英靶件进行桩内辐照实验。中子累积通量超过1.0E16 n/cm2。并建立了Xe杂质产率与中子通量的定性-半定量关系。根据实验结果,估计了Xe在特定反应堆体系中中子辐照产生的放射性。预测了这些杂质的化学性质和沉积过程。结果表明,CsI和Cs2Te是可热成形的。一旦形成,它们就处于固态,不太可能自发地分解成原子或离子。在温度低于1300-1400 K和1100-1200 K时,CsI和Cs2Te可以自发地发生聚合反应,形成二聚体,二聚体进一步结晶,形成宏观晶体。主要杂质Te会与一种很有前途的结构材料Inconel 617反应生成NiTe0.69。该研究加深了对氙在中子辐照下的物理和化学行为的理解,为基于He-Xe冷却剂的气冷堆系统的设计和运行策略提供了有价值的指导。
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引用次数: 0
Simulation study of the influence of the spacer grid on thermal-hydraulic characteristics in the rod bundle channel 隔栅对杆束通道热液特性影响的仿真研究
IF 3.2 3区 工程技术 Q1 NUCLEAR SCIENCE & TECHNOLOGY Pub Date : 2026-02-03 DOI: 10.1016/j.pnucene.2026.106287
Zuolong Wu , Jiejin Cai , Facheng Chen , Heng Xie
In order to study the influence of the spacer grid on thermal-hydraulic characteristics in a 4 × 4 rod bundle channel, a subcooled boiling multiphase flow model has been established, and the reliability of the numerical model has been verified. The calculated and experimental volume fraction of vapor and CHF are compared and are in good agreement. The CFD software STAR-CCM+ is used to study the influence of the spacer grid on the thermal-hydraulic characteristics, and to obtain the CHF and distributions of flow field in the rod bundle channel under multiple operating conditions. The results show that the spacer grid induces a CHF enhancement of more than 5.6%, an increase of the average secondary flow velocity maximum by more than 23 times, a reduction of maximum volume of vapor by more than 35.2%, and an increase in the total pressure drop in the rod bundle channel by more than 0.7 times. The dimple and spring structure dominate the pressure drop contribution, while the mixing vane structure performs better in secondary flow enhancement and lateral churning.
为了研究间隔栅对4 × 4杆束通道热水力特性的影响,建立了过冷沸腾多相流模型,并验证了数值模型的可靠性。计算结果与实验结果吻合较好。利用计算流体力学软件STAR-CCM+研究了间隔栅对热工特性的影响,得到了多种工况下棒束通道的CHF和流场分布。结果表明:间隔栅使CHF增强了5.6%以上,最大平均二次流速度提高了23倍以上,最大蒸汽体积降低了35.2%以上,杆束通道总压降提高了0.7倍以上。压降的贡献以凹窝和弹簧结构为主,而混合叶片结构在二次流增强和横向搅拌方面表现较好。
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引用次数: 0
UO2 oxidation in dry storage conditions: from new data to exploratory modelling of consequences 干燥储存条件下的UO2氧化:从新数据到探索性建模的后果
IF 3.2 3区 工程技术 Q1 NUCLEAR SCIENCE & TECHNOLOGY Pub Date : 2026-02-03 DOI: 10.1016/j.pnucene.2026.106288
A. Milena-Pérez, F. Feria, C. Aguado, S. Fernández-Carretero, L. Gutiérrez, N. Rodríguez-Villagra, H. Galán, L.E. Herranz
In this work, we have studied the oxidation behavior of a fresh UO2 surrogate in representative conditions of a dry interim storage for SNF, both in terms of temperature (200–400 °C) and oxygen partial pressure (0.1–21% O2). The reaction has been studied in-situ by TGA and ex-situ by autoclaves. XRD and Rietveld's refinement has been used for quantification of uranium oxidized phases, with particular interest in U3O8. The predominance of temperature over oxygen concentration in the formation of U3O8 has been confirmed. TGA results have shown that, at 200 and 250 °C, no U3O8 has been detected after 10 h of thermal treatment, not even in air (21% O2). Only at 275 °C, U3O8 has been detected at 21 and 1% O2. This result allows better defining the temperature threshold of U3O8 formation in unirradiated UO2. On the upper limit, 350 and 400 °C, the reaction proceeds up to quantitative formation (i.e., more than 90%) of U3O8, even with very low oxygen content (as low as 0.1% O2). Finally, at intermediate temperatures (i.e., 300 °C), oxygen partial pressure starts playing a role, being the extent of the oxidation lower with lower oxygen concentration. This effect has been seen when studying the reaction at longer times by using ex-situ autoclaves. However, given enough time, all the fuels end showing a majority of U3O8, which is between 6 and 24 h for 10 and 1% O2 and between 24 h and 1 week for 0.1% O2. In all the experiments, 21 and 10% O2 behave in a very similar way for all the temperatures, but there is a substantial change when decreasing oxygen to 1% O2, being in this case the oxidation much more limited. This could be an indication of an oxygen concentration threshold that could trigger the nucleation and growth of U3O8 in a greater extent. Based on the experimental work and previous modelling studies, an analytical methodology to assess the cladding integrity during UO2 oxidation has been developed by adapting FRAPCON-xt, a home-extended fuel performance code to dry storage.
