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Achieving superior mechanical and corrosion properties in medium-thickness Ti-6Al-4 V alloy joints by back heating assisted friction stir welding below β-phase transformation temperature 通过低于 β 相变温度的背热辅助搅拌摩擦焊,实现中等厚度 Ti-6Al-4 V 合金接头的优异机械性能和腐蚀性能
IF 4.8 2区 材料科学 Q1 MATERIALS SCIENCE, CHARACTERIZATION & TESTING Pub Date : 2024-09-16 DOI: 10.1016/j.matchar.2024.114391
The equiaxed microstructure formed below the β-phase transition point of Ti alloys generally exhibits an excellent balance of mechanical properties and corrosion resistance. However, this desirable microstructure is impossible to be obtained in fusion welded joints but is prospective to be achieved by the solid-state friction stir welding (FSW) technique. Unfortunately, it generally generates bottom defects and severe tool wear in medium-thickness Ti alloy joints when conventional FSW was conducted below the β-phase transition point. In this study, 6 mm thick Ti-6Al-4 V plates were joined by both the conventional FSW and back heating assisted FSW (BHAFSW). Defects caused by significant tool wear and bottom phase transition differences occurred in the conventional FSW. It was found that the hardness difference between the base material (BM) and the tool increased to 35.6 % from 500 °C to 900 °C. The back heating (150 °C) was used to control welding temperatures remaining the 900 °C, thus largely reducing the tool wear by increasing the hardness difference. In addition, the back temperature compensation increased the bottom temperature and controlled the phase transition position from the bottom to the middle of the joint. The shoulder pressure contributed to the compression of the defects, and the defects were eliminated by increasing the pressure at the phase transition position. A significantly refined equiaxed microstructure with an average grain size of ∼0.9 μm was achieved below the β-phase transition temperature in the stir zone via back heating assisted FSW, while a bimodal structure with an average grain size of 3.5 μm was formed near the β-phase transition temperature. Inconspicuous reduction of the strength was detected for the joints (98 % of the BM) which possess equiaxed microstructures, and the corrosion resistance of the joints was enhanced compared to the BM. This superior synergy of mechanical and corrosion properties exceeded the majority of Ti alloy joints previously reported. This study provided an effective method for obtaining medium-thickness Ti alloy joints with ultrafine equiaxial structures with superior mechanical properties and corrosion resistance.
在钛合金的β相转变点以下形成的等轴微观结构通常在机械性能和耐腐蚀性能方面表现出极佳的平衡。然而,这种理想的微观结构不可能在熔融焊接接头中获得,但有望通过固态搅拌摩擦焊(FSW)技术实现。遗憾的是,在β相转变点以下进行传统的 FSW 时,中等厚度的钛合金接头通常会产生底部缺陷和严重的工具磨损。在这项研究中,6 毫米厚的 Ti-6Al-4 V 板通过传统的 FSW 和背加热辅助 FSW(BHAFSW)进行了连接。在传统的 FSW 过程中,出现了明显的工具磨损和底部相变差异造成的缺陷。研究发现,从 500 ℃ 到 900 ℃,母材 (BM) 和工具之间的硬度差增加到 35.6%。利用背温(150 °C)将焊接温度控制在 900 °C以下,从而通过增加硬度差在很大程度上减少了工具磨损。此外,背面温度补偿提高了底部温度,控制了相变位置从接头底部到中部的转变。肩部压力造成了缺陷的压缩,通过增加相变位置的压力,缺陷得以消除。通过背热辅助 FSW,在搅拌区的β相变温度以下形成了平均晶粒大小在 0.9 μm 以下的细化等轴晶微观结构,而在β相变温度附近形成了平均晶粒大小为 3.5 μm 的双峰结构。与 BM 相比,具有等轴晶微结构的接头(占 BM 的 98%)的强度明显降低,接头的耐腐蚀性能也有所增强。这种机械性能和耐腐蚀性能的卓越协同作用超过了之前报道的大多数钛合金接头。这项研究为获得具有超细等轴结构的中等厚度钛合金接头提供了一种有效的方法,这种接头具有优异的机械性能和耐腐蚀性能。
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引用次数: 0
High-temperature tensile rupture property of (Nb,W) co-alloying TiAl-based alloys 钛铝基(Nb,W)共合金的高温拉伸断裂特性
IF 4.8 2区 材料科学 Q1 MATERIALS SCIENCE, CHARACTERIZATION & TESTING Pub Date : 2024-09-16 DOI: 10.1016/j.matchar.2024.114373

