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The role of heterogeneity and pop-in events when assessing brittle fracture in the weld metal of multi-pass welds 非均质性和弹出事件在评估多道次焊缝焊缝金属脆性断裂中的作用
IF 3.5 2区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2026-02-01 Epub Date: 2025-09-26 DOI: 10.1016/j.ijpvp.2025.105664
Daniela V. Klein , Pål Efsing , Jonas Faleskog
Fracture toughness testing was conducted on 81 SE(B)-specimens extracted from the weld metal of an aged pressurizer weld, of which 42 were deep-cracked and 39 shallow-cracked specimens. The crack tips were positioned in distinct zones in the weld metal, which was achieved by polishing and etching the material to reveal prior-austenite grain boundaries prior to specimen manufacturing. Deep-cracked specimens with crack tips located in the as-welded zone and where dendrites exhibit a low inclination to the pre-crack plane, frequently showed pop-in events during testing. The length of these pop-ins correlated directly with the length of the weld zone in front of the crack tip. Toughness was evaluated both at the pop-in and at final failure, and values were assigned to the corresponding weld zones. The ductile-to-brittle transition temperature was determined separately for each zone, confirming that the as-welded zone with low dendrite inclination is the most critical in the aged weld.
对某增压器老化焊缝金属提取的81个SE(B)试样进行了断裂韧性试验,其中42个为深裂纹,39个为浅裂纹。裂纹尖端位于焊缝金属的不同区域,这是通过抛光和蚀刻材料来显示样品制造之前的奥氏体晶界来实现的。裂纹尖端位于焊接区且枝晶向预裂纹面倾斜较低的深裂纹试样,在试验过程中经常出现弹出事件。这些裂纹的长度与裂纹尖端前焊缝区的长度直接相关。在弹出和最终失效时对韧性进行了评估,并将数值分配给相应的焊接区域。分别测定了各区域的韧脆转变温度,确定了低枝晶倾角的焊接区是时效焊缝中最关键的区域。
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引用次数: 0
Investigating metallurgical integrity and temperature-dependent mechanical performance of multi-pass dissimilar welds between a cast nickel-based 625 superalloy and 304H stainless steel 研究镍基铸造625高温合金与304H不锈钢多道次异种焊缝的冶金完整性和温度相关力学性能
IF 3.5 2区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2026-02-01 Epub Date: 2025-10-08 DOI: 10.1016/j.ijpvp.2025.105670
Gopal Ji Rai, Suhrit Mula, Gautam Agarwal
Increasing energy consumption brings significant challenges, including increased greenhouse gas emissions and rising costs. To overcome these issues, Advanced Ultrasupercritical (AUSC) thermal power plants are proposed to operate at high steam temperatures (983 K) and pressures (310 bar). To meet this demand, materials should be able to withstand the harsh environments during service life. Considering cost-effectiveness, cast Superni 625, an Indian equivalent of Inconel 625, is proposed for high-temperature applications, whereas 304H austenitic stainless steel is recommended for moderately high temperatures. Joining these two alloys, thus, assumes importance, and integrity of the dissimilar welds at high service temperatures becomes critical. In this work, 304H ASS and Superni 625 alloy were welded using ERNiCrMo-3, a Mo-rich filler metal, by multi-pass gas tungsten arc welding (GTAW). Macro & microstructural analyses demonstrated the formation of a sound joint. The weld metal (WM) predominantly comprised an austenite phase, exhibiting distributions of Mo and Ti/Nb carbides within interdendritic areas. The micro-hardness assessment indicated the highest hardness at the filling area of the weld metal, whereas 304H base metal is the weakest zone. Tensile tests at 923 K on transverse specimens of the welded plates revealed failure within the 304H base metal, indicating superior weld metal tensile strength. Furthermore, tensile tests at 923 K on longitudinal specimens revealed the weld metal strength to be higher than either of the base metals. The higher strength of the weld metal than the Superni 625 base metal at high temperature is attributed to the absence of Laves phase in the weld metal and a more pronounced PLC effect. In addition, at high temperature, the strength of the heat-affected zone near the 304H base metal side was found to be higher than the 304H base metal, which is attributed to dynamic strain aging in the heat-affected zone. The V-notch Charpy impact toughness of the weld metal was found to be significantly higher (79.7 ± 4.04 J) than the acceptable value (47 J) as per the existing standard (EN ISO 3580:2017). Fractography showed dimples at room temperature that elongated with increased temperature. At 923 K, the fracture mode was primarily mixed, exhibiting dimples from micro-voids coalescence alongside faceted features. Through extensive weld metal characterization, it is concluded that the chosen welding method for dissimilar welding was performed successfully, which has applications at high temperatures, including AUSC.