在这项工作中,我们研究了一种新鲜的UO2替代物在SNF干过渡储存的代表性条件下的氧化行为,包括温度(200-400°C)和氧分压(0.1-21% O2)。用热重分析仪对该反应进行了原位研究,并用高压灭菌器对其进行了非原位研究。XRD和Rietveld’s精化已被用于铀氧化相的定量,特别是对U3O8的定量。在U3O8的形成过程中,温度比氧浓度更重要。TGA结果表明,在200℃和250℃下,热处理10 h后未检测到U3O8,即使在空气(21% O2)中也未检测到U3O8。只有在275°C时,在21和1% O2下才检测到U3O8。这一结果可以更好地定义U3O8在未辐照UO2中形成的温度阈值。在350°C和400°C的上限下,即使氧含量很低(低至0.1% O2),反应也会定量生成U3O8(即90%以上)。最后,在中等温度下(即300℃),氧分压开始起作用,即氧化程度随着氧浓度的降低而降低。当使用非原位高压灭菌器在较长时间内研究反应时,可以看到这种效应。然而,只要有足够的时间,所有的燃料最终都显示出大部分U3O8,对于10%和1%的O2, U3O8在6到24小时之间,对于0.1%的O2, U3O8在24小时到1周之间。在所有的实验中,21和10%的O2在所有的温度下都表现得非常相似,但是当氧气减少到1%的O2时,有一个实质性的变化,在这种情况下氧化更有限。这可能是一个氧浓度阈值的指示,可以在更大程度上触发U3O8的成核和生长。基于实验工作和先前的建模研究,通过将FRAPCON-xt(一种家用燃料性能代码)应用于干储存,开发了一种评估UO2氧化过程中包层完整性的分析方法。
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引用次数: 0
Experimental and numerical study of particle resuspension on turbine surface with film cooling 气膜冷却涡轮表面颗粒再悬浮的实验与数值研究
IF 3.2 3区 工程技术 Q1 NUCLEAR SCIENCE & TECHNOLOGY Pub Date : 2026-02-03 DOI: 10.1016/j.pnucene.2026.106285
Xiaozhong Wang , Qi Sun , Wei Peng , Yinhai Zhu , Peixue Jiang , Suyuan Yu
Resuspension significantly influences the transport and deposition of graphite particles within the turbine of high-temperature gas-cooled reactor (HTGR). This work involved setting up a visualized experimental setup to observe particle resuspension under film cooling conditions. High-speed cameras and hot-wire anemometers were employed to measure the dynamic process of particle resuspension and the characteristics of the near-wall flow field. Based on the torque balance model, a particle resuspension model suitable for the HTGR turbine conditions was developed, and the accuracy of the model was verified with experimental results. Combining experimental measurements and numerical simulations, the mechanism by which film cooling affects particle resuspension was investigated, and the dominant role of counter-rotating vortices was revealed. Furthermore, the influence of key factors such as flow velocity, blowing ratio, and particle size on resuspension characteristics was systematically analyzed. Finally, the particle deposition process and resuspension process were coupled for analysis, and the distribution characteristics of particle deposition on the turbine surface under film cooling conditions were studied. The findings from this study not only offer experimental insights into particle resuspension behavior but also contribute valuable guidance for the design and safety assessment of HTGR helium turbines.
