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Failure analysis of a 2205 duplex stainless steel tube affected by localized corrosion in a black liquor heat exchanger 黑液热交换器2205双相不锈钢管局部腐蚀失效分析
IF 3.5 2区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2026-01-08 DOI: 10.1016/j.ijpvp.2025.105743
A. Oñate , J. Ramirez , G. Dueña , M. Melendrez , C. Lanziotti , R. Apablaza , D. Rojas
This study investigated the premature failure of a welded 2205 duplex stainless steel tube operating in a black liquor heat exchanger at a pulp and paper plant. Although the component was designed for a ten-year service life, failure occurred after only two years, with macroscopic evidence of pitting corrosion aligned along the longitudinal weld. Metallographic examination revealed localized attack progressing intergranularly between ferrite and austenite. SEM-EDS analysis identified pronounced Cr, Mo, and Ni segregation near the weld bead, while XRD combined with Rietveld refinement quantified approximately 3.6 wt% sigma phase in the weld/HAZ region. As a consequence of these welding-induced microstructural changes, electrochemical tests in 0.6 M NaCl showed metastable passivity and higher current densities in the weld zone. Under alkaline conditions at 65 °C, the welded joint exhibited a reduction in corrosion resistance compared with the base metal. The modeled TTT-CCT diagram for the alloy composition supported the experimental observations, indicating that the welding thermal cycle intersected the sigma-forming region. Overall, the results demonstrate that thermal exposure during welding promoted elemental segregation and sigma-phase nucleation, creating galvanic microcells that facilitated localized corrosion and intergranular propagation. These findings underscore the need for stricter thermal control and post-fabrication verification of welded 2205 duplex stainless steel components operating in high-temperature, high-pH environments.
本研究调查了在纸浆和造纸厂黑液热交换器中工作的2205双相不锈钢焊接管的过早失效。尽管该组件的设计使用寿命为10年,但仅在两年后就发生了故障,在纵向焊缝上出现了宏观的点蚀迹象。金相检查显示铁素体和奥氏体之间的局部攻击在晶间进展。SEM-EDS分析发现焊缝附近存在明显的Cr、Mo和Ni偏析,而XRD结合Rietveld精细化分析发现焊缝/HAZ区域约有3.6 wt%的sigma相。由于这些焊接引起的微观结构变化,在0.6 M NaCl中进行电化学测试,焊缝区显示出亚稳钝化和更高的电流密度。在65℃的碱性条件下,与母材相比,焊接接头的耐腐蚀性降低。模拟的合金成分TTT-CCT图与实验结果相吻合,表明焊接热循环与sigma形成区相交。总的来说,结果表明,焊接过程中的热暴露促进了元素偏析和sigma相成核,产生了有利于局部腐蚀和晶间扩展的原电微细胞。这些发现强调了在高温、高ph值环境下工作的焊接2205双相不锈钢部件需要更严格的热控制和制造后验证。
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引用次数: 0
Novel methodology of specimen size effect correction in J-R curve evaluation based on bending-modified Q parameter 基于弯曲修正Q参数的J-R曲线试件尺寸效应修正新方法
IF 3.5 2区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2026-01-08 DOI: 10.1016/j.ijpvp.2026.105757
Tomoki Shinko , Naoki Miura , Masaki Nagai
For the long-term operation of a nuclear reactor, it is important to effectively use the limited number of surveillance test specimens for conducting additional surveillance tests. One of the expected solutions is the use of miniature C(T) (Mini-C(T)) specimens which can be fabricated from broken Charpy specimens. However, it is known that the evaluation of J-R curves using Mini-C(T) specimens may be affected by the difference in plastic constraint due to the specimen size. In this paper, a novel methodology of specimen size effect correction in J-R curve evaluation based on a bending-modified plastic constraint parameter QM has been proposed. To verify the applicability of the proposed method to Mini-C(T) specimen in RPV steels, the J-R tests on the two Japanese RPV steels SQV2A with different fracture toughness levels were conducted using Mini-C(T), 0.5T-C(T), and 1T-C(T) specimens. As a result of the tests, a specimen size effect of Mini-C(T) specimen on J-R curve was found in the SQV2A with higher fracture toughness. To calculate QM, finite element method analysis has been performed to estimate the crack opening stress distribution ahead of the crack tip during the test. QM increased with increasing normalized J-integral. Based on the relationship between QM and normalized J-integral, the proposed method successfully reduced the specimen size effect on the J-R curve of the tested materials. The proposed method is expected to be useful in case of a limited amount of material such as surveillance specimens because the method requires no tests other than Mini-C(T) specimen testing.
