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Study on the Microstructure Evolution Mechanism of Nickel-Titanium Shape Memory Alloy Processed By WEDM-LS 电火花切割- ls加工镍钛形状记忆合金组织演变机理研究
IF 2 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-08-06 DOI: 10.1007/s11665-025-11667-8
Yan Wang, Hongan Tang, Yu Chen, Chuanqi Wang, Yizhang Chen

The microstructure evolution and mechanism of the heat-affected layer of nickel-titanium shape memory alloy (NiTi SMA) during low-speed wire electrical discharge machining (WEDM-LS) are investigated by integrating the finite element method and the cellular automata (CA) method. First, an accurate single-pulse discharge heat source model is established to simulate the distribution of temperature, stress and strain fields on the workpiece surface under different electrical parameters. Then, the dynamic recrystallization (DRX) and thermoelastic martensitic transformation of NiTi SMA during machining are simulated using the CA method. Furthermore, WEDM-LS machining experiments and metallographic analysis are conducted to validate the reliability of the simulation results. The findings reveal that DRX of austenite grains in the heat-affected layer contributes to grain refinement on the workpiece surface. The result shows that increasing the peak current from 8A to 12A enhances the DRX fraction from 9.3% to 20.9% while reducing the average grain size from 47.2 μm to 44.5 μm. In contrast, extending the pulse width from 9 μs to 15 μs decreases the DRX fraction from 9.3% to 6.3% and increases the grain size from 47.2 μm to 48.2 μm, indicating that peak current has a more pronounced effect on DRX than pulse width. Additionally, under the cooling effect of deionized water, when the workpiece surface temperature falls below the martensitic transformation start temperature (M_s), martensitic nucleation and growth occur at the austenite grain boundaries. The proposed prediction model accurately characterizes the influence of machining parameters on microstructural evolution, providing theoretical guidance for optimizing WEDM-LS processing of NiTi SMA.

采用有限元和元胞自动机相结合的方法,研究了镍钛形状记忆合金(NiTi SMA)在低速电火花加工(WEDM-LS)过程中热影响层的微观组织演变及其机理。首先,建立了精确的单脉冲放电热源模型,模拟了不同电参数下工件表面温度场、应力场和应变场的分布;然后,利用CA方法模拟了NiTi SMA在加工过程中的动态再结晶(DRX)和热弹性马氏体相变。通过电火花切割加工实验和金相分析,验证了仿真结果的可靠性。结果表明,热影响层中奥氏体晶粒的DRX有利于工件表面晶粒的细化。结果表明,当峰值电流从8A增加到12A时,DRX分数从9.3%提高到20.9%,平均晶粒尺寸从47.2 μm减小到44.5 μm;当脉冲宽度从9 μs增加到15 μs时,DRX分数从9.3%降低到6.3%,晶粒尺寸从47.2 μm增加到48.2 μm,表明峰值电流对DRX的影响比脉冲宽度更明显。此外,在去离子水的冷却作用下,当工件表面温度低于马氏体转变起始温度(M_s)时,在奥氏体晶界处出现马氏体形核和生长。提出的预测模型准确表征了加工参数对微观组织演变的影响,为优化电火花切割- ls加工NiTi SMA提供了理论指导。
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引用次数: 0
Unravelling of the Microstructural, Thermal, Wear, and Mechanical Characteristics of Functionally Graded Al-Mn-Based Aluminum-Manganese Alloys Processed Through Powder Metallurgy Route 粉末冶金工艺制备功能梯度al - mn基铝锰合金的显微组织、热、磨损和力学特性研究
IF 2 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-08-06 DOI: 10.1007/s11665-025-11689-2
Prabhat Ranjan, Shashi Prakash Dwivedi, Shubham Sharma, Ashutosh Pattanaik, Pankaj Kumar Chauhan, Narayan Agrawal, Rajeev Kumar Gupta, Charu Gaur, Kuldeep Sharma, Yashwant Singh Bisht, Teku Kalyani, Mohamed Abbas, Dražan Kozak, Jasmina Lozanovic

