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Effect of Corrosive Environment on Friction Characteristics of Brake Friction Materials 腐蚀环境对制动器摩擦材料摩擦特性的影响
IF 1.2 4区 材料科学 Q4 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2023-12-05 DOI: 10.3365/kjmm.2023.61.12.943
Hee-sup Shin, Yool-koo Kim, Sang-mok Lee
The friction properties of brake friction materials are investigated utilizing the different car cleaners. Water, wheel cleaner and tire dressing were used to designate driving conditions in the field. The friction materials were soaked in each solution before friction test. The Coefficient of friction (COF) was similar in the case of water and tire dressing due to a same menstruum. And, the effect of surfactants within wheel cleaner caused lowest the COF. Surface morphologies were measured using confocal microscope and wheel cleaners, showing significant effects on the formation of thick and even friction film. The hardness of friction film was measured through micro-Vickers test, and the specimen with wheel cleaner showed highest hardness due to the thick film. On the other hand, the specimens with water and tire dressing showed a lower hardness even though the film was thicker than specimen with dry condition. The components of wheel cleaners also affected the hydrophobicity of friction films for both disc and pad. Therefore, the contact angle was critically low compared to other specimens. The reduction of hydrophobicity caused by the solution effects increasing of rust occurring on the surface of the brake disc. This result suggests that the formation of friction film under different environments was deeply related to friction and corrosive properties of brake system.
采用不同的汽车清洗剂对制动摩擦材料的摩擦性能进行了研究。水,车轮清洗剂和轮胎修整被用来指定在现场驾驶条件。在进行摩擦试验之前,将摩擦材料浸泡在每种溶液中。由于相同的月经,水和轮胎修整的摩擦系数(COF)相似。清洗剂中表面活性剂对COF的影响最小。使用共聚焦显微镜和车轮清洗机对表面形貌进行了测量,结果表明,表面形貌对摩擦膜厚度均匀的形成有显著影响。通过显微维氏试验测定摩擦膜的硬度,由于摩擦膜较厚,使用车轮清洗剂的试样硬度最高。另一方面,水和轮胎敷料的试样硬度较低,尽管膜厚,但干燥条件下的试样硬度较低。清洗剂的成分对摩擦膜的疏水性也有影响。因此,与其他标本相比,接触角非常低。溶液引起的疏水性降低会增加刹车盘表面的锈蚀。结果表明,不同环境下摩擦膜的形成与制动系统的摩擦和腐蚀性能密切相关。
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引用次数: 0
Effects of Cr additions on Corrosion and Erosion-Corrosion Behaviors in the Weld Heat-Affected Zone of Hadfield Steel in Brine Environments 铬添加量对盐水环境中哈德菲尔德钢焊接热影响区腐蚀和腐蚀-腐蚀行为的影响
IF 1.2 4区 材料科学 Q4 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2023-12-05 DOI: 10.3365/kjmm.2023.61.12.883
Seung Woo Jin, Jin Sung Park, Duck Bin Yun, Sang Chul Lee, Jong Kyo Choi, Min-Suk Oh, Sung Jin Kim
The corrosion and erosion-corrosion behaviors in the weld heat-affected zone (HAZ) of Hadfield steels with varying Cr contents (1, 2, and 3 wt%) were examined. Various experimental methods, including electrochemical polarization, impedance, and weight loss measurements, were utilized. Two types of isothermal heat treatments were conducted in a box furnace to simulate the intercritical HAZ, known to be the most vulnerable region in terms of mechanical properties and environmental stabilities, and large-scale samples for the erosion-corrosion experiment were fabricated. The results showed that increasing the Cr content improved the resistance to corrosion and erosion-corrosion, but there was an inflection point where adding more Cr had the opposite effect. Up to 2 wt%, a higher resistance was exhibited owing to the formation of a thin and protective oxide scale enriched with Cr that adhered to the steel surface. On the other hand, adding 3 wt% of Cr resulted in decreased resistance. This was due to the formation of coarse M7C3 (M: Cr) precipitated along the grain boundary, which caused the development of a thick and unstable oxide scale that detached locally. Based on these findings, it is essential to optimize the Cr content to ensure a high resistance to corrosion and erosion-corrosion in the HAZ of Hadfield steel.