对于核反应堆的长期运行,重要的是有效利用有限数量的监测试验标本进行额外的监测试验。预期的解决方案之一是使用微型C(T) (Mini-C(T))试样,它可以由破碎的Charpy试样制成。然而,众所周知,使用Mini-C(T)试件对J-R曲线的评价可能会受到试件尺寸造成的塑性约束差异的影响。本文提出了一种基于弯曲修正塑性约束参数QM的J-R曲线评价中试件尺寸效应修正的新方法。为验证该方法对RPV钢中Mini-C(T)试样的适用性,采用Mini-C(T)、0.5T-C(T)和1T-C(T)试样对两种断裂韧性等级不同的日本RPV钢SQV2A进行了J-R试验。试验结果表明,在断裂韧性较高的SQV2A中,存在Mini-C(T)试样尺寸对J-R曲线的影响。为了计算QM,在试验过程中采用有限元法分析,估计裂纹尖端前的裂纹张开应力分布。QM随归一化j积分的增大而增大。基于QM与归一化j积分之间的关系,该方法成功地减小了试样尺寸对被试材料J-R曲线的影响。由于该方法不需要除Mini-C(T)样品测试外的其他测试,因此预计该方法在材料数量有限的情况下(如监测标本)是有用的。
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引用次数: 0
Numerical investigation of stress intensity and geometry correction factors in welded cover plate details 焊接盖板细部应力强度及几何校正系数的数值研究
IF 3.5 2区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2026-01-08 DOI: 10.1016/j.ijpvp.2026.105752
Dorina Siebert, Elena Maier, Christina Radlbeck, Martin Mensinger
The cover plate is a common structural detail in railway bridges, and its welds are particularly susceptible to fatigue cracking. This study investigates the fracture mechanics of cover plate welds, focusing on the stress intensity factor and geometry correction factor through numerical simulations. A simple plate model with a semi-elliptical surface crack is first used for validation, with a maximum deviation of about 4 %, confirming the accuracy of the finite element analysis. A comprehensive parametric study is then performed for two configurations: a cover plate detail without a web and a cover plate detail with a web. Key geometric parameters are systematically analyzed. The results show that smaller width and thickness ratios increase the stress intensity factors, making these configurations more critical for fatigue. Additionally, steeper weld slopes (1:2) result in higher stress intensities than shallower slopes (1:3), which are more favorable. The inclusion of a web significantly increases the geometry correction factor, resulting in higher crack propagation rates. The web restricts base plate bending and compressive stress relief at the weld toe, resulting in stress intensity increases of up to 63 % (1:2 slope) and 40 % (1:3 slope). Comparison with literature formulas shows that the FEA-based results of this study yield lower correction factors, suggesting that current design formulas may be conservative. To support practical applications, regression formulas for the geometry correction factor are developed that achieve high accuracy (R2 ≥ 0.9774) and provide a more accurate basis for fatigue assessment in welded cover plate details.