The demand for advanced engineering materials tailored to specific industrial needs has become increasingly critical in today’s manufacturing industries. This necessity has driven the development of functionally graded materials (FGM), which offer unique and highly desirable characteristics compared to conventional materials like steels and cast irons. This study focuses on the creation of Al-Mn FGMs through a combination of powder metallurgy and sintering techniques. The development of Al-Mn FGMs is a noteworthy endeavor, aiming to harness the properties of aluminum (Al) and manganese (Mn) for enhanced material performance. The starting materials, fine Al powder with 99.99% purity and Mn powder with the same level of purity, were meticulously chosen to ensure the desired material quality. The novelty of this research lies in the varying composition of Mn in the multilayered composite, with weight percentages of 60%, 45%, 30%, and 15% in different layers. This approach offers the potential for a material with graded properties, tailored to specific applications. To evaluate the quality and effectiveness of the developed FGM, morphological aspects of each sample were examined through optical microscopy. This analysis helped in understanding the microstructure and layer-by-layer variations. Further, the study involved the calculation of critical properties such as layer wise density, thermal conductivity, and specific heat. The characteristic composition gradient, ranging from 15 to 60% Mn, was made possible by stacking alternating layers of Al and Mn powders. Microscopic analysis revealed the successful formation of intermetallic phases and a well-defined layered structure. The high thermal conductivity of layer 1 (233.12 W/mK) and the density of layer 6 (7403.5 kg/m3) were particularly notable. These findings confirmed that Al-Mn FGMs are promising materials for engineering applications as evidenced by the significant variations in mechanical and thermal characteristics across the graded-layers.

在当今的制造业中,针对特定工业需求量身定制的先进工程材料的需求变得越来越重要。这种需求推动了功能梯度材料(FGM)的发展,与钢和铸铁等传统材料相比,FGM提供了独特且非常理想的特性。本研究的重点是通过粉末冶金和烧结技术的结合来创建Al-Mn fgm。Al-Mn fgm的发展是一项值得注意的努力,旨在利用铝(Al)和锰(Mn)的特性来增强材料的性能。为了保证所需的材料质量,我们精心选择了纯度为99.99%的细铝粉和纯度相同的锰粉作为原料。本研究的新颖之处在于多层复合材料中Mn的组成不同,不同层中Mn的重量百分比分别为60%、45%、30%和15%。这种方法提供了一种具有分级性能的材料的潜力,适合于特定的应用。为了评估开发的女性生殖器切割的质量和有效性,通过光学显微镜检查了每个样品的形态学方面。这种分析有助于理解微观结构和层间变化。此外,该研究还涉及了关键性能的计算,如层密度、导热系数和比热。通过交替堆叠Al和Mn粉末层,可以获得15 - 60% Mn的特征组成梯度。显微分析显示成功形成了金属间相和明确的层状结构。第一层的高导热系数(233.12 W/mK)和第六层的密度(7403.5 kg/m3)尤为显著。这些发现证实了Al-Mn fgm是一种很有希望用于工程应用的材料,因为在渐变层中机械和热特性的显著变化证明了这一点。
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引用次数: 0
The Effect of Undercooled Austenite Cooling Rate on the Wear Performance of Carbide-Free Bainitic Steel 过冷奥氏体冷却速率对无碳化物贝氏体钢磨损性能的影响
IF 2 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-08-06 DOI: 10.1007/s11665-025-11704-6
Yu Zhang, Ruoxian Yang, Xiaoyan Long, Dongyun Sun, Fucheng Zhang, Zhinan Yang, Yanguo Li

At present, the application of ultra-thick super-bainitic steel has attracted wide attention. In this paper, the effect of undercooled austenite cooling rate on the microstructure and wear properties of bainitic steel was investigated by scanning electron microscopy, transmission electron microscopy, electron backscatter diffraction, and x-ray diffraction using medium carbon carbide-free bainitic steel as the research object. The results show that the samples with faster cooling rates have lower wear loss and better wear properties. A deformation zone exists in the subsurface, and the greater the cooling rate, the smaller the thickness of the deformation zone. A significant retained austenite transformation was observed in the deformed layer.