In order to explore whether (Nb,W) co-alloying TiAl-based alloys with relatively higher W addition have better high-temperature tensile rupture property, Ti-44Al-4Nb-1 W-0.1B alloy is designed and prepared. Ti-44Al-8Nb-0.1B alloy and Ti-44Al-7.2Nb-0.2 W-0.1B alloy are also prepared for comparative study. The rupture property testing is carried out at 800 °C and different tensile stresses. The property data, macro/microstructure evolution, fracture surface, W content, crack failure behaviors are studied. The results show that the (Nb,W) co-alloying alloys have better rupture property than the pure Nb alloying alloy. For the (Nb,W) co-alloying alloys, the higher W contained Ti-44Al-4Nb-1 W-0.1B alloy has the better property under lower tensile stress, and the lower W contained Ti-44Al-7.2Nb-0.2 W-0.1B alloy has the better property under higher tensile stress. The relationships of rupture life t and stress σ for the three alloys are given. All the three alloys have a coupling fracture mode of ductile fracture and brittle fracture. The ductile fracture exhibits the typical dimple characteristics. The brittle fracture exhibits the typical trans-granular cleavage, river-like pattern and trans-lamella fracture characteristics. The higher the stress, the more brittle fracture characteristics there are. After rupture property testing, the (α2 + γ) lamella colony sizes of the three alloys all decrease, indicating that DRX and grain boundary slip occur not only along (α2 + γ) lamella colony boundary, but also inside it. The colony boundary regions have the stress concentration, where the B2 phase produces the better buffering and coordination, and as well as the dislocation tangles, DRX and grain boundary slip can be found by EBSD and TEM. EPMA results show that the more W added in the alloy, the more W content is in the (α2 + γ) lamella matrix, which is beneficial for the rupture property. However, more W addition will also lead to the formation of more B2 phase in the initial as-cast microstructure. So that, under higher tensile stress, when the stress intensity factor K is higher, the crack failure is more likely to occur.

为了探索添加相对较多 W 的(Nb,W)共合金 TiAl 基合金是否具有更好的高温拉伸断裂性能,设计并制备了 Ti-44Al-4Nb-1 W-0.1B 合金。此外,还制备了 Ti-44Al-8Nb-0.1B 合金和 Ti-44Al-7.2Nb-0.2 W-0.1B 合金进行对比研究。断裂性能测试在 800 °C 和不同拉伸应力下进行。对性能数据、宏观/微观结构演变、断裂面、W 含量、裂纹破坏行为进行了研究。结果表明,与纯铌合金相比,(Nb,W)共合金具有更好的断裂性能。对于(Nb,W)共合金,含 W 量较高的 Ti-44Al-4Nb-1 W-0.1B 合金在较低拉伸应力下具有更好的性能,而含 W 量较低的 Ti-44Al-7.2Nb-0.2 W-0.1B 合金在较高拉伸应力下具有更好的性能。给出了三种合金的断裂寿命 t 和应力 σ 的关系。三种合金都具有韧性断裂和脆性断裂的耦合断裂模式。韧性断裂表现出典型的凹陷特征。脆性断裂表现出典型的跨晶格劈裂、河流状纹路和跨拉美拉尼亚断裂特征。应力越大,脆性断裂特征越明显。经过断裂性能测试后,三种合金的(α2 + γ)薄片聚落尺寸均有所减小,这表明 DRX 和晶界滑移不仅发生在(α2 + γ)薄片聚落边界沿线,也发生在其内部。集束边界区域应力集中,B2 相在此区域产生了较好的缓冲和协调作用,而且通过 EBSD 和 TEM 可以发现位错缠结、DRX 和晶界滑移。EPMA 结果表明,合金中添加的 W 越多,(α2 + γ) 层状基体中的 W 含量就越高,这对断裂性能有利。然而,更多的 W 添加量也会导致铸件初始微观结构中形成更多的 B2 相。因此,在较高的拉伸应力下,当应力强度因子 K 较高时,更容易出现裂纹破坏。
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引用次数: 0
Evaluation of friction and wear depth during the cyclic loading on partly melted LPBF particles of LPBF Cu alloy 评估部分熔化的 LPBF 铜合金颗粒在循环加载过程中的摩擦和磨损深度
IF 4.8 2区 材料科学 Q1 MATERIALS SCIENCE, CHARACTERIZATION & TESTING Pub Date : 2024-09-16 DOI: 10.1016/j.matchar.2024.114386

