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Improving the microstructure and mechanical properties of Al-Cu lap joints by stationary shoulder friction stir welding 静肩搅拌摩擦焊改善铝铜搭接接头的组织和力学性能
IF 2.5 4区 材料科学 Q2 METALLURGY & METALLURGICAL ENGINEERING Pub Date : 2025-11-14 DOI: 10.1007/s40194-025-02243-8
Jun Deng, Mingran Yang, Jiaqing You, Yunqiang Zhao, Shiyi Gao, leksandr Bushma, Oleg Ganushchak

Excessive intermixing of the materials and thick intermetallic compounds (IMCs) could markedly impair the mechanical properties of Al-Cu dissimilar joints. In this study, a dynamic-stationary shoulder friction stir lap welding (DSSFSLW) was applied to Al-Cu lap welding, thereby reducing material mixing and the thickness of IMCs. Compared with traditional friction stir lap welding (FSLW), the shear strengths of DSSFSLW joints were higher than those of FSLW in the same welding parameters. The maximum shear strength could reach to 3.34 kN, which was 41.5% higher than that of FSLW joints. Failure was initiated on the Al side, immediately beside the SZ, and manifested as a cross-shaped crack. Furthermore, the formation mechanism of IMCs on the Al-Cu interface was elucidated. Quantitative analysis revealed that the thickness of IMCs on the side of SZ in the DSSFSLW joint was only 4μm, which was significantly lower than that of FSLW. Meanwhile, thermodynamic and kinetic studies indicated that the IMCs layer could be changed from Al2Cu-AlCu-Al4Cu9 in the FSLW to Al2Cu-Al4Cu9 by DSSFSLW. This study provides new insights for high-strength of Al-Cu lap joints.

材料和厚金属间化合物(IMCs)的过量混合会显著影响Al-Cu异种接头的力学性能。在本研究中,将动-静肩搅拌摩擦搭接焊(DSSFSLW)应用于Al-Cu搭接焊中,从而减少了材料的混合和imc的厚度。与传统搅拌摩擦搭接(FSLW)相比,在相同焊接参数下,DSSFSLW接头的抗剪强度高于FSLW。最大抗剪强度可达3.34 kN,比FSLW节理提高41.5%。破坏发生在靠近SZ的Al侧,并表现为十字形裂缝。在此基础上,进一步探讨了Al-Cu界面上IMCs的形成机理。定量分析表明,DSSFSLW接头SZ侧IMCs厚度仅为4μm,明显低于FSLW。同时,热力学和动力学研究表明,通过DSSFSLW可以将IMCs层由FSLW中的Al2Cu-AlCu-Al4Cu9转变为DSSFSLW中的Al2Cu-Al4Cu9。该研究为高强度铝铜搭接接头的研究提供了新的思路。
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引用次数: 0
Optimizing and development of friction stir welding using AI-supported prediction method and digital twin technology 基于人工智能预测方法和数字孪生技术的搅拌摩擦焊接优化与开发
IF 2.5 4区 材料科学 Q2 METALLURGY & METALLURGICAL ENGINEERING Pub Date : 2025-11-12 DOI: 10.1007/s40194-025-02245-6
R. Delir Nazarlou, Rijul Pathak, Ole Schmidt, Christopher Köpp, Elmar Münchinger, Christoph Schilling, S. Salim, M. Wiegand, M. Kahlmeyer, Y. Jiang, S. Böhm

This study proposes an integrated approach for optimizing the friction stir welding (FSW) process by combining sensor-based data acquisition, machine learning (ML), and digital twin (DT) technologies. Real-time sensor data including rotational speed, welding speed, axial force, torque, and temperature were collected during FSW operations. These parameters were correlated with weld quality indicators, such as surface appearance, internal defects, and tensile strength. A dataset of 132 weld samples was used to train supervised and unsupervised ML models, achieving a defect classification accuracy of 95%. In parallel, a COMSOL-based digital twin was developed to simulate thermo-mechanical aspects of the welding process. The model incorporated temperature-dependent material properties, frictional heat generation, and plastic deformation behavior to predict stress, strain, and temperature distributions. Model predictions were validated against experimental sensor data, confirming accuracy in peak temperature and torque estimation. The integrated ML-DT system functioned as a decision-support tool, enabling real-time process monitoring, virtual experimentation, and predictive defect detection. When implemented in an industrial environment, the system dynamically adapted welding parameters to maintain optimal conditions. This approach enhances process stability, reduces material waste, and improves weld integrity, offering a scalable solution for intelligent manufacturing and Industry 4.0 applications.