目前,超厚超贝氏体钢的应用受到了广泛的关注。本文以中碳无碳化贝氏体钢为研究对象,采用扫描电镜、透射电镜、电子背散射衍射和x射线衍射等手段,研究了过冷奥氏体冷却速率对贝氏体钢显微组织和磨损性能的影响。结果表明,冷却速度越快,试样的磨损损失越小,磨损性能越好。地下存在变形区,且冷却速率越大,变形区厚度越小。在变形层中观察到明显的残余奥氏体相变。
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引用次数: 0
Stability of Polymer Materials in Reinforced Thermoplastic Pipe after Actual Service in Oil Transportation System 增强热塑性管道中高分子材料在石油输送系统中实际使用后的稳定性
IF 2 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-08-05 DOI: 10.1007/s11665-025-11423-y
Lushi Kong, Houbu Li, Guanquan Qi, Nan Ding, Bin Wei, Wenfeng Zhu, Zhao Zhang, Yanan Tang

Reinforced thermoplastic pipes (RTPs) are extensively utilized in oil and gas transportation systems. The stability of the polymer structure and performance during service is critical to ensuring the safe operation of the pipes. In this study, visual inspection, thermogravimetric analysis, tensile testing, Vicat softening temperature measurements, pressure testing, differential scanning calorimetry, x-ray diffraction, and gel permeation chromatography were employed to evaluate the structural and performance stability of polymers in RTP after actual service. After four years in operation, the hardness and VST of the liner pipe decreased by 17.0% and 4.2%, respectively. Mechanical properties, including elongation at break, yield strength, and modulus, declined by 50.1%, 12.1%, and 41.2%, respectively, indicating a reduction in both stiffness and toughness. The performance degradation is primarily attributed to swelling initiated by the transported medium, leading to a noticeable reduction in crystallinity (19.3%) and orientation (26.1%) in the liner pipe. The swelling had a minimal effect on the condensed state structure of the polyester fibers, preserving their crystallinity and orientation, which resulted in only minor degradation of the tensile strength of the reinforcement fibers. The outer protective layer, which had little to no contact with the transport medium, maintained its structural integrity and performance over time. For oil transmission conditions, the liner material should be made of polymer materials with strong molecular structure polarity, strong intermolecular forces or cross-linked structure, in order to reduce the effect of medium swelling on the mechanical properties of the lining material.

增强热塑性管道(rtp)广泛应用于石油和天然气输送系统。在使用过程中,聚合物结构和性能的稳定性是保证管道安全运行的关键。本研究采用目测、热重分析、拉伸测试、维卡软化温度测量、压力测试、差示扫描量热法、x射线衍射、凝胶渗透色谱等方法对RTP中聚合物在实际使用后的结构和性能稳定性进行了评价。经过4年的使用,尾管的硬度和VST分别下降了17.0%和4.2%。力学性能,包括断裂伸长率、屈服强度和模量,分别下降了50.1%、12.1%和41.2%,表明刚度和韧性都降低了。性能下降主要是由于输送介质引起的膨胀,导致衬管的结晶度(19.3%)和取向(26.1%)明显降低。膨胀对聚酯纤维的凝聚态结构影响很小,保留了其结晶度和取向,这只导致增强纤维的抗拉强度轻微下降。外层保护层与输送介质几乎没有接触,随着时间的推移保持其结构完整性和性能。对于输油条件,衬里材料应选用分子结构极性强、分子间力强或交联结构的高分子材料,以减少介质膨胀对衬里材料力学性能的影响。
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引用次数: 0
Effects of Sealing Treatment on the Reflectivity and Corrosion Behavior of Anodized Aluminum in Artificial Sweat 密封处理对阳极氧化铝在人工汗液中的反射率和腐蚀行为的影响
IF 2 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-08-04 DOI: 10.1007/s11665-025-11688-3
Dong Han, Liman Chen, Haixia Jiang, Wenjuan Zhang, Guangrui Gao