能源消耗的增加带来了巨大的挑战,包括温室气体排放的增加和成本的上升。为了克服这些问题,先进的超超临界(AUSC)热电厂被建议在高蒸汽温度(983 K)和压力(310 bar)下运行。为了满足这一需求,材料在使用寿命期间应该能够承受恶劣的环境。考虑到成本效益,建议在高温应用中使用铸造的Superni 625(相当于印度的Inconel 625),而在中等高温应用中建议使用304H奥氏体不锈钢。因此,连接这两种合金具有重要意义,并且在高温下不同焊缝的完整性变得至关重要。采用富钼填充金属ERNiCrMo-3,采用多道钨极气体保护焊(GTAW)焊接304H ASS与Superni 625合金。宏观微观结构分析表明形成了一个良好的接头。焊缝金属(WM)主要由奥氏体相组成,在枝晶间区域分布Mo和Ti/Nb碳化物。显微硬度评价表明,焊缝金属填充区硬度最高,而304H母材硬度最弱。在923 K下对焊接板的横向试样进行拉伸试验,发现304H母材内部存在破坏,表明焊缝金属抗拉强度优越。此外,纵向试样在923 K下的拉伸试验表明,焊缝金属强度高于任何一种贱金属。在高温下,焊缝金属比Superni 625母材具有更高的强度,这是由于焊缝金属中不存在Laves相和更明显的PLC效应。此外,在高温下,304H母材侧附近热影响区强度高于304H母材,这是热影响区动态应变时效的结果。焊缝金属的v形缺口夏比冲击韧性(79.7±4.04 J)明显高于现有标准(EN ISO 3580:2017)的可接受值(47 J)。断口形貌在室温下显示出随温度升高而拉长的韧窝。在923 K时,裂缝模式主要是混合的,呈现微孔洞合并形成的韧窝和面状特征。通过对焊缝金属的广泛表征,得出了所选择的异种焊接方法是成功的,该焊接方法在高温下,包括AUSC下都有应用。
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引用次数: 0
Machine learning-based prediction models of single weld bead attributes in wire arc additive manufacturing of Inconel 625 superalloy and process map generation 基于机器学习的Inconel 625高温合金电弧增材制造单焊缝属性预测模型及工艺图生成
IF 3.5 2区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2026-02-01 Epub Date: 2025-09-16 DOI: 10.1016/j.ijpvp.2025.105659
Van Thao Le , Duc Manh Dinh , Van-Chau Tran , Quang Huy Mai , Quoc Hoang Pham
Currently, wire arc additive manufacturing (WAAM) is widely investigated to manufacture large-scale parts in various industry sectors - e.g., shipbuilding, aeronautics, and tooling. In WAAM processes, single weld beads (SWBs) are considered as basic elements in deposition path planning, and their attributes remarkably impact on the stability and quality of as-deposited parts. The SWB size, including bead width (W) and height (H), directly involves the deposition path planning. Meanwhile, the aspect ratio H/W and the penetration depth (D) relate to the process stability and adhesive strengths between layers, respectively. As a result, predicting SWB attributes in function of process parameters - e.g., wire feeding speed (WFS) and traveling speed (TS) is essential. In this research, models for predicting SWB attributes in WAAM of Inconel 625 superalloy are developed, using popular machine learning (ML) models - linear regression (LR), neural network regression (NNR), support vector regression (SVR), and gaussian process regression (GPR). The performance of ML models is assessed and compared to selecting the best one for each attribute (H, W, H/W, and PD). The relations between the SWB attributes and process variables are also discussed. The results indicate that the effects of process variables on the SWBs’ attributes are complex and nonlinear. WFS shows the most contribution to the bead width W and the aspect ratio H/W with a contribution of 74.61 % and 60.55 %, respectively, while the travel speed TS reveals the greatest effect contribution to the bead height H and the penetration depth PD with a contribution of 90.46 % and 58.20 %, respectively. All the SVR, NNR and GPR models reveal greater performance than the LR model in predicting H, W, H/W, and PD. Compared to other ones, the GPR models feature the highest accuracy when predicting H, W, H/W, and PD. Their evaluation metrics {MAE, MSE, R2} in prediction of H, W, H/W, and PD are {0.097, 0.013, 0.95}, {0.125, 0.025, 0.98}, {0.018, 0.00051, 0.90}, and {0.075, 0.007, 0.93}, respectively. Based on the developed GPR models, process maps describing relationships between the process variables and responses are built for operators to select proper process parameters that enable producing the desirable SWBs coherent to specific applications.