盖板是铁路桥梁中常见的结构细部,其焊缝特别容易产生疲劳开裂。本文通过数值模拟研究了盖板焊缝的断裂力学,重点研究了应力强度因子和几何校正因子。首先采用带有半椭圆表面裂纹的简单板模型进行验证,最大偏差约为4%,验证了有限元分析的准确性。然后对两种配置进行了全面的参数研究:无腹板的盖板细节和有腹板的盖板细节。系统地分析了关键几何参数。结果表明,较小的宽度和厚度比增加了应力强度因子,使这些配置对疲劳更加关键。此外,较陡的焊缝斜度(1:2)比较浅的斜度(1:3)产生更高的应力强度,这更有利。腹板的加入显著提高了几何校正系数,从而提高了裂纹扩展速率。腹板限制了底板的弯曲和焊接脚趾处的压应力释放,导致应力强度增加高达63%(1:2斜率)和40%(1:3斜率)。与文献公式比较,本研究基于有限元分析的结果校正系数较低,说明目前的设计公式可能比较保守。为支持实际应用,建立了几何校正系数的回归公式,该公式具有较高的精度(R2≥0.9774),为焊接盖板细节的疲劳评估提供了更准确的依据。
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引用次数: 0
Research on the evolution law of corrosion damage of 2195 Al-Cu-Li alloy in acidic environments and cellular automata simulation 2195 Al-Cu-Li合金在酸性环境中腐蚀损伤演化规律及元胞自动机模拟研究
IF 3.5 2区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2026-01-07 DOI: 10.1016/j.ijpvp.2026.105755
Xinzhi Yang, Gan Tian, Dejun Liu, Hongsheng Liu, Hui Cai, Mengqing Liu, Biyun Ren
In this study, the evolution of localized pitting and intergranular corrosion (IGC) of 2195-T8 Al-Cu-Li alloy in an acidic environment was investigated by integrating microstructural characterization with 3D cellular automata (CA) simulation. Microstructural features, including the rolled grain morphology and the heterogeneous distribution of intermetallic compounds (IMs), were characterized using EBSD and TEM. An improved Voronoi-based approach was employed to reconstruct a rolled polycrystalline microstructure by incorporating EBSD-derived grain statistics. Immersion tests in 30 % HNO3 combined with quasi-in-situ SEM-FIB were conducted to reveal corrosion morphologies associated with IMs dissolution and preferential grain-boundary attack. Based on the corrosion mechanism of Al-Cu-Li alloys in acidic media, a microstructure-informed 3D CA model was developed by explicitly embedding the spatial distribution of IMs using six cell types and five transition rules. The model reproduces key processes including selective/partial IM dissolution, preferential grain-boundary dissolution, galvanic-driven matrix dissolution, and pit growth, and the simulated morphological evolution shows good qualitative and semi-quantitative agreement with experiments.
采用显微组织表征和三维元胞自动机模拟相结合的方法,研究了2195-T8 Al-Cu-Li合金在酸性环境中局部点蚀和晶间腐蚀(IGC)的演变过程。利用EBSD和TEM分析了合金的微观组织特征,包括轧制晶粒形貌和金属间化合物(IMs)的非均相分布。采用改进的基于voronoi的方法,结合ebsd导出的晶粒统计数据,重建了轧制多晶的微观结构。结合准原位SEM-FIB进行了30% HNO3浸泡试验,揭示了与IMs溶解和优先晶界攻击相关的腐蚀形貌。基于Al-Cu-Li合金在酸性介质中的腐蚀机理,采用6种细胞类型和5种过渡规则,明确嵌入IMs的空间分布,建立了微观结构的三维CA模型。该模型模拟了选择性/部分溶出、晶界优先溶出、电驱动基体溶出和坑生长等关键过程,模拟的形态演化与实验结果具有较好的定性和半定量一致性。
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引用次数: 0
Fatigue fracture of last stage X20Cr13 low pressure turbine (LPT) blade from 600 MW thermal power station 600mw火电厂X20Cr13低压汽轮机末级叶片疲劳断裂
IF 3.5 2区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2026-01-06 DOI: 10.1016/j.ijpvp.2026.105751
Chidambaram Subramanian , Swarup Kr Laha , Sourav Kansabanik , Biplab Swarnakar , Debashis Ghosh