本研究提出了一种综合方法,通过结合基于传感器的数据采集、机器学习(ML)和数字孪生(DT)技术来优化搅拌摩擦焊接(FSW)过程。在FSW操作过程中,实时传感器数据包括转速、焊接速度、轴向力、扭矩和温度。这些参数与焊缝质量指标相关,如表面外观、内部缺陷和抗拉强度。使用132个焊缝样本数据集训练有监督和无监督ML模型,缺陷分类准确率达到95%。同时,开发了基于comsol的数字孪生体来模拟焊接过程的热机械方面。该模型结合了与温度相关的材料特性、摩擦热产生和塑性变形行为,以预测应力、应变和温度分布。根据实验传感器数据验证了模型预测,确认了峰值温度和扭矩估计的准确性。集成的ML-DT系统作为决策支持工具,支持实时过程监控、虚拟实验和预测缺陷检测。当在工业环境中实施时,该系统动态调整焊接参数以保持最佳状态。这种方法提高了工艺稳定性,减少了材料浪费,提高了焊接完整性,为智能制造和工业4.0应用提供了可扩展的解决方案。
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引用次数: 0
Investigation of the process parameters and performance of double-sided laser cladding repair for gray cast iron in nuclear power critical components 核能关键部件灰口铸铁双面激光熔覆修复工艺参数及性能研究
IF 2.5 4区 材料科学 Q2 METALLURGY & METALLURGICAL ENGINEERING Pub Date : 2025-11-10 DOI: 10.1007/s40194-025-02236-7
Ke Xu, Zhixin Deng, Shujun Chen, Tao Yuan, He Shan, Fantong Meng, Guangzhen Xu, Shuwen Wang

Gray cast iron components in nuclear power plants suffer from surface degradation under harsh conditions. This study investigates the additive repair of defective gray cast iron using double-sided laser cladding, focusing on the effects of laser power and scanning rate on the repair layer’s morphology, microstructure, and mechanical properties. Results indicate that the synergistic effect of these parameters significantly regulates cladding quality. Increasing power or decreasing scanning speed enlarges the cladding dimensions and heat-affected zone (HAZ), while insufficient heat input causes poor bonding. The microstructure exhibits a gradient distribution: the fusion zone (FZ) has fine grains and higher hardness (~ 400 HV) than the substrate (~ 200 HV), while the partial melting zone (PMZ) and HAZ undergo non-equilibrium phase transitions. Under optimal parameters (2400 W, 800 mm/min), the repair layer achieves a smooth surface, narrow HAZ (19 mm), and improved ultimate tensile strength (~ 250 MPa), meeting the FC200 standard. This work provides a process optimization basis for laser cladding repair to extend the service life of critical nuclear components.

核电站灰铸铁部件在恶劣条件下会发生表面降解。采用双面激光熔覆技术对灰口铸铁缺陷进行了添加剂修复,重点研究了激光功率和扫描速率对修复层形貌、显微组织和力学性能的影响。结果表明,这些参数的协同效应对熔覆质量有显著的调节作用。增大功率或降低扫描速度会增大熔覆层尺寸和热影响区,而热输入不足则会导致熔覆层粘结不良。显微组织呈梯度分布:熔合区(FZ)晶粒细,硬度(~ 400 HV)高于基体(~ 200 HV),而部分熔合区(PMZ)和热影响区(HAZ)发生非平衡相变。在最佳参数(2400 W, 800 mm/min)下,修复层表面光滑,热影响区窄(19 mm),极限抗拉强度提高(~ 250 MPa),达到FC200标准。为激光熔覆修复延长关键核部件的使用寿命提供了工艺优化依据。
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引用次数: 0
Statistical correlation of 3D scanned weld geometry distributions and fatigue life for different welding methods 不同焊接方法下三维扫描焊缝几何分布与疲劳寿命的统计相关性
IF 2.5 4区 材料科学 Q2 METALLURGY & METALLURGICAL ENGINEERING Pub Date : 2025-11-04 DOI: 10.1007/s40194-025-02191-3
Martin Leonel Melucci, Sulaiman Shojai, Mahamudul Hasan Tanvir, Moritz Braun