In this work, the resistance against nanoindentation of the Laser Powder Bed Fusion (LPBF) CuCrZr alloy specimen was studied at the ramp load of 2000–3000 μN on 100 points. It was found that the triangular shape indentation cavity and the pile-up material increased along the diagonal direction. The LPBF CuCrZr alloy contained few partly melted LPBF particles which have three different structures namely columnar, cellular and equiaxed. The nanowear test was conducted on the above three structures. The tribological property of partly melted LPBF particles was analyzed at 2000 μN cyclic load. The wear depth in the partly melted LPBF particles at the columnar structure for cycle-1, cycle-2 and cycle-3 were 836 nm, 918 nm and 980 nm, respectively. The wear depth in the partly melted LPBF particles at the cellular structure for cycle-1, cycle-2 and cycle-3 were 650 nm, 780 nm and 810 nm, respectively. The wear depth in the partly melted LPBF particles at the equiaxed structure for cycle-1, cycle-2 and cycle-3 were 650 nm, 720 nm and 780 nm, respectively. The obtained outcomes were correlated with the tribological behavior of non-defective part. The non-defective part exhibited higher wear resistance than the partly melted LPBF particles. The percentage increase in wear resistance at the columnar non-defective part over partly melted LPBF particles for cycle-1, cycle-2 and cycle-3 were 22.24 %, 20.5 % and 20.4 %, respectively. Similarly, the cellular and equiaxed non-defective parts have higher wear resistance when compared to the partly melted LPBF particles. Moreover, the decrease in Coefficient of friction was observed from one cycle to the next cycle both in the partly melted LPBF particles and non-defective part in all three structures.