The last stage low pressure LP steam turbine blade operated for 3000 rpm was failed after 42000 equivalent hours of operation from 600 MW thermo electric plant. The fractured blade was investigated and compared with virgin blade to determine the failure mode. Visual examination, chemical analysis, uni-axial tensile, V-notch impact tests, bulk hardness, EDX, fractography and microstructural characterization were conducted on the fractured blade. Further, wet fluorescent magnetic particle inspection and surface roughness measurement conducted on virgin blade as well. Initial visual analysis suggested that chevron cracking accompanied with several ratchet marks. Moreover, dynamic analysis of last stage virgin blade was performed and evidenced that natural frequency was stable. Modal analysis had predicted using Finite Element Analysis. Both experimental and theoretical frequencies had been closely matched, and natural frequencies were well below the resonant frequency, thus, vibration had not induced fatigue fracture. Moreover, fractured blade was fractographic and metallographic analyzed for fatigue fracture characterization. An engineering failure analysis suggested that several non-metallic inclusions have been de-bonded at crack origin zone. Multiple source of fatigue cracks have been initiated adjacent to material anomalies and fatigue fracture propagated by alternating centrifugal induced tensile stress. Fine curved striations have been evidenced on fatigue crack initiation and propagation zones. The blade exhibited tempered martensite and tensile properties including hardness were within the specifications. The presence of anomalies including non-metallic inclusions and internal volumetric material defects has been linked with poor blade toughness which had reduced the fatigue resistance of last stage blade. Interaction of manganese sulfide inclusions with complex alternating centrifugal and bending stress had induced fatigue fracture. Several recommendations including blade manufacturing by clean steel technology are suggested based on various obtained evidences to prevent LPT blade failures in power plants.
600 MW热电厂最后一级3000转低压低压汽轮机叶片在运行42000等效小时后发生故障。对断裂叶片进行了研究,并与未断裂叶片进行了对比,确定了叶片的失效模式。对断裂叶片进行了目视检查、化学分析、单轴拉伸、v形缺口冲击试验、体硬度、EDX、断口学和显微组织表征。对未加工叶片进行湿式荧光磁粉检测和表面粗糙度测量。初步的目视分析表明,纹样开裂伴有几个棘轮痕迹。最后对叶片进行了动态分析,证明了叶片固有频率是稳定的。模态分析采用有限元法进行预测。实验频率和理论频率非常接近,固有频率远低于共振频率,因此振动不会引起疲劳断裂。并对断裂叶片进行了断口和金相分析,进行了疲劳断裂表征。工程失效分析表明,裂纹起始区出现了多种非金属夹杂物的脱粘现象。在材料异常和由交变离心诱发的拉应力引起的疲劳断裂附近产生了多种疲劳裂纹源。在疲劳裂纹萌生和扩展区发现了细小的弯曲条纹。叶片表现出回火马氏体和拉伸性能,包括硬度在规格范围内。非金属夹杂物和内部体积材料缺陷等异常的存在与叶片韧性差有关,从而降低了末级叶片的抗疲劳能力。硫化锰包裹体与复杂的交变离心和弯曲应力相互作用导致疲劳断裂。根据已获得的各种证据,提出了一些建议,包括采用清洁钢技术制造叶片,以防止发电厂LPT叶片失效。
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引用次数: 0
Analytical and experimental determination of the failure-critical pressure of pipe structures manufactured by PBF-LB/M PBF-LB/M制管结构失效临界压力的分析与实验测定
IF 3.5 2区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2026-01-06 DOI: 10.1016/j.ijpvp.2026.105753
T. Koers , B. Magyar , C. Bödger , T. Tröster
The state of the art shows that PBF-LB/M offers great potential for pressure-loaded parts, with significant weight reductions and simultaneous optimization of flow resistance. This study is aimed at applying existing calculation methods for pressure-loaded parts to additively manufactured pipe structures, considering the two materials EN AC-43000 (3.2381, AlSi10Mg) and AISI 316L (1.4404, X2CrNiMo17-12-2). For this purpose, systematic tensile tests are carried out for both materials. In addition, a statistical evaluation is performed to determine the design-relevant strength characteristics with a survival probability Ps of 97.5 % for both materials in the as-built and heat-treated condition.