A bright anodic oxide layer with (NH4)2TiF6 and polysilazane sealing was fabricated to improve the sweat corrosion resistance of 7075 aluminum alloy. The effects of sealing treatment on the reflectivity and corrosion behavior of anodic aluminum oxide were investigated by artificial sweat corrosion test and electrochemical measurement. The surface reflectivity of the one-step sealed sample with (NH4)2TiF6 was slightly increased by the precipitation of the γ-AlOOH, the titanium dioxide and titanium hydroxide which weaken reflections of light in the pores. The uniform and flat surface of the two-step sealed sample with (NH4)2TiF6 and polysilazane reduced the light scattering, which improved the surface reflectivity. After 48 h of artificial sweat corrosion, the surface of two-step sealing sample did not change color and corrode, and the surface reflectivity did not decrease significantly. The significant enhancement in sweat corrosion property of bright anodized aluminum after the two-step sealing treatment was mainly due to the volume expansion effect of γ-AlOOH, the deposition effect of the reaction products (titanium dioxide and titanium hydroxide) and the barrier property of polysilazane, which led to the densification of the sealed anodic oxide layer.

为提高7075铝合金的耐汗腐蚀性能,制备了一种以(NH4)2TiF6和聚硅氮烷密封的光亮阳极氧化层。通过人工汗液腐蚀试验和电化学测试,研究了密封处理对阳极氧化铝反射率和腐蚀行为的影响。γ-AlOOH、二氧化钛和氢氧化钛的析出,减弱了孔隙中光的反射,使得(NH4)2TiF6一步密封样品的表面反射率略有提高。采用(NH4)2TiF6和聚硅氮烷制备的两步密封样品表面均匀平坦,减少了光散射,提高了表面反射率。经过48 h的人工汗液腐蚀后,两步密封试样表面没有变色和腐蚀,表面反射率也没有明显下降。两步密封处理后光亮阳极氧化铝的汗液腐蚀性能显著增强,主要是由于γ-AlOOH的体积膨胀效应、反应产物(二氧化钛和氢氧化钛)的沉积效应以及聚硅氮烷的阻隔性能,导致密封阳极氧化层致密化。
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引用次数: 0
Heat Treatment-Induced Pore Migration and Conductivity Evolution in Additively Manufactured Copper 增材制造铜中热处理诱导的孔隙迁移和电导率演化
IF 2 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-08-04 DOI: 10.1007/s11665-025-11683-8
Wondayehu Yeshewas Alemu, Guang-Jie Huang, Chia-Wei Tseng, Kuo-Chi Chiu, Shufeng Yang, Jhewn-Kuang Chen

This study examines the impact of heat treatment on the microstructure, pore distribution, and electrical and thermal properties of pure copper prepared by selective laser melting (SLM). SLM copper was subjected to various heat treatment temperatures ranging from 200 to 1000 °C. The findings reveal that increasing heat treatment temperatures result in relative density decreasing from 99.8% in the as-built state to 99.4% due to small increase in porosity. Heat treatments in the range of 200 to 400 °C lead to recovery in microstructure reducing low angle boundaries among grains. The electrical conductivity improves from 90.26 to 92.8% IACS, and thermal conductivity increases from 374 to 389 W/m·K along the building directions after treatment at 400 °C. This work uniquely demonstrates the anisotropic thermal expansion behavior of SLM copper and reveals the role of high-temperature pore migration in causing a sharp decline in thermal conductivity at temperatures above 800 °C. Additionally, a detailed correlation is established between recrystallization, the formation of high-angle grain boundaries, and the enhancement of electrical conductivity. By annealing at temperatures above 600 °C, recrystallization and the formation of high-angle grain boundaries lead to the diffusion of pores to grain boundaries, increasing coefficient of thermal expansion. Pores migrating to grain boundaries result in the dropping of thermal conductivity to 342 W/m·K, while electrical conductivity increases to 99.8%% IACS due to a decrease in dislocation density and grain boundaries. The slight increase in pores results in adverse effect on thermal conductivity in annealing after overly high temperature treatments. Thermal expansion resulting from redistribution of pores further leads to change in the dimension of SLM Cu parts. These results indicate that heat treatment can markedly alter the properties of SLM-manufactured copper compared to traditionally fabricated copper. This study provides in-depth observations on dimensional stability and physical properties of the additive manufactured pure copper for industrial applications.