本文研究了激光粉末床熔化(LPBF)CuCrZr 合金试样在 2000-3000 μN 的斜坡载荷下对 100 个点的纳米压痕阻力。结果发现,三角形压痕腔和堆积材料沿对角线方向增加。LPBF CuCrZr 合金中含有少量部分熔化的 LPBF 粒子,这些粒子具有三种不同的结构,即柱状、蜂窝状和等轴状。对上述三种结构进行了纳米磨损测试。分析了部分熔化的 LPBF 颗粒在 2000 μN 循环载荷下的摩擦学特性。在循环-1、循环-2和循环-3中,部分熔化的LPBF颗粒在柱状结构处的磨损深度分别为836 nm、918 nm和980 nm。在周期-1、周期-2 和周期-3 中,部分熔化的 LPBF 颗粒在蜂窝结构处的磨损深度分别为 650 nm、780 nm 和 810 nm。在循环-1、循环-2 和循环-3 中,部分熔化的 LPBF 粒子在等轴结构上的磨损深度分别为 650 nm、720 nm 和 780 nm。所得结果与非缺陷部件的摩擦学行为相关。与部分熔化的 LPBF 颗粒相比,无缺陷部件表现出更高的耐磨性。在循环-1、循环-2 和循环-3 中,柱状无缺陷部件的耐磨性比部分熔化的 LPBF 颗粒的耐磨性分别增加了 22.24%、20.5% 和 20.4%。同样,与部分熔化的 LPBF 颗粒相比,蜂窝状和等轴状无缺陷部件具有更高的耐磨性。此外,在所有三种结构中,部分熔化的 LPBF 颗粒和无缺陷部件的摩擦系数从一个周期到下一个周期都有所下降。
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引用次数: 0
Role of nanostructured surface layers in enhancing pure titanium diffusion bonding above their destabilization temperatures 纳米结构表层在提高纯钛扩散键失稳温度方面的作用
IF 4.8 2区 材料科学 Q1 MATERIALS SCIENCE, CHARACTERIZATION & TESTING Pub Date : 2024-09-15 DOI: 10.1016/j.matchar.2024.114383
The benefits of the nanostructured materials are believed to be probably absent if they are used at high temperatures. In this study, enhanced diffusion bonding of pure Ti was investigated by introducing a nanostructured surface layer through the surface mechanical attrition treatment (SMAT) technique. Complete recrystallization and remarkable grain growth have taken place in the original nanostructured surface layer due to the diffusion bonding conditions far beyond the nanostructured Ti destabilization temperatures. However, they still played a significant role in enhancing the Ti/Ti interfacial bonding. The consistency analysis of relative grain boundary energy, relaxation time, and microstrain reveals that although the original nanocrystalline has disappeared, the newly formed grain boundaries (GBs) during recrystallization probably inherit part of non-equilibrium state of the corresponding GBs in the as-SMATed surface layer, where the atomic diffusivity may increase greatly compared to the general relaxed GBs in their coarse-grained polycrystalline counterparts. The presence of these high-energy non-equilibrium GBs retains ultrafast atomic diffusion paths, leading to a diffusion bonding temperature of at least 100 °C lower than the traditional approach. The joint achieved at a low temperature of 750 °C exhibited a shear strength approximately 2 times higher than that prepared using raw substrates.
人们认为,如果在高温下使用纳米结构材料,其优点可能会丧失殆尽。在本研究中,通过表面机械研磨处理(SMAT)技术引入纳米结构表层,研究了纯钛的增强扩散结合。由于扩散结合条件远远超过了纳米结构钛的失稳温度,原始纳米结构表层发生了完全再结晶和显著的晶粒生长。然而,它们在增强钛/钛界面结合方面仍然发挥了重要作用。相对晶界能量、弛豫时间和微应变的一致性分析表明,虽然原始纳米晶已经消失,但再结晶过程中新形成的晶界(GBs)可能继承了 As-SMATed 表层中相应 GBs 的部分非平衡状态,与粗晶粒多晶对应物中的一般弛豫 GBs 相比,这里的原子扩散性可能大大增加。这些高能非平衡 GB 的存在保留了超快原子扩散路径,从而使扩散接合温度比传统方法至少低 100 °C。在 750 °C 的低温下获得的接合点的剪切强度比使用未加工基底制备的接合点高出约 2 倍。
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引用次数: 0
Explore the corrosion behavior of Al-Mg-Si-Cu alloy with various microstructure characteristics through controlling Zener-Hollomon parameter 通过控制齐纳-霍洛蒙参数探索具有不同微观结构特征的铝镁硅铜合金的腐蚀行为
IF 4.8 2区 材料科学 Q1 MATERIALS SCIENCE, CHARACTERIZATION & TESTING Pub Date : 2024-09-15 DOI: 10.1016/j.matchar.2024.114390

In this work, the microstructure characteristics of Al-Mg-Si-Cu alloy were investigated under various hot deformation Zener-Hollomon parameters. Intergranular and electrochemical corrosion behaviors of solid solution-aged samples with lnZ values of 19.3 to 31.5 were analyzed. The results indicated that the corrosion resistance of the samples initially increased and then decreased as the lnZ value decreased. Precipitates and continuous Cu-rich films on high angle grain boundaries are the primary causes of their susceptibility to corrosion. Conversely, the absence of continuous effective cathodes on low angle grain boundaries is conducive to impeding intergranular corrosion. The Z23 sample (lnZ = 23.1) showed the highest corrosion properties due to its relatively low recrystallization volume fraction of 28.2 % and a higher proportion of low angle grain boundaries in the microstructure. It is promising to enhance the corrosion properties of alloys without compromising mechanical properties by controlling hot deformation parameters.