重悬浮对高温气冷堆(HTGR)涡轮内石墨颗粒的迁移和沉积有重要影响。这项工作包括建立一个可视化的实验装置来观察膜冷却条件下的颗粒再悬浮。采用高速摄像机和热线风速仪测量了颗粒重悬浮的动态过程和近壁流场特征。在转矩平衡模型的基础上,建立了适用于HTGR涡轮工况的颗粒重悬浮模型,并用实验结果验证了模型的准确性。结合实验测量和数值模拟,研究了气膜冷却对颗粒重悬浮的影响机理,揭示了对旋涡的主导作用。系统分析了流速、吹气比、粒度等关键因素对再悬浮特性的影响。最后,对颗粒沉积过程和重悬浮过程进行耦合分析,研究了气膜冷却条件下涡轮表面颗粒沉积的分布特征。该研究结果不仅为粒子再悬浮行为提供了实验见解,而且为HTGR氦涡轮的设计和安全性评估提供了有价值的指导。
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引用次数: 0
Two-group interfacial area concentration model for downward dispersed two-phase flows 向下分散两相流的两组界面面积浓度模型
IF 3.2 3区 工程技术 Q1 NUCLEAR SCIENCE & TECHNOLOGY Pub Date : 2026-02-02 DOI: 10.1016/j.pnucene.2026.106271
Shaoting Jia, Takashi Hibiki
The two-fluid model is widely employed in thermal-hydraulic simulations of gas-liquid two-phase flows. Its predictive capability is strongly dependent on the accurate estimation of the interfacial area concentration (IAC), a key parameter governing the transfer of mass, momentum, and energy across the interphase. In dispersed flows, bubbles vary widely in size and morphology, which significantly influence their dynamics and contributions to IAC. Those variations necessitate a two-group classification: Group 1 (G1) for spherical and distorted bubbles, and Group 2 (G2) for cap, slug, and churn-turbulent bubbles. This study evaluated the predictive performance of several existing two-group IAC models, including IAC models implemented in RELAP5 and TRACE codes, as well as Song and Hibiki's IAC model, using compiled experimental data from vertically downward two-phase flows. The results showed that none of these models could predict the IAC with sufficient accuracy. To address this issue, the contribution of G1 bubbles to the total IAC was analyzed to investigate the flow behaviors for downward two-phase flows. Then, a two-group drift-flux correlation specifically developed for downward flows was introduced to predict the void fractions of G1 and G2 bubbles. Then, a new two-group Sauter mean diameter (SMD) model was formulated by considering the interfacial geometry effect and flow orientation. By integrating the drift-flux correlation and SMD model, an advanced two-group IAC model was proposed for downward two-phase flows. The proposed model demonstrated significantly improved predictive performance for downward dispersed flows, achieving mean absolute relative errors of 31.0 %, 26.7 %, and 27.9 % for G1, G2, and total IACs, respectively.