目前,电弧增材制造(WAAM)被广泛研究用于制造各种工业部门的大型零件-例如造船,航空和模具。在WAAM工艺中,单焊珠(swb)是沉积路径规划的基本要素,其属性对沉积件的稳定性和质量有显著影响。SWB的尺寸,包括晶圆宽度(W)和高度(H),直接关系到沉积路径的规划。同时,长径比H/W和渗透深度D分别与工艺稳定性和层间粘接强度有关。因此,根据工艺参数(例如送丝速度(WFS)和行进速度(TS))来预测SWB属性至关重要。本研究采用流行的机器学习(ML)模型——线性回归(LR)、神经网络回归(NNR)、支持向量回归(SVR)和高斯过程回归(GPR),建立了预测Inconel 625高温合金WAAM中SWB属性的模型。评估和比较ML模型的性能,为每个属性(H, W, H/W和PD)选择最佳模型。讨论了SWB属性与工艺变量之间的关系。结果表明,工艺变量对swb性能的影响是复杂的、非线性的。WFS对弹珠宽度W和长径比H/W的影响最大,分别为74.61%和60.55%,而行进速度对弹珠高度H和穿透深度PD的影响最大,分别为90.46%和58.20%。SVR、NNR和GPR模型在预测H、W、H/W和PD方面均优于LR模型。与其他模型相比,GPR模型在预测H、W、H/W和PD方面具有最高的精度。预测H、W、H/W和PD的评价指标{MAE、MSE、R2}分别为{0.097、0.013、0.95}、{0.125、0.025、0.98}、{0.018、0.00051、0.90}和{0.075、0.007、0.93}。基于已开发的GPR模型,构建了描述过程变量和响应之间关系的过程图,供操作人员选择适当的过程参数,从而生产符合特定应用的理想swb。
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引用次数: 0
Prediction and optimization of stress intensity factors for reactor pressure vessel nozzles using support vector regression and particle swarm optimization 基于支持向量回归和粒子群优化的反应堆压力容器喷嘴应力强度因子预测与优化
IF 3.5 2区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2026-02-01 Epub Date: 2025-10-27 DOI: 10.1016/j.ijpvp.2025.105693
Chih-Hsuan Lee
The nozzles in RPV systems are critical components due to their high-stress concentrations, which can significantly affect the system's structural integrity. Despite the relatively minor impact of material radiation embrittlement, the stress concentration at nozzle corners should be closely monitored and precisely evaluated to ensure long-term operational safety. As different RPV nozzle geometries result in varying stress distributions and stress intensity factors (SIFs) for specific crack depths along a 45° path from the high-stress concentration point, identifying the geometry with the lowest SIFs represents the optimal design. Recently, artificial intelligence (AI) algorithms have been used to assist in calculating the stress distribution in finite element analysis (FEA), which can rapidly acquire a solution without any convergence issues during FEA. In this work, the verified finite element models (FEMs) of the RPV nozzle are established to generate extensive datasets, which correspond to various geometry sizes with the SIFs. These results are then applied to a machine learning model, support vector regression (SVR), which includes a kernel function that is suitable for high-dimensional cases. After training the SVR model, it was applied to particle swarm optimization (PSO) to identify the optimal design for the RPV nozzle geometry. The results demonstrate that the PSO with the trained SVR model can find an optimal design of nozzle geometry, which is better than the FEA results.