研究了不同Cr含量(1、2和3 wt%)的Hadfield钢在焊缝热影响区(HAZ)的腐蚀和侵蚀腐蚀行为。使用了各种实验方法,包括电化学极化,阻抗和重量损失测量。在箱式炉中进行了两种类型的等温热处理,以模拟临界间热影响区,这是力学性能和环境稳定性方面最脆弱的区域,并制作了大型侵蚀腐蚀实验样品。结果表明:随着Cr含量的增加,合金的耐蚀性和抗冲蚀性均有所提高,但存在一个拐点,即Cr含量的增加会产生相反的效果。当达到2 wt%时,由于在钢表面形成了一层薄的富含Cr的保护性氧化层,因此电阻更高。另一方面,添加3 wt%的铬导致抗性降低。这是由于沿晶界析出粗大的M7C3 (M: Cr),形成了一层厚而不稳定的氧化层,并在局部脱落。基于这些发现,优化Cr含量是保证Hadfield钢在热影响区具有较高的耐腐蚀和耐冲蚀性能的关键。
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引用次数: 0
Tensile and Fatigue Properties of WC-20 wt%Co Cemented Carbides under Microstructural Variations 微结构变化下 WC-20 wt%Co 硬质合金的拉伸和疲劳性能
IF 1.2 4区 材料科学 Q4 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2023-12-05 DOI: 10.3365/kjmm.2023.61.12.933
Gue Serb Cho, Kyung Il Kim, W. Noh
WC-Co cemented carbide has excellent mechanical properties and is widely used in many industrial applications including cold forging dies and cutting tools. The tensile and fatigue properties of WC-20wt%Co cemented carbides with microstructural variations were investigated. Microstructure parameters such as Co binder content, WC particle size, binder mean free path, and contiguity were obtained by linear intercept method using BSE microstructure images. Standard specimens of WC-20wt%Co cemented carbides were prepared for tensile and fatigue testing. Uniaxial tensile stress-strain curves and tensile-compression fatigue S-N curves were obtained. The 22Co-Cr alloy with higher Co content showed the largest binder mean free path and the lowest continuity. The 20Co-dwc alloy with fine WC grains of submicron size showed the lowest binder mean free path due to fine WC grain distribution. The 20Co-dwc alloy with fine WC grains showed the highest tensile strength and fatigue strength, compared to other alloys. The 22Co-Cr alloy with a higher FCC Co phase content, which has excellent plastic deformability, showed higher fatigue properties. The fatigue life of the 22Co-Cr alloy increased with increasing compressive mean stress level. Based on the axial tensile and fatigue properties, a reasonable fatigue life prediction of WC-20wt%Co cemented carbide dies for cold forging can be estimated.
WC-Co硬质合金具有优异的机械性能,广泛应用于冷锻模和切削工具等工业领域。研究了WC-20wt%Co硬质合金微观组织变化的拉伸和疲劳性能。利用BSE显微结构图像,采用线性截距法获得了Co粘结剂含量、WC粒度、粘结剂平均自由程和连续度等显微结构参数。制备了WC-20wt%Co硬质合金的标准试样,进行了拉伸和疲劳试验。得到了单轴拉伸应力-应变曲线和拉伸-压缩疲劳S-N曲线。Co含量高的22Co-Cr合金粘结剂平均自由程最大,连续度最低。亚微米级WC晶粒细小的20Co-dwc合金由于WC晶粒分布细小,粘结剂平均自由程最低。WC晶粒细小的20Co-dwc合金具有最高的抗拉强度和疲劳强度。FCC Co相含量较高的22Co-Cr合金具有良好的塑性变形能力,具有较高的疲劳性能。22Co-Cr合金的疲劳寿命随着平均压应力水平的增加而增加。根据WC-20wt%Co硬质合金冷锻模具的轴向拉伸和疲劳性能,可以合理地预测其疲劳寿命。
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引用次数: 0
Effect of High Temperature Oxidation on Surface Pit and Recrystallization of Directionally Solidified CM247LC Superalloy in Creep Gauge 高温氧化对蠕变仪中定向凝固 CM247LC 超合金表面凹坑和再结晶的影响
IF 1.2 4区 材料科学 Q4 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2023-12-05 DOI: 10.3365/kjmm.2023.61.12.951
Byung Hak Choe, Kwang Soo Choi, S. Han, D. Kim, Jong-Kee Ahn, Dong Su Kang, Seong-Moon Seo
This study analyzed a recrystallization phenomenon that occurred simultaneously with hightemperature oxidation on the surface of a directionally solidified CM247LC creep specimen, using optical and scanning electron microscopy. After heat treatment, the surface of the specimen subjected to the creep test at 982oC was oxidized by exposure to high temperature and underwent microstructural changes due to high temperature stress. The outermost layer of the oxidized surface pits was found to consist of an oxide of the Cr/Co component, and the lower layer contained an oxide of the Al component. The area adjacent to the surface oxide layer is a precipitated free zone (PFZ) depleted of the y’ precipitated phase. The PFZ is caused by the diffusion of the Al component from this area to the surface oxide layer, resulting in the depletion of y'-Ni3Al as the main Al component. The area adjacent to the PFZ is a y' coarsening layer, which is the result of increasing y' phase fraction and coarsening as the Cr/Co component of this region diffuses into the PFZ of the y phase composition. This y' coarsening and y' rafting occurs in the direction perpendicular to the creep stress. In the EBSD analysis, the PFZ and y' coarsened layer were observed to be recrystallized regions, with the recrystallization composed of a single grain including the PFZ and y' coarsened layer. It is presumed that this recrystallization is caused by the residual stress of one-way solidification or the residual stress of the specimen surface processing. Accordingly, high-temperature oxidation in DS CM247LC creep gauge caused surface pits associated with recrystallization.