本研究考察了热处理对选择性激光熔化(SLM)制备的纯铜的微观结构、孔隙分布、电学和热性能的影响。SLM铜的热处理温度从200℃到1000℃不等。结果表明,随着热处理温度的升高,由于孔隙率的小幅增加,相对密度从成型状态的99.8%下降到99.4%。在200 ~ 400℃范围内的热处理导致微观组织的恢复,减少了晶粒之间的低角度边界。经400℃处理后,电导率从90.26 IACS提高到92.8% IACS,沿建筑方向导热系数从374 W/m·K提高到389 W/m·K。这项工作独特地证明了SLM铜的各向异性热膨胀行为,并揭示了高温孔隙迁移在800°C以上温度下导致导热系数急剧下降的作用。此外,在再结晶、高角度晶界的形成和电导率的增强之间建立了详细的相关性。在600℃以上退火时,再结晶和高角度晶界的形成导致气孔向晶界扩散,热膨胀系数增大。孔隙向晶界迁移导致导热系数降至342 W/m·K,而由于位错密度和晶界的减小,电导率提高到99.8% IACS。过高温度处理后,孔隙的轻微增加会对退火时的导热性能产生不利影响。由气孔重新分布引起的热膨胀进一步导致了SLM Cu零件尺寸的变化。这些结果表明,与传统方法制备的铜相比,热处理可以显著改变slm制备的铜的性能。本研究对工业用添加剂纯铜的尺寸稳定性和物理性能进行了深入的观察。
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引用次数: 0
Strain Rate and Temperature Dependence of Mechanical Properties and Failure Behavior of AA7075-T651 AA7075-T651合金力学性能和失效行为的应变速率和温度依赖关系
IF 2 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-08-04 DOI: 10.1007/s11665-025-11679-4
Suneel Choudhary, Ved Prakash Sharma, G. A. Harmain

In this study, the tensile and fracture behavior of AA7075-T651 was investigated under different temperatures (room temperature to 300 °C) and strain rates (10−1 to 10−4 s−1). Tensile tests were done to obtain the ultimate tensile strength, yield strength, modulus of elasticity, % elongation, strain to failure, and plastic anisotropy ratio (r-value). The strain rate sensitivity of the alloy was also investigated. The fractographic study on the fracture surfaces of the tested samples was done using FESEM and optical microscopy to analyze the fracture behavior. It was found that with an increase in temperature, there was a gradual decrease in yield and ultimate strength values, while % elongation increases, and this effect became more pronounced at higher temperatures. It was observed that with a decrease in strain rate, the yield and ultimate strength values decrease while % elongation increases. The strain rate sensitivity reveals that the material exhibits increased sensitivity at higher temperatures. The Johnson Cook model was used to predict the stress–strain response, and it was found that the model fit showed good agreement with test conditions, validating its applicability for predicting the flow behavior of AA7075-T651. A difference in fracture mode was noticed for different strain rates in fractographic studies. At room temperatures, the brittle failure behavior of the alloy was more dominant, while at higher temperatures, a completely ductile fracture was observed.

研究了AA7075-T651在不同温度(室温~ 300℃)和应变速率(10−1 ~ 10−4 s−1)下的拉伸和断裂行为。拉伸试验获得了极限抗拉强度、屈服强度、弹性模量、伸长率、破坏应变比和塑性各向异性比(r值)。研究了该合金的应变速率敏感性。利用FESEM和光学显微镜对试样断口进行了断口形貌分析,分析了试样的断裂行为。结果表明,随着温度的升高,屈服强度和极限强度逐渐降低,伸长率逐渐升高,且温度越高,这种影响越明显。结果表明,随着应变速率的降低,屈服强度和极限强度降低,伸长率增加。应变率灵敏度表明材料在较高温度下表现出更高的灵敏度。采用Johnson Cook模型对AA7075-T651的应力应变响应进行预测,发现模型拟合与试验条件吻合较好,验证了该模型对AA7075-T651流变行为预测的适用性。在断口学研究中注意到不同应变速率下断裂模式的差异。在室温下,合金的脆性破坏行为更为明显,而在高温下,合金的断裂表现为完全韧性断裂。
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引用次数: 0
Post-tempering Microstructure and Properties of Cr4Mo4V Bearing Steel Subjected to Deep Cryogenic and Pulsed Magnetic Field Treatment 深低温和脉冲磁场处理Cr4Mo4V轴承钢回火后组织与性能
IF 2 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-08-04 DOI: 10.1007/s11665-025-11629-0
Zheng Li, Kejian Li, Chengkai Qian, Wen Ji, Zhipeng Cai, Zhipeng Li, Qu Liu