RPV系统中的喷嘴由于其高应力集中而成为关键部件,这可能会显著影响系统的结构完整性。尽管材料辐射脆化的影响相对较小,但应密切监测和精确评估喷嘴角处的应力集中,以确保长期运行安全。由于不同的RPV喷管几何形状会导致高应力集中点45°路径上特定裂纹深度的应力分布和应力强度因子(SIFs)不同,因此确定SIFs最低的几何形状代表最佳设计。近年来,人工智能(AI)算法被用于辅助有限元分析中的应力分布计算,可以快速获得解,而不会出现有限元分析中的收敛问题。在这项工作中,建立了RPV喷嘴的验证有限元模型(fem),以生成广泛的数据集,这些数据集对应于各种几何尺寸的SIFs。然后将这些结果应用于机器学习模型,支持向量回归(SVR),其中包括适用于高维情况的核函数。在对支持向量回归模型进行训练后,将其应用于粒子群算法(PSO),对喷管的几何形状进行优化设计。结果表明,基于训练后的支持向量回归模型的粒子群算法可以找到喷嘴几何形状的最优设计,且优于有限元分析结果。
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引用次数: 0
Full-life simulation of the stress corrosion cracking behaviour of the pipeline steel for oil and gas 油气管道钢应力腐蚀开裂行为的全寿命模拟
IF 3.5 2区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2026-02-01 Epub Date: 2025-10-16 DOI: 10.1016/j.ijpvp.2025.105682
Gang Li , Yichao Zhu
The study of the stress corrosion cracking (SCC) behaviour of pipeline steel is of great significance for the safe operation in the oil and gas industry. However, current experimental studies, being costly in both economic and temporal terms, can only deliver data suggesting the instantaneous SCC behaviour of pipeline steel, while quantities of actual interest, such as the lifespan against SCC, cannot be measured directly. To address this issue, a semi-analytical model based on partial differential equations is developed to model the SCC kinetics for steels making oil and gas pipeline. With the effect of stress gradient on ion transportation near crack tips taken into account, the mechanism of repeated rupture of the oxide film can be mimicked. With only one parameter needing calibration, the model proposed in this study is shown to make predictions, within a few seconds on a laptop computer, over SCC indices that are difficult to experimentally measure, such as the crack incubation period under various mechanical and chemical environments. It is predicted by the model that for a 56 mm-thick API 5L X70 steel segment with a 2 mm surface scratch, it takes roughly 90 years for the scratch to become an active crack under a tensile load of 120 MPa and with an environmental pH value of 6.8 and a chloride ion concentration of 0.004 mol/L, and it takes another 30 years for SCC evolution before the final material failure.
研究管道钢的应力腐蚀开裂(SCC)行为对石油天然气工业的安全运行具有重要意义。然而,目前的实验研究在经济和时间上都是昂贵的,只能提供表明管道钢的瞬时SCC行为的数据,而实际感兴趣的数量,如抗SCC的寿命,不能直接测量。为了解决这一问题,建立了一种基于偏微分方程的半解析模型来模拟炼钢油气管道的SCC动力学。考虑应力梯度对裂纹尖端离子输运的影响,可以模拟氧化膜反复破裂的机理。由于只需要校准一个参数,本研究中提出的模型在笔记本电脑上可以在几秒钟内预测难以实验测量的SCC指标,例如各种机械和化学环境下的裂纹潜伏期。通过模型预测,对于具有2 mm表面划痕的56 mm厚API 5L X70型钢,在120 MPa的拉伸载荷、环境pH值为6.8、氯离子浓度为0.004 mol/L的条件下,划痕转变为活动裂纹大约需要90年的时间,而SCC的演化则需要30年的时间。
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引用次数: 0
Simplified formulation of the Beremin model's industrial variation for pressurized thermal shocks 加压热冲击Beremin模型工业变化的简化公式
IF 3.5 2区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2026-02-01 Epub Date: 2025-10-04 DOI: 10.1016/j.ijpvp.2025.105674
S. Chapuliot, C. Sénac
This paper presents the development of a semi-analytical version of the industrial variation of the Beremin model for brittle fracture exclusion. Such an approximate expression is needed for two branches of safety analysis: on the one hand, for probabilistic studies which cover a large set of material, loadings, and geometrical conditions, and on the other hand, for the severity ranking of thermomechanical transients in deterministic studies. First, this article offers a short synthesis on the industrial variation of the Beremin model. Then, the physical foundations of the semi-analytical formulation are detailed. Indeed, the latter is based on analytical developments of the stress field at the tip of a crack combined with simplifying assumptions that are checked on fracture mechanics specimen of various geometry and on reactor pressure vessels’ surface defects. Owing to these prior analyses, a simple formulation relying on three geometrical parameters and one material-dependent parameter is finally proposed. The accuracy of this semi-analytical formulation is established by a comparison to the detailed industrial variation of the Beremin model on two complex industrial applications.