Pipe specimens are manufactured, half of which are heat treated, geometrically measured and then subjected to a burst pressure test to experimentally determine the failure-critical internal pressure. These results are compared with calculated burst pressures. The calculations are based on the application-relevant methods identified in this study, considering the strength values determined for the respective material condition. This comparison is used to assess the suitability of the calculation methods for additively manufactured pipe structures, based on the materials investigated.
目前的研究表明,PBF-LB/M为压力负载部件提供了巨大的潜力,可以显著减轻重量,同时优化流动阻力。本研究以EN AC-43000 (3.2381, AlSi10Mg)和AISI 316L (1.4404, X2CrNiMo17-12-2)两种材料为研究对象,将现有的压力载荷零件计算方法应用于增材制造管材结构。为此,对两种材料进行了系统的拉伸试验。此外,还进行了统计评估,以确定与设计相关的强度特性,在制造和热处理条件下,两种材料的生存概率Ps均为97.5%。制造管道样品,其中一半经过热处理,几何测量,然后进行爆裂压力测试,以实验确定失效临界内压力。这些结果与计算的破裂压力进行了比较。计算基于本研究中确定的与应用相关的方法,考虑到各自材料条件下确定的强度值。这种比较是用来评估计算方法的适用性增材制造管结构,基于所调查的材料。
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引用次数: 0
Ball indentation test: A versatile small-scale testing method for evaluating mechanical properties of materials 球压痕试验:一种评价材料机械性能的通用小尺度试验方法
IF 3.5 2区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2026-01-03 DOI: 10.1016/j.ijpvp.2025.105740
M.D. Mathew , J. Ganesh Kumar , K. Linga Murty
The ball indentation (BI) technique is a versatile and efficient small-scale testing method employed to assess the mechanical properties of metallic materials. In this method, a compressive force is gradually applied to a spherical indenter, which is pressed onto the material’s surface until a predetermined indentation depth is achieved. The indenter is then partially unloaded and reloaded. This loading-unloading cycle is repeated several times at incrementally increasing depths. Throughout the test, the indentation depth and the corresponding load are measured. This data is used to generate a load-depth curve. By combining semi-empirical relationships with elasticity and plasticity theories, this analysis yields the stress-strain curve that is characteristic of the material’s response to multiaxial indentation loading.
Key mechanical properties derived from the BI tests include hardness, flow curve, yield strength, ultimate tensile strength, and indentation energy to fracture. This testing method facilitates localized, point-to-point assessment of the mechanical properties of metallic materials. The technique is advantageous in evaluating narrow microstructural zones within weldments. The test method is minimally invasive as well. This makes ball indentation testing attractive for assessing the mechanical properties of structural components in service and for extending their life without compromising component integrity. The paper discusses a range of BI applications. Theoretical models, AI-assisted data analysis, portable in-situ BI system, and other critical issues, as well as future scenarios, are also discussed.