本文研究了 Al-Mg-Si-Cu 合金在不同热变形齐纳-霍洛蒙参数下的微观结构特征。分析了 lnZ 值为 19.3 至 31.5 的固溶时效样品的晶间腐蚀和电化学腐蚀行为。结果表明,随着 lnZ 值的降低,样品的耐腐蚀性先是增强,然后减弱。高角度晶界上的沉淀物和连续富铜膜是导致样品易腐蚀的主要原因。相反,低角度晶界上缺乏连续有效的阴极有利于阻碍晶间腐蚀。Z23 样品(lnZ = 23.1)由于再结晶体积分数相对较低,仅为 28.2%,且微观结构中低角度晶界的比例较高,因此显示出最高的腐蚀性能。通过控制热变形参数,有望在不影响机械性能的情况下提高合金的腐蚀性能。
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引用次数: 0
The effect of nanoparticle size on the irradiation response of Cu-Y2O3 alloy under He/D sequential irradiation 纳米粒子尺寸对 He/D 顺序辐照下 Cu-Y2O3 合金辐照响应的影响
IF 4.8 2区 材料科学 Q1 MATERIALS SCIENCE, CHARACTERIZATION & TESTING Pub Date : 2024-09-15 DOI: 10.1016/j.matchar.2024.114387

In current work, the effect of nanoparticle size in Cu-Y2O3 alloy on the microstructure response after He/D sequential irradiation is studied using a transmission electron microscope (TEM) and nanoindentation. The results indicated that the direct contribution of nanoparticle/matrix interface to defect evolution and irradiation hardening of ODS Cu is limited when the nanoparticle size is larger than 20 nm. The difference in the proportion of ∑3 grain boundary and small angle grain boundaries was observed with different nanoparticle sizes, which suggests that the indirect effects on the sink strength caused by changes in the nature of grain boundary cannot be ignored, especially for the large particles. Besides, the distribution of bubbles after sequential He/D irradiation was highly similar to that in single He irradiation.

在本研究中,使用透射电子显微镜(TEM)和纳米压痕技术研究了 Cu-Y2O3 合金中纳米粒子尺寸对 He/D 顺序辐照后微观结构响应的影响。结果表明,当纳米颗粒尺寸大于 20 nm 时,纳米颗粒/基体界面对 ODS Cu 缺陷演化和辐照硬化的直接贡献有限。不同纳米颗粒尺寸下,∑3 晶界和小角度晶界的比例存在差异,这表明晶界性质的变化对沉降强度的间接影响不容忽视,尤其是对大颗粒而言。此外,He/D 连续辐照后的气泡分布与单次 He 辐照时的气泡分布高度相似。
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引用次数: 0
Using pulse current to tailor hydride networks while improving the strength and plasticity of pure titanium 利用脉冲电流定制氢化物网络,同时提高纯钛的强度和塑性
IF 4.8 2区 材料科学 Q1 MATERIALS SCIENCE, CHARACTERIZATION & TESTING Pub Date : 2024-09-14 DOI: 10.1016/j.matchar.2024.114380

Interstitial hydrogen atoms in titanium usually deteriorate the mechanical properties of titanium by brittle hydride phase or hydrogen-enhanced localized plasticity. In this study, hydride was used as the second phase to improve the tensile strength and elongation of TA1 pure titanium. The continuous coarse hydride network is precipitated in TA1 pure titanium after the hydrogen-charged. Then pulse current treatment is used to decompose the original coarse hydride network and reduce the size and number of hydride strips. Finally, a small uniform hydride network is formed in TA1 pure titanium. The results of tensile experiments indicate that the tensile strength of hydrogen-charged TA1 pure titanium treated by pulse current increases from the 286.4 MPa to 316.1 MPa and the elongation increases from the 47.6 % to 56.8 %. The improvement of mechanical properties demonstrate that the small and uniform hydrides can significantly improve the mechanical properties of TA1 pure titanium. In hydrogen-charged TA1 pure titanium treated by pulse current, the increment of strength is mainly caused by hard phase hydrides, and the increase in plasticity is attributed to the role of twins in coordinating deformation during plastic deformation. This study manifests that in addition to being used as a temporary alloying element to optimize the microstructure of titanium, hydrogen can also be directly act as a second phase in titanium to improve the mechanical properties.