The relationship between local weld geometry and fatigue life has been extensively studied over the past decades, driven by the need to enhance structural integrity and optimize costs throughout a structure’s service life. While numerous studies have explored the influence of weld geometry on fatigue strength, the comparative effect of different welding methods under comparable weld geometry quality remains largely unexplored. Furthermore, the influence of local geometric variations for each welding method has not been systematically evaluated. This study explores a large dataset of laser-scanned butt welds, analyzing key geometric parameters. The dataset is categorized by welding method (laser-hybrid welding, submerged arc welding, and flux core arc welding), and statistical distributions are examined to assess variations in weld geometry and compliance with ISO 5817 quality groups. The characteristic fatigue life for each quality group is estimated. The correlation between geometric factor and fatigue life is evaluated through the residual analysis of stress-life curve linear fitting. According to the findings, different geometry features dominate depending on the welding method. The fracture location is strongly influenced by angular misalignment, while fatigue strength is better explained by quantile-based analysis of local geometry. These results provide a basis for future predictive modeling and quality assessment in welded structures.

在过去的几十年里,为了提高结构完整性和优化结构使用寿命的成本,人们对局部焊缝几何形状与疲劳寿命之间的关系进行了广泛的研究。虽然有大量的研究探讨了焊缝几何形状对疲劳强度的影响,但在相当的焊缝几何形状质量下,不同焊接方法的比较效果仍未得到充分的研究。此外,局部几何变化对每种焊接方法的影响尚未得到系统的评估。本研究探索了激光扫描对接焊缝的大型数据集,分析了关键的几何参数。该数据集按焊接方法(激光混合焊接、埋弧焊和药芯弧焊)进行分类,并检查统计分布以评估焊缝几何形状的变化和符合ISO 5817质量组。估计了各质量组的特征疲劳寿命。通过应力-寿命曲线线性拟合的残差分析,评价几何因子与疲劳寿命的相关性。根据研究结果,不同的焊接方法,不同的几何特征占主导地位。断裂位置受角度错位的强烈影响,而疲劳强度可以通过基于分位数的局部几何分析来更好地解释。这些结果为今后焊接结构的预测建模和质量评估提供了依据。
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引用次数: 0
Susceptibility to hydrogen embrittlement in welded joints at ambient temperature for liquefied hydrogen storage tanks 液化氢储罐焊接接头在常温下对氢脆的敏感性
IF 2.5 4区 材料科学 Q2 METALLURGY & METALLURGICAL ENGINEERING Pub Date : 2025-10-30 DOI: 10.1007/s40194-025-02199-9
Chenjun Yu, Yu Yoshino, Yuji Abiru, Hiroshi Tsujigami, Xixian Li, Shohei Uranaka, Mitsuo Kimura, Tomoya Kawabata

Liquefied hydrogen storage tanks are poised to play a pivotal role in the realization of a carbon–neutral society. While stainless steel is considered the material of choice for the first 50,000-m3 tank, there is a potential for carbon steel to be employed as the inner tank material in the future to increase capacity. The welding materials combined with the carbon steel are expected to be Hastelloy and Inconel alloys, which are currently used in LNG (liquefied natural gas) tank construction. However, since some reports have shown that the effect of Ni on hydrogen embrittlement properties deteriorates significantly on the high-Ni side, we conducted evaluation tests that took into account the operating environment. The SSRT (slow strain rate testing) revealed that the GTAW (gas tungsten arc welding) weld metal exhibited severe hydrogen embrittlement, whereas no significant crack propagation was observed in the constant-load CT (compact tension) tests. We analyzed the discrepancies between the two experimental methods and concluded that the differences are largely related to pre-straining and hydrogen diffusion and accumulation. From a FFS (fitness for service) perspective, the results of the CT tests are considered more representative of real-world conditions, indicating that this material combination is suitable for use in liquid hydrogen storage tanks.