球压痕(BI)技术是一种多功能、高效的小型测试方法,用于评估金属材料的力学性能。在这种方法中,压缩力逐渐施加到球形压头上,压在材料表面上,直到达到预定的压痕深度。然后部分卸载和重新加载压头。这种加载-卸载循环在逐渐增加的深度上重复数次。在整个试验过程中,测量了压痕深度和相应的载荷。该数据用于生成负载-深度曲线。通过将半经验关系与弹性和塑性理论相结合,该分析得出了材料对多轴压痕载荷响应的特征应力-应变曲线。BI测试的主要力学性能包括硬度、流动曲线、屈服强度、极限抗拉强度和压痕断裂能。这种测试方法便于对金属材料的机械性能进行局部、点对点的评估。该技术有利于评估焊缝内狭窄的显微组织区域。这种检测方法也是微创的。这使得球压痕测试在评估使用中的结构部件的机械性能和延长其寿命而不影响部件完整性方面具有吸引力。本文讨论了一系列BI应用。理论模型,人工智能辅助数据分析,便携式原位BI系统,以及其他关键问题,以及未来的场景也进行了讨论。
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引用次数: 0
Experimental investigation on full-scale fracture behavior and dynamic response of supercritical CO2 pipelines with N2 impurities 含N2杂质超临界CO2管道全尺寸断裂行为及动态响应试验研究
IF 3.5 2区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2026-01-03 DOI: 10.1016/j.ijpvp.2025.105741
Lei Chen , Wenjing Yang , Jianping Zhou , Zhenxi Liu , Zhanshu Lv , Yanwei Hu , Jian Li , Xingqing Yan , Jianliang Yu , Shaoyun Chen
To address the safety risks associated with pipeline fractures in carbon capture, utilization, and storage (CCUS) systems, this study constructed a full-scale experimental platform for supercritical CO2 pipelines containing impurities and conducted systematic fracture tests under three sets of conditions with varying initial pressures (9.8–11.6 MPa) and N2 molar concentrations (2 %–4 %). A self-developed data acquisition system, integrated with high-frequency pressure transducers, T-type armored thermocouples, and a high-speed camera (capturing crack propagation processes), was employed to monitor the dynamic evolutions of pressure, temperature, decompression wave propagation, and crack tip behavior during pipeline fracture. The results indicated that pipeline fracture induced four distinct pressure change stages: rapid decline (Stage Ⅰ), pressure oscillation (Stage Ⅱ), negative exponential decline (Stage Ⅲ), and static leakage (Stage Ⅳ). Axially, the internal temperature decreased first near the fracture and later at locations farther from it; vertically, the minimum temperature at all measuring points predominantly occurred at the pipeline bottom. The decompression wave velocity exhibited a linear decrease in Stage Ⅰ, formed a “pressure plateau” in Stage Ⅱ, and decreased irregularly in Stages Ⅲ–Ⅳ due to subcooled and superheated states caused by pressure instability. Higher initial pressure and N2 molar concentration both contributed to an increase in the initial decompression wave velocity and the “pressure plateau” value. Additionally, the self-designed fracture recording system successfully captured the complete process of pipeline failure, crack initiation, ductile propagation, and arrest. The crack tip opening angle (CTOA) fluctuated within 14.3°–21.2° along the propagation path and showed a gradual decreasing trend, while the crack propagation velocity first increased, maintained a stable phase, and then decreased. Notably, a higher N2 molar concentration led to a higher stable fracture velocity. This research provides critical experimental data and theoretical support for the safety design and fracture control of supercritical CO2 pipelines in CCUS projects.
为了解决碳捕集利用与封存(CCUS)系统中管道断裂的安全隐患,本研究构建了含杂质超临界CO2管道的全尺寸实验平台,在初始压力(9.8 ~ 11.6 MPa)和N2摩尔浓度(2% ~ 4%)三组条件下进行了系统的断裂试验。采用自主研发的数据采集系统,集成了高频压力传感器、t型铠装热电偶和高速摄像机(捕捉裂纹扩展过程),监测管道断裂过程中压力、温度、减压波传播和裂纹尖端行为的动态演变。结果表明:管道断裂导致了4个不同的压力变化阶段:快速下降(Ⅰ阶段)、压力振荡(Ⅱ阶段)、负指数下降(Ⅲ阶段)和静态泄漏(Ⅳ阶段)。轴向上,内部温度在断口附近先下降,远离断口处温度下降较慢;垂直方向上,各测点的最低温度主要出现在管道底部。减压波速在Ⅰ阶段呈线性下降,在Ⅱ阶段形成“压力平台”,在Ⅲ~Ⅳ阶段由于压力不稳定引起的过冷和过热状态而不规则下降。较高的初始压力和N2摩尔浓度均有助于初始减压波速和“压力平台”值的增加。此外,自主设计的断裂记录系统成功捕获了管道失效、裂纹萌生、延性扩展和止裂的完整过程。裂纹尖端张开角(CTOA)沿扩展路径在14.3°~ 21.2°范围内波动,并呈逐渐减小的趋势,而裂纹扩展速度先增大后保持稳定阶段,然后减小。N2摩尔浓度越高,稳定断裂速度越快。该研究为CCUS项目中超临界CO2管道的安全设计和断裂控制提供了重要的实验数据和理论支持。
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引用次数: 0
Intelligent prediction of crack stress intensity factors for nuclear-grade pressure vessels based on XFEM-PSONN collaboration 基于XFEM-PSONN协同的核级压力容器裂纹应力强度因子智能预测
IF 3.5 2区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2025-12-31 DOI: 10.1016/j.ijpvp.2025.105744
Kai Liu, WeiWei Liu, ShaoWei Wu, BoQun Xie, Xin Liu