本文提出了Beremin脆性断裂排除模型工业变化的半解析版本的发展。安全分析的两个分支需要这样的近似表达式:一方面,用于涵盖大量材料、载荷和几何条件的概率研究,另一方面,用于确定性研究中热机械瞬态的严重程度排序。首先,本文对Beremin模型的产业变化进行了简短的综合。然后,详细介绍了半解析公式的物理基础。实际上,后者是基于裂纹尖端应力场的分析发展,并结合了各种几何形状的断裂力学试样和反应堆压力容器表面缺陷的简化假设。基于这些先前的分析,最后提出了一个依赖于三个几何参数和一个材料相关参数的简单公式。通过与Beremin模型在两个复杂工业应用中的详细工业变化进行比较,建立了这种半解析公式的准确性。
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引用次数: 0
Improved J and COD estimation equations covering long circumferential through-wall cracks in pipes: I- bending 改进的J和COD估算方程,包括管道长周向穿透壁裂纹:弯曲
IF 3.5 2区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2026-02-01 Epub Date: 2025-11-16 DOI: 10.1016/j.ijpvp.2025.105705
Hye-Won Jeong , Jae-Yoon Kim , Yun-Jae Kim , Nam-Su Huh , Do-Jun Shim
For LBB analysis of small-diameter piping in small modular reactors, elastic-plastic J and COD needs to be estimated potentially for long circumferential through-wall cracks larger than 50 % of the circumference. This paper proposes improved J and COD estimation equations for circumferential thorough-wall cracked pipes in bending, covering short-to-long cracks over 50 % of the circumference. The proposed equations are based on extensive FE analysis. Comparisons with FE J and COD results confirmed that the proposed equations improves the accuracy of estimated J and COD not only for short cracks but also for long cracks, compared to existing estimation equations.
对于小型模块化反应器中小直径管道的LBB分析,需要对大于周长50%的长周向穿壁裂纹进行潜在的弹塑性J和COD估算。本文提出了一种改进的周向贯通壁裂纹管弯曲J和COD估算方程,该方程涵盖了周长50%以上的短到长裂纹。所提出的方程是基于广泛的有限元分析。与FE - J和COD计算结果的比较表明,与现有估算方程相比,所提出的方程不仅提高了短裂纹的J和COD估算精度,而且提高了长裂纹的J和COD估算精度。
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引用次数: 0
HTHA-induced degradation in boilers: A life assessment approach using advanced NDT, metallography, and strategic maintenance 锅炉中htha引起的退化:使用先进无损检测、金相学和战略维护的寿命评估方法
IF 3.5 2区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2026-02-01 Epub Date: 2025-09-23 DOI: 10.1016/j.ijpvp.2025.105666
Nugroho Karya Yudha , Nosal Nugroho Pratama , Dwipa Fattamonas , Wahyuda Prakasa , Eka Wijayanto , Saiful Bahri , Akmal Irfan Majid , Deendarlianto , Muhammad Akhsin Muflikhun
This study presents a comprehensive life assessment of a Process Water Boiler affected by High-Temperature Hydrogen Attack (HTHA) after over 27 years of continuous operation. Constructed primarily from C-0.5Mo steel and subjected to elevated hydrogen partial pressures and temperatures up to 346.5 °C, the boiler was evaluated using a combination of advanced Non-Destructive Testing (NDT) techniques—Phased Array Ultrasonic Testing with Total Focusing Method (PAUT-TFM) and Magnetic Particle Inspection (MPI)—alongside hardness measurements and metallographic analysis. The PAUT-TFM revealed progressive HTHA damage in critical regions, with estimated damage progression rates ranging from 0.1 to 7.6 mm/year over a 10-month monitoring period. MPI confirmed the presence of a surface-breaking crack in the longitudinal weld near