钛中的间隙氢原子通常会通过脆性氢化物相或氢增强局部塑性来降低钛的机械性能。本研究采用氢化物作为第二相,以提高 TA1 纯钛的拉伸强度和伸长率。充氢后,TA1 纯钛中会析出连续的粗氢化物网络。然后使用脉冲电流处理来分解原有的粗氢化物网络,减小氢化物条的尺寸和数量。最后,在 TA1 纯钛中形成了细小均匀的氢化物网络。拉伸实验结果表明,经过脉冲电流处理的充氢 TA1 纯钛的拉伸强度从 286.4 兆帕增加到 316.1 兆帕,伸长率从 47.6% 增加到 56.8%。力学性能的改善表明,小而均匀的氢化物可以显著改善 TA1 纯钛的力学性能。在用脉冲电流处理的充氢 TA1 纯钛中,强度的提高主要是由硬相氢化物引起的,而塑性的提高则归因于孪晶在塑性变形过程中协调变形的作用。这项研究表明,氢除了可以作为优化钛微观结构的临时合金元素外,还可以直接作为钛的第二相来改善钛的机械性能。
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引用次数: 0
Diffraction and microstructure study of miscible interfaces in metallic multilayers 金属多层膜中混溶界面的衍射和微观结构研究
IF 4.8 2区 材料科学 Q1 MATERIALS SCIENCE, CHARACTERIZATION & TESTING Pub Date : 2024-09-14 DOI: 10.1016/j.matchar.2024.114362

The structural characterization of two-metal phase systems at nanometer scale which present partial or total mixing, is extremely challenging. In the present work, a model to reproduce the x-ray diffraction patterns of multilayers composed by two miscible metals, Mo and W, is presented. Two different deposition conditions were used to obtain different stress states (compressive and tensile). From the proposed model, the contribution of each metal phase was discerned, the intra layer disorder and the level of mixing at the interface were quantified. The comparison between structures deposited sequentially, with others obtained by co-evaporation is also carried out to better understand the details of the interdiffusion and to separate them from the effects of roughness and elastic adaptation stresses. Microstructure characterization by scanning and transmission electron microscopy was compared and discussed with the diffraction analysis.

纳米尺度的双金属相体系存在部分或完全混合的现象,对其进行结构表征极具挑战性。本研究提出了一个模型,用于再现由 Mo 和 W 两种混溶金属组成的多层膜的 X 射线衍射图样。使用两种不同的沉积条件来获得不同的应力状态(压缩和拉伸)。根据所提出的模型,对每种金属相的贡献、层内无序性和界面混合程度进行了量化。为了更好地理解相互扩散的细节,并将其与粗糙度和弹性适应应力的影响区分开来,还对顺序沉积的结构和通过共蒸发获得的其他结构进行了比较。通过扫描和透射电子显微镜进行的微观结构表征与衍射分析进行了比较和讨论。
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引用次数: 0
Regulating precipitate characteristics in a rolled AZ80 alloy based on twinning and de-twinning deformation 基于孪晶和去孪晶变形调节轧制 AZ80 合金中的沉淀特性
IF 4.8 2区 材料科学 Q1 MATERIALS SCIENCE, CHARACTERIZATION & TESTING Pub Date : 2024-09-14 DOI: 10.1016/j.matchar.2024.114363

The effect of twinning and de-twinning on precipitation behavior of a rolled AZ80 alloy has been examined. Results showed that both twinning and de-twinning deformation can promote the precipitation of continuous precipitates. And only dense continuous precipitates can be formed inside twinned and de-twinned regions. The high density crystal defects existing in the twinned and de-twinned regions increase the diffusion rate of solute elements and provide more nucleation sites for precipitation, resulting in a homogeneous and dense distribution of continuous precipitates in these regions. Comparing to direct aging, both post-twinning aging and post-de-twinning aging can remarkably increase the yield strength and peak strength by promoting the precipitation of continuous precipitates. For tension and compression, both direct aging and post-de-twinning aging reduce the strain corresponding to peak strength (εp) and static toughness (UT) to a close level. In contrast, post-twinning aging exhibits little loss in εp and largely increases UT. The strengthening and toughening mechanisms were also discussed in detail.