The reactor pressure vessels (RPVs) are key components in nuclear power plants, and their structural integrity assessment is of great significance for the safe and stable operation of nuclear power plants. To address issues such as low computational efficiency and limited applicability of existing assessment methods, this study proposes an innovative collaborative prediction method based on the extended finite element method (XFEM) and the particle swarm optimization neural network (PSONN). This method enables rapid and accurate prediction of stress intensity factors (SIFs) under the combined influence of multiple parameters including crack geometric parameters, container structure dimensions and internal pressure. Firstly, a parametric model including typical crack configurations such as beltline shells and nozzle corners is established using XFEM, and a comprehensive database of SIFs is constructed. By systematically comparing the predictive performance of eight machine learning (ML) algorithms, a neural network model based on Particle Swarm Optimization is developed. And K-fold cross-validation and grid search techniques are adopted to optimize the model's hyperparameters. The interpretability analysis of SHAP indicates that internal pressure and crack inclination Angle are the most critical parameters affecting the prediction accuracy. By effectively integrating the physical accuracy of XFEM with the computational efficiency of PSONN, the proposed method provides a practical tool for rapid and accurate safety assessment upon crack detection in in-service inspections.
反应堆压力容器是核电站的关键部件,其结构完整性评估对核电站的安全稳定运行具有重要意义。针对现有评估方法计算效率低、适用性有限等问题,提出了一种基于扩展有限元法(XFEM)和粒子群优化神经网络(PSONN)的创新协同预测方法。该方法能够快速准确地预测裂纹几何参数、容器结构尺寸和内压等多种参数综合影响下的应力强度因子。首先,采用XFEM方法建立了包含带线壳和喷管角等典型裂纹形态的参数化模型,并构建了完整的SIFs数据库;通过系统比较八种机器学习算法的预测性能,建立了基于粒子群优化的神经网络模型。采用K-fold交叉验证和网格搜索技术对模型的超参数进行优化。SHAP的可解释性分析表明,内部压力和裂缝倾角是影响预测精度的最关键参数。该方法将XFEM的物理精度与PSONN的计算效率有效地结合起来,为在役检测中快速准确地进行裂纹检测安全评估提供了实用工具。
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引用次数: 0
Stress distribution characteristics and intelligent online monitoring methods for multilayer wound pressure vessel 多层缠绕压力容器应力分布特征及智能在线监测方法
IF 3.5 2区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2025-12-30 DOI: 10.1016/j.ijpvp.2025.105742
Ruiyuan Xue , Xuezong Zhang , Juyin Zhang , Xueping Wang , Yongnan Zhang , Linbin Li , Yongzhi Luo
A digital twin-driven online stress prediction method is proposed to address the stress monitoring requirements for multi-layer wrapped high-pressure hydrogen storage vessels. This method establishes a phased computational framework (offline/online): During the offline phase, the global stress field is computed using the Finite Element Method (FEM), and a random forest hybrid regression prediction model incorporating the whale optimization algorithm (WOA-RF) is trained to establish the mapping relationship between container load, structural features, node coordinates, and stress. During the online phase, the deviation between measured local stresses and offline-predicted stresses is first calculated. Subsequently, a K-Nearest Neighbors (KNN) algorithm constructs a surrogate model linking load-node coordinates to stress deviation. Ultimately, the KNN model is driven by locally acquired real-time measurement data, utilizing its output stress deviation to perform real-time corrections on WOA-RF prediction results, thereby achieving global twin stress prediction for the monitored vessel. To establish a more accurate finite element model during the offline phase, this paper innovatively derives a method for inverting interlayer preload in multilayer vessels based on measured data. Verification conducted on a multi-layer wrapped high-pressure reactor demonstrated that the proposed stress monitoring method achieved prediction errors ranging from 0.4 % to 10 %. Furthermore, the findings elucidate the random and non-uniform stress distribution characteristics exhibited by multi-layer wrapped vessels under loading, which stem from the complex interlayer preload generated during the manufacturing process.