双流体模型广泛应用于气液两相流的热水力模拟。它的预测能力很大程度上依赖于界面面积浓度(IAC)的准确估计,而界面面积浓度是控制界面间质、动量和能量传递的关键参数。在分散流动中,气泡的大小和形态变化很大,这显著影响了它们的动力学和对IAC的贡献。这些变化需要两组分类:1组(G1)用于球形和扭曲气泡,2组(G2)用于帽状、段塞状和搅拌湍流气泡。本研究评估了几种现有的两组IAC模型的预测性能,包括在RELAP5和TRACE代码中实现的IAC模型,以及Song和Hibiki的IAC模型,使用编译的垂直向下两相流的实验数据。结果表明,这些模型都不能足够准确地预测IAC。为了解决这一问题,分析了G1气泡对总IAC的贡献,研究了向下两相流的流动行为。然后,引入专门针对向下流动开发的两组漂移通量相关性来预测G1和G2气泡的空隙分数。然后,考虑界面几何效应和流动方向,建立了新的两组Sauter平均直径(SMD)模型。将漂移通量相关模型与SMD模型相结合,提出了一种先进的下向两相流双组IAC模型。该模型对向下分散流动的预测性能有显著提高,G1、G2和总IACs的平均绝对相对误差分别为31.0%、26.7%和27.9%。
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引用次数: 0
Evaluating local wind circulation metrics for radionuclide transport and dispersion: A practical approach for radiological safety 评估当地风环流指标对放射性核素传输和扩散的影响:一种实用的放射安全方法
IF 3.2 3区 工程技术 Q1 NUCLEAR SCIENCE & TECHNOLOGY Pub Date : 2026-02-01 DOI: 10.1016/j.pnucene.2026.106261
M.A. Hernández-Ceballos , M. Sangiorgi , N. Conte , J.P. Bolívar
Understanding the atmospheric dispersion and transport of radioactive materials is crucial for assessing radiological exposure and potential health risks, as well as for optimizing radiological environmental impact assessment and radiological monitoring networks. The dispersion of radionuclides following an accidental release from a nuclear facility is highly influenced by local wind circulation patterns, yet these effects are often overlooked in routine atmospheric dispersion assessments. This study evaluates the role of simple wind circulation indices—stagnation, recirculation, and ventilation—in shaping the dispersion of radioactive material, demonstrating their relevance for nuclear safety planning. The analysis focuses on the Almaraz Nuclear Power Plant (ANPP), where 1.256 atmospheric dispersion simulations were conducted using the RIMPUFF model over a four-year period (2012–2015) under different meteorological conditions. Considering the existing set of 84 monitoring stations included in the EURDEP system in an area of 200 km around the ANPP, the influence of each local atmospheric process is analyzed and characterized by taking the TGDR maximum values reached, and the number of monitoring stations affected in each simulation. On average, results demonstrate that high stagnation confines radionuclide plumes near the source, with maximum TGDR reaching 0.005 μSv/h and affecting up to 14 monitoring stations. In contrast, high recirculation enhances local accumulation, leading to, on average, peaks of 0.035 μSv/h and reducing the number of stations impacted (12 monitoring stations). High ventilation conditions promote wider dispersion, with maximum TGDR of 0.002 μSv/h affecting 10 monitoring stations. Extreme cases of each atmospheric process are also analyzed, showing distinct effects on the spatial distribution of affected monitoring stations. These findings highlight that wind circulation indices, derived from routine meteorological data, offer a straightforward yet effective means of anticipating dispersion behaviour in emergency scenarios.
了解放射性物质在大气中的扩散和迁移,对于评估辐射照射和潜在的健康风险,以及优化辐射环境影响评估和辐射监测网络至关重要。核设施意外释放后放射性核素的扩散受到当地风环流模式的高度影响,然而这些影响在常规的大气扩散评估中往往被忽视。本研究评估了简单的风循环指数——停滞、再循环和通风——在形成放射性物质扩散中的作用,证明了它们与核安全规划的相关性。分析的重点是Almaraz核电站(ANPP),在不同的气象条件下,使用RIMPUFF模型在4年期间(2012-2015)进行了1.256次大气扩散模拟。考虑到EURDEP系统在ANPP周围200 km范围内现有的84个监测站,利用所达到的TGDR最大值和每次模拟中受影响的监测站数量,对每个局地大气过程的影响进行分析和表征。结果表明,平均而言,高滞滞限制了源附近的放射性核素羽流,最大TGDR达到0.005 μSv/h,影响多达14个监测站。高再环流增强了局地累积,平均峰值为0.035 μSv/h,受影响台站数量减少(12个)。高通风条件下散度较大,最大TGDR为0.002 μSv/h,影响10个监测站。分析了各大气过程的极端情况,对受影响监测站的空间分布有明显的影响。这些发现突出表明,从常规气象数据得出的风环流指数提供了一种直接而有效的方法来预测紧急情况下的扩散行为。
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引用次数: 0
Modeling fuel behavior in liquid metal fast reactors: A multiphysics approach with JOG formation analysis 液态金属快堆燃料行为建模:基于JOG形成分析的多物理场方法
IF 3.2 3区 工程技术 Q1 NUCLEAR SCIENCE & TECHNOLOGY Pub Date : 2026-01-28 DOI: 10.1016/j.pnucene.2026.106276
Mou Wang , Gen Jiang , Kai Wang , Songbai Cheng , Wenzhong Zhou