利用光学显微镜和扫描电镜对定向凝固的CM247LC蠕变试样表面高温氧化同时发生的再结晶现象进行了分析。在982oC下进行蠕变试验的试样经过热处理后,其表面在高温下发生氧化,并在高温应力作用下发生显微组织变化。发现氧化表面凹坑的最外层由Cr/Co组分的氧化物组成,下层含有Al组分的氧化物。与表面氧化层相邻的区域是无析出区(PFZ),缺少y′析出相。PFZ是由于Al成分从该区域扩散到表面氧化层,导致y'-Ni3Al作为主要Al成分耗竭而引起的。靠近PFZ的区域是y′粗化层,这是由于该区域的Cr/Co成分扩散到y相组成的PFZ中,y′相分数增加和粗化的结果。这种y'粗化和y'漂流发生在垂直于蠕变应力的方向上。在EBSD分析中,PFZ和y′粗化层为再结晶区,再结晶由包括PFZ和y′粗化层在内的单一晶粒组成。推测这种再结晶是由单向凝固的残余应力或试样表面加工的残余应力引起的。因此,DS CM247LC蠕变计的高温氧化导致了与再结晶相关的表面凹坑。
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引用次数: 0
Diagnosis of Mechanoluminescent Crack Based on Double Deep Learning in Al 7075 基于双重深度学习的 Al 7075 机械发光裂纹诊断
IF 1.2 4区 材料科学 Q4 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2023-12-05 DOI: 10.3365/kjmm.2023.61.12.958
Tae O Park, Youn Woo Shin, Seung Hwan Lee, Pius Jwa, Y. Kwon, Suman Timilsina, Seong Min Jang, Chul Woo Jo, Ji Sik Kim
The phenomenon of mechanoluminescence (ML) refers to the emission of light induced by mechanical stimulation applied to mechano-optical materials for example SrAl2O3:Eu,Dy (SAO). Numerous technologies on the basis of ML have been presented to visualize the stress or strain in various structures for the applications including structural health monitoring. As a result, extensive attention has been devoted to the design, synthesis, characteristics, optimizations, and applications of ML materials. However, challenges still remain in the standardization of ML measurement and evaluation, thereby commercially viable ML applications are currently unavailable. To overcome these difficulties, present study proposes ML measurement and evaluation techniques employing the ML fracture mechanics, finite element method, and dual deep learnings. For the effective normalization of visualized ML images under fixed initial ML intensity condition, continuous UV irradiation above the critical ML power density has been subjected to tensile and compact tension (CT) specimens. Therefore, Plastic Stress Intensity Factor (SIF) as well as crack tip stress field have been extracted successfully from normalized ML images based on ML fracture mechanics. To complement and verify the ML analysis, numerical FEM simulation and analytical ASTM calculation have been also provided. Finally, a double deep learning consists of Generative Adversarial Networks (GAN) and Convolutional Neural Networks (CNN) has been trained and tested for the standard evaluation of in-situ ML images.