针对多层包裹高压储氢容器的应力监测需求,提出了一种数字双驱动在线应力预测方法。该方法建立了分阶段(离线/在线)计算框架:在离线阶段,采用有限元法(FEM)计算全局应力场,并结合鲸鱼优化算法(WOA-RF)训练随机森林混合回归预测模型,建立集装箱载荷、结构特征、节点坐标与应力之间的映射关系。在在线阶段,首先计算实测的局部应力与离线预测应力之间的偏差。随后,利用k近邻(KNN)算法构建了连接荷载节点坐标与应力偏差的代理模型。最终,KNN模型由本地获取的实时测量数据驱动,利用其输出应力偏差对WOA-RF预测结果进行实时修正,从而实现对被监测船舶的全局双应力预测。为了在离线阶段建立更精确的有限元模型,本文创新性地推导了一种基于实测数据的多层容器层间预紧力反演方法。在多层包覆高压反应器上进行的验证表明,该方法的预测误差在0.4% ~ 10%之间。此外,研究结果阐明了多层包裹容器在载荷作用下表现出的随机和非均匀应力分布特征,这源于制造过程中产生的复杂层间预紧力。
{"title":"Stress distribution characteristics and intelligent online monitoring methods for multilayer wound pressure vessel","authors":"Ruiyuan Xue ,&nbsp;Xuezong Zhang ,&nbsp;Juyin Zhang ,&nbsp;Xueping Wang ,&nbsp;Yongnan Zhang ,&nbsp;Linbin Li ,&nbsp;Yongzhi Luo","doi":"10.1016/j.ijpvp.2025.105742","DOIUrl":"10.1016/j.ijpvp.2025.105742","url":null,"abstract":"<div><div>A digital twin-driven online stress prediction method is proposed to address the stress monitoring requirements for multi-layer wrapped high-pressure hydrogen storage vessels. This method establishes a phased computational framework (offline/online): During the offline phase, the global stress field is computed using the Finite Element Method (FEM), and a random forest hybrid regression prediction model incorporating the whale optimization algorithm (WOA-RF) is trained to establish the mapping relationship between container load, structural features, node coordinates, and stress. During the online phase, the deviation between measured local stresses and offline-predicted stresses is first calculated. Subsequently, a K-Nearest Neighbors (KNN) algorithm constructs a surrogate model linking load-node coordinates to stress deviation. Ultimately, the KNN model is driven by locally acquired real-time measurement data, utilizing its output stress deviation to perform real-time corrections on WOA-RF prediction results, thereby achieving global twin stress prediction for the monitored vessel. To establish a more accurate finite element model during the offline phase, this paper innovatively derives a method for inverting interlayer preload in multilayer vessels based on measured data. Verification conducted on a multi-layer wrapped high-pressure reactor demonstrated that the proposed stress monitoring method achieved prediction errors ranging from 0.4 % to 10 %. Furthermore, the findings elucidate the random and non-uniform stress distribution characteristics exhibited by multi-layer wrapped vessels under loading, which stem from the complex interlayer preload generated during the manufacturing process.</div></div>","PeriodicalId":54946,"journal":{"name":"International Journal of Pressure Vessels and Piping","volume":"221 ","pages":"Article 105742"},"PeriodicalIF":3.5,"publicationDate":"2025-12-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145928126","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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International Journal of Pressure Vessels and Piping
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