The long-term performance evolution and fission gas release (FGR) behavior of liquid metal-cooled fast reactor (LMFR) fuel elements are crucial for reactor safety and radioactive source term assessment. In this paper, to address the deficiencies of fuel performance analysis models for LMFR, a multi-physics field-coupled fuel performance analysis program is developed by using the FAST and CAMPUS program architectures and integrating the key physics models of FEAST, KMC-fuel, and other fast reactor programs. The program contains core modules for thermal-physical analysis, FGR, and chemical element migration (oxygen/plutonium), and considers a joint oxide gain (JOG) formation module. The program adopts two-dimensional axisymmetric geometry modeling to enhance the computational efficiency. Based on the verification of the program simulation results in comparison with the irradiated data of the experimental reactor, the present model shows high accuracy in the prediction of fuel temperature field distribution, gap closure kinetics, and fission gas release share (average relative error with experimental data is significantly lower than that of the FEAST model), and that the overall program is able to simulate the evolution of the overall performance of the fuel element well. Based on the validation of the overall performance of the program, the study also analyzes the key role of line power and JOG formation on fuel performance. It is shown that the pellet thermodynamic temperature rises significantly with increasing fuel operating power, which exacerbates the FGR behavior and induces an increase in cladding stress. More critically, the formation of JOG enhances the thermal conductivity of the fuel gap, which changes the temperature field distribution of the pellet, the mechanical deformation of the material, etc., and is thus a key factor that should not be ignored in the process of accurately predicting the change in fuel performance.
液态金属冷却快堆(LMFR)燃料元件的长期性能演变和裂变气体释放(FGR)行为对反应堆安全和放射源期评估至关重要。本文针对小中子反应堆燃料性能分析模型的不足,利用FAST和CAMPUS程序架构,集成FEAST、KMC-fuel等快堆项目的关键物理模型,开发了多物理场耦合燃料性能分析程序。该程序包含热物理分析、FGR和化学元素迁移(氧/钚)的核心模块,并考虑联合氧化增益(JOG)形成模块。程序采用二维轴对称几何建模,提高了计算效率。将程序模拟结果与实验堆辐照数据进行对比验证,该模型在预测燃料温度场分布、间隙闭合动力学和裂变气体释放份额方面具有较高的准确性(与实验数据的平均相对误差显著低于FEAST模型),总体程序能够较好地模拟燃料元件整体性能的演变。在验证该方案整体性能的基础上,分析了线路功率和JOG形成对燃油性能的关键作用。结果表明,随着燃料运行功率的增加,球团的热力学温度显著升高,这加剧了FGR行为,导致包层应力增大。更为关键的是,JOG的形成增强了燃料间隙的导热性,从而改变了颗粒的温度场分布、材料的力学变形等,是准确预测燃料性能变化过程中不可忽视的关键因素。
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引用次数: 0
Study on the interface characteristics of bubble condensation with non-condensable gas 气泡冷凝与不可冷凝气体界面特性研究
IF 3.2 3区 工程技术 Q1 NUCLEAR SCIENCE & TECHNOLOGY Pub Date : 2026-01-24 DOI: 10.1016/j.pnucene.2026.106273
Cun Liu , Liangming Pan , Longxiang Zhu , Jiewen Deng
Bubble condensation, as a form of direct contact condensation, is widely employed in engineering applications due to its high heat transfer efficiency. However, current understanding of the condensation behavior of bubbles containing non-condensable gases remains limited, particularly regarding the mechanism by which non-condensable gases impede bubble heat and mass transfer. In this study, the Volume of Fluid (VOF) method coupled with the Lee model and a species transport model is used to numerically simulate the condensation process of vapor bubbles containing non-condensable gas. By systematically varying key parameters—including initial bubble volume, liquid subcooling, and vapor mass fraction—the influence of non-condensable gas on bubble heat and mass transfer behavior is investigated. Results indicate significant differences in condensation rate and morphological evolution between pure vapor bubbles and those containing non-condensable gas. During the condensation of bubbles with non-condensable gas, the initial condensation rate shows a weak linear correlation with vapor mass fraction, whereas a strong linear relationship emerges in later stages. The content of non-condensable gas notably affects bubble shape evolution and rise velocity. Specifically, condensation initially concentrates at the lateral surface of the bubble, then gradually shifts toward the top and bottom in later stages. Moreover, under conditions of higher subcooling and higher vapor mass fraction, the internal flow within the bubble exhibits distinct disordered characteristics.