液化氢储罐将在实现碳中性社会的过程中发挥关键作用。虽然不锈钢被认为是第一个5万立方米储罐的选择材料,但未来有可能采用碳钢作为内部储罐材料以增加容量。与碳钢结合的焊接材料预计将是目前用于LNG(液化天然气)储罐建造的哈氏合金和因科乃尔合金。然而,由于一些报告显示,Ni对氢脆性能的影响在高Ni侧显著恶化,因此我们进行了考虑操作环境的评估测试。SSRT(慢应变率试验)表明,GTAW(气体钨极保护焊)焊缝金属表现出严重的氢脆,而在恒载CT(紧致拉伸)试验中没有观察到明显的裂纹扩展。我们分析了两种实验方法之间的差异,认为差异主要与预应变和氢的扩散和积累有关。从FFS(服务适用性)的角度来看,CT测试的结果被认为更能代表现实条件,表明这种材料组合适合用于液氢储罐。
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引用次数: 0
The preparation method and application of aluminum alloy flux-cored wire for wire arc additive manufacturing 电弧增材制造用铝合金药芯焊丝的制备方法及应用
IF 2.5 4区 材料科学 Q2 METALLURGY & METALLURGICAL ENGINEERING Pub Date : 2025-10-30 DOI: 10.1007/s40194-025-02201-4
Bo Zheng, Shengfu Yu, Zhengyu Yu, Lun Tang

Ceramic phase modification is an effective method to improve the performance of wire arc additive manufacturing (WAAM) aluminum alloy components. In this paper, a preparation method of ceramic aluminum alloy flux-cored wire was developed. An advanced apparatus was developed for the preparation of flux-cored wires. The preparation system comprises three integral units: a wire forming module, a drawing module, and a coiling module. The wire forming module features a configuration of three forming rollers and three closed dies, while the drawing and reduction module incorporates 12 sets of wire drawing dies with varying diameters, with each stage maintaining a controlled compression ratio of 20%. The fluidization properties of the core powder mixture were systematically examined, revealing that optimal powder flow characteristics were achieved when the constituent particles were sized as follows: aluminum particles at 300 μm, copper particles at 250 μm, and silicon particles at 200 μm. The pre-heat treatment parameters for the aluminum strip substrate were optimized, with the process conditions established as follows: heating temperature of 230 °C, soaking duration of 120 min, and air cooling as the cooling method. Through a sequential series of 12 drawing and reduction operations, a 1.2 mm diameter Al-Cu-NiO aluminum alloy flux-cored wire was successfully fabricated. During the WAAM process employing the developed Al-Cu-NiO flux-cored wire, the process exhibited stable arc combustion, consistent droplet transfer, and minimal spatter. The developed flux-cored wire was successfully utilized to fabricate the aircraft skin, demonstrating high formability and suitability for such applications.

陶瓷相改性是提高电弧增材制造(WAAM)铝合金部件性能的有效方法。本文研究了一种陶瓷铝合金药芯焊丝的制备方法。研制了一种先进的药芯焊丝制备装置。制备系统包括三个整体单元:线材成型模块、拉拔模块和卷取模块。拉丝成型模块采用3个成型辊和3个闭合模的配置,拉拔缩模采用12组不同直径的拉丝模,每级压缩比控制在20%。系统地考察了芯粉混合物的流态化特性,结果表明,当组成颗粒尺寸为300 μm的铝颗粒、250 μm的铜颗粒和200 μm的硅颗粒时,粉体流动特性最佳。对铝带基板的预处理参数进行了优化,确定了工艺条件:加热温度230℃,浸泡时间120 min,冷却方式为空冷。通过连续12次拉伸和还原操作,成功制备了直径1.2 mm的Al-Cu-NiO铝合金药芯焊丝。在使用Al-Cu-NiO药芯焊丝的WAAM过程中,电弧燃烧稳定,液滴传递一致,飞溅最小。所开发的药芯焊丝已成功用于制造飞机蒙皮,显示出高成形性和适用性。
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引用次数: 0
Preparation and performance study of high-temperature resistant joints using Cu@Ni@Sn transient liquid phase diffusion bonding materials Cu@Ni@Sn瞬态液相扩散连接材料耐高温接头的制备及性能研究
IF 2.5 4区 材料科学 Q2 METALLURGY & METALLURGICAL ENGINEERING Pub Date : 2025-10-27 DOI: 10.1007/s40194-025-02204-1
Honghui Zhang, Hongyan Xu, Erika Hodúlová