机械发光现象(ML)是指应用于机械光学材料(如SrAl2O3:Eu,Dy (SAO))的机械刺激引起的光发射现象。在机器学习的基础上,已经提出了许多技术来可视化各种结构中的应力或应变,包括结构健康监测。因此,广泛关注ML材料的设计、合成、特性、优化和应用。然而,在机器学习测量和评估的标准化方面仍然存在挑战,因此商业上可行的机器学习应用目前还不可用。为了克服这些困难,本研究提出了采用ML断裂力学、有限元方法和双重深度学习的ML测量和评估技术。为了在固定初始ML强度条件下有效归一化可视化ML图像,对拉伸和紧致拉伸(CT)样品进行了超过临界ML功率密度的连续紫外线照射。因此,基于ML断裂力学,成功地从归一化ML图像中提取了塑性应力强度因子(SIF)和裂纹尖端应力场。为了补充和验证ML分析,还提供了数值FEM模拟和ASTM分析计算。最后,由生成对抗网络(GAN)和卷积神经网络(CNN)组成的双重深度学习已被训练和测试,用于原位ML图像的标准评估。
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引用次数: 0
Effects of Minor Alloying Elements (Cr and Mo) on the Corrosion Behaviors of API Grade Steel in CO2-Saturated Brine Environments 次要合金元素(铬和钼)对二氧化碳饱和盐水环境中 API 等级钢腐蚀行为的影响
IF 1.2 4区 材料科学 Q4 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2023-12-05 DOI: 10.3365/kjmm.2023.61.12.896
Duck Bin Yun, Hye Rin Bang, Wan Keun Kim, Sung Jin Kim
This study examined the effects of minor alloying elements (Cr and Mo) on the corrosion behaviors of API grade steel in CO2-saturated near-neutral aqueous solutions. Various experimental and analytical methods were applied to gain insights into the underlying CO2 corrosion mechanism of the steels. The findings revealed that steel with a minute quantity of Mo (0.1 ~ 0.15 wt%) exhibited the lowest corrosion current density and the highest polarization resistance. This outcome can be primarily attributed to the formation of a thin layer of Mo-based oxides/hydroxide, covered with a fine FeCO3 scale, consequently enhancing corrosion resistance in CO2 environments. On the other hand, the addition of Cr (0.4 ~ 0.5 wt%) in combination with Mo resulted in degraded corrosion resistance due to the competitive precipitation of amorphous Cr(OH)3 and crystalline FeCO3. This led to an uneven interface and the growth of FeCO3 particles, consequently reducing polarization resistance and increasing the corrosion rate. Based on the obtained results, it is recommended that cost-effective steels for CO2 transportation can be developed by adding a small amount of Mo along with a higher quantity of Cr. This optimized combination of alloying elements is expected to significantly improve the anti-corrosion performance of the steel in near-neutral brine environments with CO2.
本研究考察了少量合金元素(Cr和Mo)对API级钢在二氧化碳饱和近中性水溶液中腐蚀行为的影响。采用了各种实验和分析方法来深入了解钢的潜在二氧化碳腐蚀机制。结果表明,Mo含量为0.1 ~ 0.15 wt%时,钢的腐蚀电流密度最低,极化电阻最高。这一结果主要归因于形成了一层薄薄的mo基氧化物/氢氧化物,上面覆盖着一层精细的FeCO3垢,从而增强了在CO2环境中的耐腐蚀性。另一方面,Cr(0.4 ~ 0.5 wt%)与Mo的结合导致非晶Cr(OH)3和结晶FeCO3的竞争性析出,导致耐蚀性下降。这导致了界面的不均匀和FeCO3颗粒的生长,从而降低了极化电阻,提高了腐蚀速率。根据所得结果,建议通过添加少量Mo和大量Cr来开发具有成本效益的CO2输送钢。这种优化的合金元素组合有望显著提高钢在含CO2的近中性盐水环境中的防腐性能。
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引用次数: 0
Estimation of the Highest Thermoelectric Performance of the Bi-Doped SnTe at Room Temperature 估算室温下双掺杂 SnTe 的最高热电性能
IF 1.2 4区 材料科学 Q4 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2023-12-05 DOI: 10.3365/kjmm.2023.61.12.915
Joonha Lee, H. Park, Jeong-Yeon Kim, Won-Seon Seo, Heesun Yang, Umut Aydemir, Se Yun Kim, W. Shin, Hyun-Sik Kim
SnTe has drawn much attention due to its Pb-free composition along with tunable electronic and lattice structures. However, its intrinsically high defect concentration and high lattice thermal conductivity (κ1) have hindered its application in devices. Recently, Bi doping at Sn-sites in Sn1-xBixTe (x = 0.0 – 0.08) has been demonstrated to be effective in improving the thermoelectric performance (zT) of SnTe. Bi doping was particularly effective in improving the Seebeck coefficient in a wide range of temperature while suppressing its κ1. However, the effect of Bi doping on electronic band structure of SnTe has not been studied. Here, we applied the Single Parabolic Band (SPB) model to the room temperature electronic transport properties measurements (Seebeck coefficient, electrical conductivity, Hall carrier concentration) and analyzed how electronic band parameters like the density-of-states effective mass (md *), non-degenerate mobility (μ0), weighted mobility (μw), and B-factor changes with a changing Bi doping content (x). As the x increases, the md * increases while μ0 decreases. As the μw depends both on md * and μ0, it peaks at x = 0.02. Lastly, the B-factor is related to the ratio of μw to κ1, due to significantly decreasing κ1 at high x, the B-factor also becomes the highest at x = 0.08. Based on the B-factor of x = 0.08 sample, the highest theoretical zT of 0.31 is predicted using the SPB model. This is approximately 2.2 times higher than the experimental zT (~0.139) reported in literature at 300 K. The SPB model also guides us that the highest theoretical zT of 0.31 can be achieved if its Hall carrier concentration is tuned to 9.06 × 1018 cm-3.