After the combined treatment of pulsed magnetic field and deep cryogenic conditions (MDC), the microstructure and property evolution of Cr4Mo4V bearing steel following additional tempering treatment (MDCT) was investigated, and compared with samples that were treated only with deep cryogenic conditions (DC) followed by tempering (DCT). The results showed that the retained austenite content in DCT samples decreased from 23.6 ± 0.7% to 13.6 ± 0.5%, whereas the MDCT samples exhibited a decrease in retained austenite content from 23.3 ± 0.4% to 15.4 ± 1.1%. In MDCT samples, the stabilization of retained austenite correlated with the change in saturation magnetization and the reduction of carbide precipitation. Furthermore, electron backscatter diffraction (EBSD) analysis revealed that although the phase transformation in MDCT samples was somewhat hindered, leading to a higher proportion of low-angle grain boundaries, the dislocation density in MDCT samples (1.14 × 1015 m-2) decreased compared to DCT samples (1.26 × 1015 m-2). The microstructural evolution during the deep cryogenic treatment and tempering process indicated that the magnetic field hindered the formation of carbon clusters under deep cryogenic conditions, delayed the precipitation of carbides during tempering and influenced the decomposition of retained austenite. In terms of mechanical properties, compared to the yield strength of 1636 MPa for DCT samples, the MDCT samples decreased to 1587 MPa. The theoretical calculations of strength matched well with the actual results, and the decline in strength of MDCT specimens was ascribed to impeded austenite transformation, diminished dislocation density and reduced precipitation of fine carbides.

研究了脉冲磁场和深冷条件(MDC)联合处理后的Cr4Mo4V轴承钢经额外回火处理(MDCT)后的组织和性能演变,并与仅经深冷条件(DC)后回火处理(DCT)的样品进行了比较。结果表明,DCT样品的残余奥氏体含量从23.6±0.7%下降到13.6±0.5%,MDCT样品的残余奥氏体含量从23.3±0.4%下降到15.4±1.1%。在MDCT样品中,残余奥氏体的稳定与饱和磁化强度的变化和碳化物析出的减少有关。电子背散射衍射(EBSD)分析表明,虽然MDCT样品的相变受到一定阻碍,导致低角度晶界比例增加,但MDCT样品的位错密度(1.14 × 1015 m-2)比DCT样品(1.26 × 1015 m-2)有所降低。深冷处理和回火过程的显微组织演化表明,磁场抑制了深冷条件下碳团簇的形成,延缓了回火过程中碳化物的析出,影响了残余奥氏体的分解。力学性能方面,与DCT试样的屈服强度1636 MPa相比,MDCT试样的屈服强度下降到1587 MPa。理论强度计算与实际结果吻合较好,MDCT试样强度下降主要是由于奥氏体相变受阻、位错密度降低和细小碳化物析出减少所致。
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引用次数: 0
Machine Learning-Based Data Prediction in Friction Stir Spot Welding for AA2018-H2 and C10200 on Fracture Load and Ductility 基于机器学习的AA2018-H2和C10200搅拌摩擦点焊断裂载荷和延性数据预测
IF 2 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-08-04 DOI: 10.1007/s11665-025-11673-w
Suprim Sardar, Sutanu Misra, Partha Pratim Dey