To fulfill the requirements for dependable low-temperature soldering of high-temperature lead-free materials and to inhibit the transformation of Cu6Sn5 to Cu3Sn during transient liquid phase diffusion bonding (TLPB) and aging processes, along with minimizing joint porosity, Cu particles were initially coated with a Ni layer through electroless plating, followed by Sn layer deposition via stannous sulfamate electroplating to achieve Cu@Ni@Sn core-shell structured powder. The study explored the oxidation resistance of Cu@Ni@Sn powder and examined the formation rate and activation energy of Cu3Sn in both Cu@Sn and Cu@Ni@Sn TLPB joints, clarifying the Ni coating’s role in restricting element migration and phase transformation. The Cu@Ni@Sn TLPB joint displayed a three-dimensional network of intermetallic compounds enveloping Cu particles. This joint demonstrated thermal endurance of at least 400 °C, room temperature shear strength exceeding 80 MPa, and shear strength of no less than 28 MPa after aging at 250 °C for 336 h, representing a 20% improvement compared to the Cu@Sn system. Joint porosity was lowered from 10% in the Cu@Sn system to 5% in the Cu@Ni@Sn system, surpassing both high-lead and nano-sintered Ag systems. The findings illustrate that the introduction of a Ni coating successfully restricted Cu diffusion, suppressed Cu6Sn5 phase transformation, decreased void formation, and improved the high-temperature oxidation resistance of Cu@Ni@Sn powder. After undergoing reflow at 250 °C, the Cu@Ni@Sn joint exhibited thermal conductivity of 156 W/m·K and electrical resistivity of 4.2 μΩ·cm, surpassing those observed in the Cu@Sn system, Cu6Sn5, and Cu3Sn. These results imply that Cu@Ni@Sn TLPB joints fulfill the criteria for high-performance interconnections, presenting a viable replacement for high-lead and sintered nano-Ag soldering materials, making them a favorable candidate for high-temperature, high-reliability interconnect applications in power modules.

为了满足高温无铅材料可靠的低温焊接要求,同时抑制瞬态液相扩散键合(TLPB)和时效过程中Cu6Sn5向Cu3Sn的转变,同时最大限度地降低接头孔隙率,首先通过化学镀在Cu颗粒上镀上Ni层,然后通过电镀磺胺亚锡沉积Sn层,得到Cu@Ni@Sn核壳结构粉末。研究了Cu@Ni@Sn粉末的抗氧化性,考察了Cu@Sn和Cu@Ni@Sn TLPB接头中Cu3Sn的形成速率和活化能,明确了Ni涂层在限制元素迁移和相变中的作用。Cu@Ni@Sn TLPB接头呈现出包裹Cu颗粒的三维金属间化合物网络。该接头的耐热性至少为400℃,室温抗剪强度超过80 MPa,在250℃老化336 h后抗剪强度不低于28 MPa,与Cu@Sn体系相比提高了20%。节理孔隙度从Cu@Sn体系的10%降至Cu@Ni@Sn体系的5%,超过了高铅和纳米烧结Ag体系。结果表明,Ni涂层的引入成功地限制了Cu的扩散,抑制了Cu6Sn5的相变,减少了空洞的形成,提高了Cu@Ni@Sn粉末的高温抗氧化性。经250℃回流处理后,Cu@Ni@Sn的导热系数为156 W/m·K,电阻率为4.2 μΩ·cm,优于Cu@Sn体系、Cu6Sn5和Cu3Sn体系。这些结果表明Cu@Ni@Sn TLPB接头满足高性能互连标准,提供了高铅和烧结纳米银焊接材料的可行替代品,使其成为功率模块中高温,高可靠性互连应用的有利候选者。
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引用次数: 0
Effect of dendrite growth on mechanical properties of WAAM FeNi36 alloy 枝晶生长对WAAM FeNi36合金力学性能的影响
IF 2.5 4区 材料科学 Q2 METALLURGY & METALLURGICAL ENGINEERING Pub Date : 2025-10-23 DOI: 10.1007/s40194-025-02183-3
Xiang Gao, Zheyu Yang, Min Zeng, Xiaoyan Xue, Shitong Lian, Wenxian Wang