气泡冷凝作为直接接触冷凝的一种形式,由于其具有较高的传热效率,在工程上得到了广泛的应用。然而,目前对含有不可冷凝气体的气泡的冷凝行为的理解仍然有限,特别是关于不可冷凝气体阻碍气泡传热和传质的机制。本文采用流体体积法(Volume of Fluid, VOF)与Lee模型和物种输运模型相结合的方法,对含不可凝气体的蒸汽泡的凝结过程进行了数值模拟。通过系统地改变初始气泡体积、液体过冷度和蒸汽质量分数等关键参数,研究了不凝性气体对气泡传热传质行为的影响。结果表明,纯汽泡和含不凝气体的汽泡在凝结速率和形态演化上存在显著差异。在气泡与非可凝气体的冷凝过程中,初始冷凝速率与水蒸气质量分数呈弱线性相关,而后期则呈现强线性关系。不凝性气体含量对气泡形状演化和上升速度有显著影响。具体来说,凝结最初集中在气泡的侧面,然后在后期逐渐向顶部和底部转移。在过冷度和蒸气质量分数较高的条件下,气泡内部流动表现出明显的无序特征。
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引用次数: 0
Diagnosis of water hammer conditions in multi-pipeline system using data-driven and genetic algorithm approach 基于数据驱动和遗传算法的多管道系统水锤状态诊断
IF 3.2 3区 工程技术 Q1 NUCLEAR SCIENCE & TECHNOLOGY Pub Date : 2026-01-24 DOI: 10.1016/j.pnucene.2026.106274
Qingyin Zeng , Cheng Peng , Jiang Wu , Jian Deng
While existing experimental investigations and numerical simulations have preliminarily elucidated the multi-factor coupled mechanism governing Condensation-Induced-Water-Hammer (CIWH), the conventional threshold-based alarm approach predominantly relies on single-parameter criteria, e.g. typically pressure, which fails to effectively capture the early warning signs of CIWH. Concurrently, the genetic algorithm, recognized for its applicability in complex systems, remains relatively underutilized in the rapid identification of hazardous operating conditions, resulting in a technical gap where mechanistic understanding is disconnected from practical prevention and control requirements. This study investigates CIWH in the feedwater pipelines of the secondary circuit deaerator in nuclear power plants, where subcooled feedwater mixes with steam. A numerical simulation method based on the NUMAP code is developed to capture the underlying dynamics. Pilot study reveals that feedwater flow rate and pipe diameter jointly regulate the balance between inertial and frictional forces. This interaction shapes flow distribution and void fraction, which in turn influence the intensity of CIWH. Building upon this insight, a systematic analysis is conducted to quantify the effect of feedwater flow rate and pipe diameter on pressure variation rates, with peak values occurring at approximately 84.5 kg/s and 506 mm, respectively. To further identify hazardous operating conditions, a genetic algorithm (GA) is employed with different fitness functions. The results demonstrate that the relative change rate outperforms other metrics, whereas the mean absolute change and standard deviation show certain deviations, and the coefficient of variation is the least effective. This study confirms the effectiveness of the genetic algorithm in identifying hazardous operating conditions of CIWH under complex coupled scenarios and provides a feasible approach for predictive safety control and operational risk assessment in nuclear power plants.