Investigating ductility and fracture load is crucial for enhancing the performance of joined materials. Different machine learning models, namely XGBoost, Decision Tree, Random Forest, Linear Regression, and support vector machine, have been utilized to investigate the friction stir spot welding (FSSW) process performances of AA2018-H2 and C10200 bi-metallic joints. Depending on the design of the experiment outlines, the experimental process was executed considering three key parameters: rotational speed (1500–2100 rpm), plunge depth (0.1–0.3 mm), and dwelling time (2–6 S). The regression equations created the correlations between FSSW controlling parameters with the fracture load and elongation. The significant results have been observed in the XGBoost model, with the coefficient of determination (R2) for fracture load at 0.9762, elongation at 0.2965, and mean squared error for fracture load at 7750.23 (N2), while elongation is at 0.0227 (sq.%) following the optimization. The FE-SEM fractographs simultaneously revealed dimple structures, which confirmed the occurrence of ductile fracture in the nugget area of the welded zone, across all specimens. The maximum fracture load and the corresponding elongation have been obtained as 4125 N and 1.2%, respectively, in the set of 1500 rpm, 0.2 mm, 6 s. This attempt highlights the importance of a methodological approach in addressing the direct control of the FSSW industrial challenges.

研究塑性和断裂载荷对提高连接材料的性能至关重要。采用XGBoost、决策树、随机森林、线性回归和支持向量机等不同的机器学习模型,对AA2018-H2和C10200双金属焊接头搅拌摩擦点焊(FSSW)工艺性能进行了研究。根据实验大纲的设计,实验过程考虑了三个关键参数:转速(1500-2100 rpm)、入水深度(0.1-0.3 mm)和停留时间(2-6 S)。回归方程建立了FSSW控制参数与断裂载荷和伸长率之间的相关关系。在XGBoost模型中观察到显著的结果,断裂载荷的决定系数(R2)为0.9762,伸长率为0.2965,断裂载荷的均方差为7750.23 (N2),而优化后的伸长率为0.0227 (sq.%)。FE-SEM断口形貌同时显示了韧窝组织,证实了焊接区核块区域出现了韧性断裂。在1500转/分、0.2 mm、6 s下,最大断裂载荷为4125 N,伸长率为1.2%。这一尝试突出了方法方法在解决FSSW工业挑战的直接控制中的重要性。
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引用次数: 0
Isotropic Superfinishing Effects on the Surface Integrity of Ground Gears 各向同性超精加工对磨削齿轮表面完整性的影响
IF 2 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-08-04 DOI: 10.1007/s11665-025-11644-1
Gilberto Martins de Oliveira Gomes, Ronnie Rodrigo Rego, André Luiz Rocha D’Oliveira, Angelo Alves Carvalho, Antonio Gallinucci

Energy transition has brought tighter requirements to high-performance gears, especially the demand for increased power density. Usually applied after grinding, isotropic superfinishing stands for a solution to reduce flank roughness and consequently the contact stresses. The objective of this study is comprehending how the residual stresses induced by the grinding process influence the superfinished surface integrity. Specimens were pointedly ground to induce distinct residual stress states in terms of maximum intensity, surface heterogeneity, and in-depth profile. They were then subjected to isotropic superfinishing in a single condition. The investigation showed that, after the isotropic superfinishing, the ground residual stress state is preserved. The results of both intensity and heterogeneity of residual stresses demonstrate that the superfinished surface is strongly influenced by the previous manufacturing stage, to which the proposed mechanism of interaction is verified.

能源转型对高性能齿轮提出了更严格的要求,特别是对提高功率密度的需求。通常应用于磨削后,各向同性超精加工代表一种解决方案,以减少表面粗糙度,从而减少接触应力。本研究的目的是了解磨削过程中产生的残余应力如何影响超精加工表面的完整性。在最大强度、表面非均质性和深度剖面方面,有针对性地磨削试样以诱导不同的残余应力状态。然后在单一条件下进行各向同性超精加工。研究表明,各向同性超精加工后,地面残余应力状态保持不变。残余应力强度和非均匀性结果表明,超精加工表面受到前一加工阶段的强烈影响,从而验证了所提出的相互作用机制。
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引用次数: 0
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Journal of Materials Engineering and Performance
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