FeNi36 is employed in aerospace, remote sensing, and mapping applications due to its low coefficient of thermal expansion, making it suitable for high-precision micro-parts. Customizing large FeNi36 parts through wire arc additive manufacturing has emerged as a new research direction. However, the high temperature gradient and cooling rate during the wire arc additive manufacturing process result in a coarse and uneven microstructure, leading to significant anisotropy in the mechanical properties and thermal expansion coefficient of FeNi36, which does not meet high-precision performance requirements. This study presents the development of a macro–micro volume fluid phase field model to simulate heat transfer and dendrite growth during wire arc additive manufacturing FeNi36 thin-walled specimens. The simulation results closely match the experimental data. By comparing the simulation results with the experimental data, the microstructure of wire arc additive manufacturing FeNi36 was optimized, and more suitable process parameters were identified. The mechanical property anisotropy of FeNi36 specimens prepared with these parameters is minimal. The tensile strength of specimens in various directions and positions ranges from 545 to 575 MPa, with elongation between 26.8 and 30.2%. Furthermore, the thermal expansion coefficient curves of the samples in different directions are nearly identical, all being below 2.0 × 10⁻⁶ K⁻1, which satisfies the commercial FeNi36 requirements.

FeNi36由于其热膨胀系数低,适用于高精度微型零件,因此被用于航空航天,遥感和测绘应用。采用电弧增材制造技术定制大型FeNi36零件已成为新的研究方向。然而,电弧丝增材制造过程中较高的温度梯度和冷却速度导致FeNi36的微观组织粗糙且不均匀,导致其力学性能和热膨胀系数具有明显的各向异性,无法满足高精度性能要求。本研究提出了一种宏微体积流体相场模型来模拟电弧增材制造FeNi36薄壁试样过程中的传热和枝晶生长。仿真结果与实验数据吻合较好。通过仿真结果与实验数据的对比,优化了电弧丝增材制造FeNi36的微观结构,确定了更合适的工艺参数。用这些参数制备的FeNi36试样的力学性能各向异性最小。试样在不同方向和位置的抗拉强度为545 ~ 575 MPa,伸长率为26.8% ~ 30.2%。此外,不同方向样品的热膨胀系数曲线几乎相同,都在2.0 × 10⁻26 K⁻1以下,满足商业FeNi36的要求。
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引用次数: 0
The solidification process and mechanical behavior of the austenitic stainless steel joint-nickel base alloy over-layer based on GTAW-P/SMAW welding temperature field 基于GTAW-P/SMAW焊接温度场的奥氏体不锈钢-镍基合金堆焊层凝固过程及力学行为研究
IF 2.5 4区 材料科学 Q2 METALLURGY & METALLURGICAL ENGINEERING Pub Date : 2025-10-22 DOI: 10.1007/s40194-025-02211-2
Xilong Zhao, Kangming Ren, Ming Zhao

The temperature field of austenitic stainless steel narrow gap girth weld and nickel-based alloy over-layer is carried out respectively. The microstructure solidification, microsegregation, and microhardness are analyzed by SEM, EDS, and OM. The average microhardness of the austenitic stainless steel at RW, FW, and CW is 207 HV, 208 HV, and 207 HV respectively, the average microhardness at the center of RW, FW, and CW is 191 HV, 190 HV, and 194 HV respectively. Austenitic stainless steel, its girth weld CW and nickel-based alloy over-layer 1 (welding speed v: 0.54 mm/s) boundary position FTZ, is prone to ITZ, martensite zone, hot crack, and decarburization layer, and it is easy to form crack source in ITZ tip area. The nickel-based alloy over-layer 1 is mainly composed of the γ phase, and its grain morphology is various. The columnar crystals and equiaxed crystals in different regions are distributed irregularly, crystal cracks, and hot cracks are prone to occur. At the position of over-layer 2 (welding speed v: 0.54 mm/s) in nickel-based alloy over-layer, it is competitive growth of dendritic crystal zone and cellular crystal zone, epitaxial growth of equiaxed crystal zone and cellular crystal zone. Contact growth of cellular crystal zone and cellular crystal zone is occurred.