the inlet, accompanied by subsurface blistering and microcracking. Hardness testing identified significant softening, particularly at the inlet, with values falling below the typical hardness threshold for C-0.5Mo steel (157 HV), indicative of decarburization. Metallographic analysis corroborated these findings, revealing increased ferrite content and carbide depletion in HTHA-prone zones. The integration of destructive and non-destructive assessments confirms that the material has entered an advanced and irreversible degradation phase. Given the high structural risk and limited feasibility of repairs, the study recommends targeted component replacement using hydrogen-resistant alloys such as 1.25Cr-0.5Mo, guided by thermal exposure assessments and Nelson Curves. These findings emphasize the critical importance of early detection, informed material selection, strategic maintenance, and replacement planning to ensure long-term operational safety and reliability in hydrogen-intensive environments.
本文对一台连续运行27年以上的过程水锅炉进行了高温氢侵蚀的综合寿命评估。锅炉主要由C-0.5 mo钢建造,并承受高氢分压和高达346.5°C的温度,使用先进的无损检测(NDT)技术-相控阵超声检测与全聚焦法(pat - tfm)和磁粉检测(MPI) -以及硬度测量和金相分析相结合进行评估。在10个月的监测期间,pat - tfm显示关键区域的HTHA损伤进展,估计损伤进展率为0.1至7.6 mm/年。MPI证实在入口附近的纵向焊缝存在表面断裂裂纹,并伴有地下起泡和微裂纹。硬度测试发现明显的软化,特别是在进口处,其值低于C-0.5Mo钢的典型硬度阈值(157 HV),表明脱碳。金相分析证实了这些发现,揭示了htha易发区铁素体含量增加和碳化物耗尽。破坏性和非破坏性综合评估证实,该材料已进入高级和不可逆转的降解阶段。考虑到高结构风险和有限的维修可行性,该研究建议在热暴露评估和Nelson曲线的指导下,使用1.25Cr-0.5Mo等抗氢合金进行有针对性的部件更换。这些发现强调了早期检测、明智的材料选择、战略维护和更换计划的重要性,以确保在氢密集型环境中长期运行的安全性和可靠性。
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引用次数: 0
Experimentally Informed GTN model to predict ductile fracture in API X70 steel and weld using finite element analysis 利用有限元分析,通过实验验证GTN模型预测API X70钢和焊缝的韧性断裂
IF 3.5 2区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2026-02-01 Epub Date: 2025-09-03 DOI: 10.1016/j.ijpvp.2025.105633
Aditya Kumar , Harpreet Singh , Sandip Haldar , Rahul Chhibber
The finite element analysis with Gurson-Tvergaard-Needleman (GTN) damage model has been performed to investigate ductile fracture of X70 pipeline steel and weld. Uniaxial tensile tests and single edge notch bend tests with ao/W=0.50 and ao/W=0.25 in-plane constraints were tested. The inverse approach of GTN parameter identification was applied. The SENB samples were prepared with precise electric-discharge machining. Digital image correlation was used for crack mouth opening displacement. The calibrated GTN parameters with critical element size were validated on ao/W=0.25 and flat-notch tensile test results. The pop-in behavior of weld SENB was simulated by assigning brittle material properties in the fracture process zone at a definite interval. The modified fracture process zone combined with the GTN model has shown better agreement with load-CMOD results. The simulation of single edge notch bend tests of EDM cut crack and sharp crack shows that initial fracture toughness increases for EDM cut crack.