虽然现有的实验研究和数值模拟已经初步阐明了冷凝诱发水锤(CIWH)的多因素耦合机理,但传统的基于阈值的报警方法主要依赖于单参数标准,如典型的压力,不能有效地捕捉到冷凝诱发水锤(CIWH)的预警信号。同时,遗传算法在复杂系统中的适用性得到认可,但在快速识别危险操作条件方面仍未得到充分利用,导致机械理解与实际预防和控制要求脱节的技术差距。本文研究了核电站二回路除氧器给水管道中过冷给水与蒸汽混合的CIWH。提出了一种基于NUMAP代码的数值模拟方法来捕捉其底层动态。初步研究表明,给水量和管径共同调节惯性力和摩擦力的平衡。这种相互作用决定了流动分布和空隙率,进而影响CIWH的强度。在此基础上,进行了系统分析,量化了给水流量和管径对压力变化率的影响,峰值分别约为84.5 kg/s和506 mm。为了进一步识别危险工况,采用了不同适应度函数的遗传算法(GA)。结果表明,相对变化率优于其他指标,而平均绝对变化和标准差存在一定的偏差,变异系数效果最差。本研究证实了遗传算法在复杂耦合情景下识别CIWH危险工况的有效性,为核电厂安全预测控制和运行风险评估提供了一种可行的方法。
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引用次数: 0
Prediction of post-dryout heat transfer based on physics-embedded machine learning with Bayesian optimization algorithm 基于嵌入物理的机器学习与贝叶斯优化算法的干燥后传热预测
IF 3.2 3区 工程技术 Q1 NUCLEAR SCIENCE & TECHNOLOGY Pub Date : 2026-01-24 DOI: 10.1016/j.pnucene.2026.106263
Meiqi Song , Zuokai Chen , Jianhua Xia , Haozhe Li , Wei Xu , Xiaojing Liu
In nuclear power system, encountering the post-dryout heat transfer region can lead to severe heat transfer deterioration. Therefore, it is of great importance to give accurate prediction to post-dryout heat transfer. This study developed a new Physics-Embedded Machine Learning (PEML) framework to predict post-dryout heat transfer, addressing the limitations of traditional "black box" models by integrating physical constraints. Thirteen independent dimensionless parameters (e.g., ReTP, Prw), i.e., input features, and Nusselt number Nuc are derived to present the physical heat transfer mechanism. The Nuc is embedded into the loss function in proportionality or subtractive relationship, i.e., PEML(Nuexp/Nuc) and PEML(Nuexp-Nuc). The prediction capability of PEML models are better than traditional correlations. The PEML(Nuexp/Nuc) model achieves the best prediction capability with the mean error of 0.0005 and RMS error of 0.007 on the testing dataset from Becker's PDO experiments. It is indicated that increasing the number of input features generally improved model performance, especially the generalizability. The PEML framework successfully embeds heat transfer physics, bridging data-driven models and physical insights, offering a robust prediction tool for heat transfer.
在核电系统中,遇到干后换热区会导致严重的换热恶化。因此,对干燥后传热进行准确预测具有重要意义。本研究开发了一种新的物理嵌入式机器学习(PEML)框架来预测干燥后的传热,通过集成物理约束来解决传统“黑箱”模型的局限性。导出了13个独立的无量纲参数(如ReTP, Prw),即输入特征和努塞尔数Nuc来表示物理传热机理。Nuc按比例或相减关系嵌入到损失函数中,即PEML(Nuexp/Nuc)和PEML(Nuexp-Nuc)。PEML模型的预测能力优于传统的相关模型。在Becker的PDO实验数据集上,PEML(Nuexp/Nuc)模型的预测能力最好,平均误差为0.0005,均方根误差为0.007。结果表明,增加输入特征的数量通常会提高模型的性能,尤其是泛化能力。PEML框架成功嵌入了传热物理,桥接了数据驱动模型和物理见解,为传热提供了强大的预测工具。
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Progress in Nuclear Energy
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