分别对奥氏体不锈钢窄间隙环焊缝和镍基合金覆层进行了温度场分析。采用SEM、EDS和OM分析了合金的显微组织凝固、显微偏析和显微硬度。奥氏体不锈钢在RW、FW和CW处的平均显微硬度分别为207 HV、208 HV和207 HV, RW、FW和CW中心的平均显微硬度分别为191 HV、190 HV和194 HV。奥氏体不锈钢,其环焊缝CW与镍基合金过层1(焊接速度v: 0.54 mm/s)边界位置FTZ,易形成ITZ区、马氏体区、热裂纹和脱碳层,且在ITZ尖端区域容易形成裂纹源。第1层镍基合金主要由γ相组成,晶粒形貌多样。不同区域的柱状晶体和等轴晶体分布不均匀,易出现晶体裂纹和热裂纹。在镍基合金过层的第2层位置(焊接速度v: 0.54 mm/s),是枝晶区和胞状晶区竞争生长,等轴晶区和胞状晶区外延生长。胞状晶区与胞状晶区发生接触生长。
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引用次数: 0
A new advanced design-modeling-optimization procedure for pulsed metal inert gas welding using hybrid multiple nonlinear neuro-regression and stochastic search methods 基于多元非线性神经回归和随机搜索的脉冲金属惰性气体焊接设计建模优化新方法
IF 2.5 4区 材料科学 Q2 METALLURGY & METALLURGICAL ENGINEERING Pub Date : 2025-10-22 DOI: 10.1007/s40194-025-02182-4
İzlem Bakar Özçiçek, Levent Aydin, Melih Savran

The primary objectives of this study are to propose a modified approach to monitor the strength of weld joints in the pulsed metal inert gas welding (P-MIG) process and give a novel contribution to available literature on model selection criteria. The focus is on achieving high ultimate tensile strength (UTS) by considering various welding parameters such as pulse voltage, background voltage, pulse duration, pulse frequency, wire feed rate, welding speed, and root mean square values of welding current and voltage. The study also examines the effects of these parameters on UTS by developing a mathematical model using a hybrid approach that combines artificial neural networks and regression, referred to as the multiple nonlinear neuro-regression method. Forty-seven different models, including linear, trigonometric, logarithmic, quadratic, and rational forms, are proposed to mathematically define the UTS behavior of mild steel plate. A stability analysis assessed the model’s ability to account for the welding process parameters during the modeling phase. This approach has not previously been employed as a criterion for model selection in prior modeling studies. Furthermore, the study includes modified versions of different optimization methods; differential evaluation, random search, simulated annealing, and the Nelder-Mead algorithm simultaneously. The results indicated that the different algorithms converged on the same design, which corresponds to the UTS of 499 MPa. This represents a 7% increment compared to the value reported in the referenced study. Besides, four algorithms presented seven distinct alternative designs. The proposed neuro-regression methodology is expected to be highly effective in accurately defining complex engineering phenomena.

本研究的主要目的是提出一种改进的方法来监测脉冲金属惰性气体焊接(P-MIG)过程中的焊缝强度,并对现有的模型选择标准文献做出新的贡献。重点是通过考虑各种焊接参数,如脉冲电压、背景电压、脉冲持续时间、脉冲频率、送丝速率、焊接速度以及焊接电流和电压的均方根值,实现高的极限拉伸强度(UTS)。该研究还通过使用结合人工神经网络和回归的混合方法(称为多元非线性神经回归方法)开发数学模型,检查了这些参数对UTS的影响。47种不同的模型,包括线性,三角,对数,二次和有理形式,提出了数学定义低碳钢板的UTS行为。稳定性分析评估了模型在建模阶段考虑焊接工艺参数的能力。在以前的建模研究中,这种方法以前没有被用作模型选择的标准。此外,研究还包括不同优化方法的修正版本;微分评估,随机搜索,模拟退火,和Nelder-Mead算法同时。结果表明,不同算法收敛于同一设计,对应的UTS为499 MPa。与参考研究中报告的值相比,这代表了7%的增量。此外,四种算法提供了七种不同的备选设计。所提出的神经回归方法有望在精确定义复杂工程现象方面非常有效。
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Welding in the World
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