研究了孪晶和去孪晶对轧制 AZ80 合金析出行为的影响。结果表明,孪晶和去孪晶变形都能促进连续析出物的析出。只有在孪晶和去孪晶区域内才能形成致密的连续析出物。孪晶和去孪晶区域内存在的高密度晶体缺陷增加了溶质元素的扩散速度,为析出提供了更多的成核点,从而使这些区域内的连续析出物分布均匀且致密。与直接时效相比,捻合后时效和去捻合后时效都能促进连续析出物的析出,从而显著提高屈服强度和峰值强度。对于拉伸和压缩,直接时效和后去捻时效都能将峰值强度(εp)和静韧性(UT)对应的应变降低到接近的水平。与此相反,后捻合时效对εp的影响很小,却在很大程度上提高了UT。此外,还详细讨论了强化和增韧机制。
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引用次数: 0
GeGra: Approaching a generic model for quantitative grain size analysis from materials microscopy data using deep learning GeGra:利用深度学习从材料显微镜数据中获取定量粒度分析的通用模型
IF 4.8 2区 材料科学 Q1 MATERIALS SCIENCE, CHARACTERIZATION & TESTING Pub Date : 2024-09-14 DOI: 10.1016/j.matchar.2024.114379

Grain size has a significant impact on the properties of materials, and is crucial for predicting material properties. Traditional grain size measurement relies heavily on human operators, leading to subjective results, and existing machine learning methods are typically material-specific, requiring significant labeling and training efforts for each new material. This paper provides insight into developing a deep learning-based generic grain boundary detection model (GeGra) from different material micrographs. The model is trained on 1006 images from various microscopy techniques such as light optical, Kerr, and scanning electron microscopy, acquired at different magnifications for different materials such as copper, austenite, brass, sintered hard magnet, hard metal, bronze, nickel silver, and aluminum. The developed GeGra model effectively handles visual artifacts and substructures such as twin grains, which often pose challenges for material-specific, state-of-the-art grain boundary segmentation models. The developed model achieved an IoU score of 69 % on a diverse test set and enables accurate grain size analysis using external image analysis software in less than one minute, according to ASTM standards, which is more than 5 times faster than the manual method. The developed model prioritizes generality with objective that it can have broader applicability for various materials instead of high-precision grain boundary detection. Additionally, the model has the potential to be a foundational tool for generalized grain size analysis in material microscopy, reducing the effort required for such analysis and assisting both material science experts and machine learning users.

晶粒尺寸对材料特性有重大影响,对于预测材料特性至关重要。传统的晶粒尺寸测量严重依赖人工操作,导致结果主观,而现有的机器学习方法通常针对特定材料,每种新材料都需要大量的标注和训练工作。本文深入探讨了如何从不同材料的显微照片中开发基于深度学习的通用晶界检测模型(GeGra)。该模型是在 1006 张不同显微镜技术(如光学显微镜、克尔显微镜和扫描电子显微镜)的图像上进行训练的,这些图像是以不同的放大率获取的,涉及不同的材料,如铜、奥氏体、黄铜、烧结硬磁、硬金属、青铜、镍银和铝。所开发的 GeGra 模型能有效处理视觉伪影和孪晶等子结构,而这些通常会给针对特定材料的最先进晶界分割模型带来挑战。根据 ASTM 标准,开发的模型在各种测试集上的 IoU 得分为 69%,使用外部图像分析软件可在一分钟内完成精确的晶粒尺寸分析,比人工方法快 5 倍以上。所开发的模型优先考虑通用性,目的是使其更广泛地适用于各种材料,而不是高精度的晶界检测。此外,该模型还有可能成为材料显微分析中通用晶粒尺寸分析的基础工具,从而减少此类分析所需的工作量,并为材料科学专家和机器学习用户提供帮助。
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引用次数: 0
期刊
Materials Characterization
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