采用Gurson-Tvergaard-Needleman (GTN)损伤模型对X70管线钢及其焊缝的韧性断裂进行了有限元分析。在ao/W=0.50和ao/W=0.25平面约束条件下进行单轴拉伸试验和单刃缺口弯曲试验。采用了GTN参数辨识的逆方法。采用精密电火花加工法制备了SENB样品。裂缝张开位移采用数字图像相关方法。校正后的临界元件尺寸GTN参数在ao/W=0.25和平缺口拉伸试验结果上进行验证。通过指定断裂过程区内的脆性材料特性,模拟了焊缝SENB的弹出行为。修正后的断裂过程带结合GTN模型与load-CMOD结果吻合较好。电火花切割裂纹和锐裂纹的单刃缺口弯曲模拟试验表明,电火花切割裂纹的初始断裂韧性增加。
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引用次数: 0
Explainable machine-learning-assisted failure analysis of moderately thick composite cylindrical shells under hydrostatic pressure 静水压力下中厚复合材料圆柱壳可解释的机器学习辅助失效分析
IF 3.5 2区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2026-02-01 Epub Date: 2025-10-08 DOI: 10.1016/j.ijpvp.2025.105672
Wang Hao , Zhan Ming , Li Yongsheng , Wang Lihui
Moderately thick composite cylindrical shells are widely used in submarine pressure-resistant structures. This study employed machine learning to analyse the failure of moderately thick composite cylindrical shells under hydrostatic pressure. Ten moderately thick composite cylindrical shells were fabricated, and their failure behaviour was examined through hydrostatic experiments and finite element analysis (FEA). Subsequently, their failure modes were analysed using FEA. Furthermore, this study trained a TabNet model for predicting the failure pressure of moderately thick composite cylindrical shells, and the model's accuracy and interpretability were validated. The trained TabNet was used to analyse the interaction effects of a shell's length-to-radius ratio (L/R), thickness-to-radius ratio (T/R), and ply angle (θ) on failure pressure. The experimental failure pressures were consistent with the FEA predictions (average error = 1.53 %). The T/R threshold at which the failure mode changes from buckling instability to strength failure varied with the ply angle. The threshold was lowest for shells with ply angles of ±20° and ±30°, and shells with ±10° and 0°/90° ply angles consistently exhibited buckling instability. The TabNet model, which achieved an R2 of 0.986 on the test set, had higher accuracy for failure pressure prediction than benchmark models did. Interpretability analysis revealed that θ and T/R are the dominant factors affecting a shell's failure pressure. Failure pressure increases to the greatest degree as T/R increases for shells with ply angles of ±60° to ±80°. Conversely, failure pressure decreases most markedly with increasing L/R within the same ply angle range. Moreover, if L/R or T/R is increased, the optimal alternating ply angle for maximising failure pressure tends to slightly decrease. The findings of this study offer guidance for the design of pressure-resistant composite shells used in submarine applications.
中厚复合圆柱壳广泛应用于潜艇耐压结构中。本研究采用机器学习方法对中厚复合材料圆柱壳在静水压力作用下的失效进行了分析。制备了10个中等厚度的复合材料圆柱壳,通过流体静力试验和有限元分析对其破坏行为进行了研究。随后,采用有限元法对其失效模式进行了分析。在此基础上,建立了预测中厚复合材料圆柱壳破坏压力的TabNet模型,验证了该模型的准确性和可解释性。利用训练好的TabNet分析了壳体的长半径比(L/R)、厚半径比(T/R)和铺层角(θ)对破坏压力的交互影响。实验破坏压力与有限元预测结果一致(平均误差为1.53%)。破坏模式由屈曲失稳转变为强度失稳的T/R阈值随铺层角的变化而变化。厚度为±20°和±30°的壳层阈值最低,而厚度为±10°和0°/90°的壳层始终表现出屈曲不稳定性。TabNet模型在测试集上的R2为0.986,对失效压力的预测精度高于基准模型。可解释性分析表明,θ和T/R是影响壳层破坏压力的主要因素。对于厚度角为±60°~±80°的壳体,随着T/R的增大,破坏压力增大的程度最大。相反,在相同铺层角范围内,随着L/R的增大,破坏压力降低最为显著。当L/R或T/R增大时,使失效压力最大化的最佳交变铺层角有减小的趋势。研究结果为潜艇用耐压复合材料壳体的设计提供了指导。
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International Journal of Pressure Vessels and Piping
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