SnTe由于其无铅成分以及可调谐的电子和晶格结构而受到广泛关注。然而,其固有的高缺陷浓度和高晶格导热系数(κ1)阻碍了其在器件中的应用。近年来,在Sn1-xBixTe (x = 0.0 - 0.08)的sn位掺杂Bi已被证明可以有效地改善SnTe的热电性能(zT)。在较宽的温度范围内,铋掺杂能有效地提高塞贝克系数,同时抑制其κ1。然而,Bi掺杂对SnTe电子能带结构的影响尚未得到研究。本文将单抛物带(SPB)模型应用于室温电子输运特性的测量(塞贝克系数、电导率、霍尔载流子浓度),分析了态密度有效质量(md *)、非简并迁移率(μ0)、加权迁移率(μw)和b因子等电子带参数随Bi掺杂量(x)的变化规律。随着x的增加,md *增大,μ0减小。由于μw同时依赖于md *和μ0,所以在x = 0.02处达到峰值。最后,b因子与μw / κ1的比值有关,由于μw / κ1在x = 0.08时显著降低,b因子在x = 0.08时也达到最高。在b因子为x = 0.08的样本基础上,利用SPB模型预测了最高理论zT为0.31。这大约是文献报道的实验zT(~0.139)在300 K时的2.2倍。SPB模型还指导我们,当其霍尔载流子浓度调至9.06 × 1018 cm-3时,可以实现0.31的最高理论zT。
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引用次数: 0
Thermoelectric Transport Properties of Sb-doped SnSe<sub>2</sub> Polycrystalline Alloys sb掺杂SnSe&lt;sub&gt;2&lt;/sub&gt的热电输运性质多晶合金
4区 材料科学 Q4 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2023-11-05 DOI: 10.3365/kjmm.2023.61.11.842
Seung Min Kang, Jong Wook Rho, Hyungyu Cho, Sanghyun Park, Joontae Park, Sang-il Kim
SnSe2 alloys have been investigated in recent times as potential n-type thermoelectric materials. In this study, the thermoelectric transport properties of a series of Sb-doped SnSe2, Sn(Se1-xSbx)2 (x = 0, 0.015, 0.03, 0.045, 0.06) alloys are investigated. The electrical conductivity was generally enhanced with Sb doping owing to a large increase in electron concentration. However, the Seebeck coefficient largely decreased with doping. Consequently, the power factor was significantly lower at a low doping of x = 0.015, and then began rising as the doping was increased beyond x = 0.015. It was found that the density-of-states effective mass and weighted mobility decreased with Sb doping, implying that the electrical transport properties of SnSe2 were degraded by Sb doping. The total and lattice thermal conductivities gradually decreased due to additional point defect scattering. Thus, the thermoelectric figure of merit declined significantly, from 0.30 of the pristine sample with a low doping of Sb (x = 0.015) at 750 K, to 0.18, and then for x = 0.06 it gradually recovered to the value of the undoped sample. The thermoelectric quality factor decreased as the Sb doping was increased, implying that Sb doping did not enhance the thermoelectric transport properties, despite the large increase in electron concentration.
SnSe< sub> 2 & lt; / sub>近年来,合金作为势<i>n</i>型热电材料得到了研究。在本研究中,一系列sb掺杂的SnSe<sub>2</sub> Sn(Se<sub>1-x</sub>Sb<sub>x</sub>)<sub>2</sub>(& lt; i> x< / i>= 0,0.015, 0.03, 0.045, 0.06)合金。由于电子浓度的大幅增加,锑的电导率普遍提高。而塞贝克系数随着掺杂的增加而大幅度降低。因此,在低掺杂<i>x</i>= 0.015,然后随着掺杂量的增加而开始上升,超过<i>x</i>= 0.015。结果表明,Sb掺杂使SnSe<sub>2</sub>被掺杂物降解。由于附加的点缺陷散射,总导热系数和点阵导热系数逐渐降低。因此,热电优值显著下降,从低掺杂Sb (<i>x</i>= 0.015)在750 K,到0.18,然后为<i>x</i>= 0.06,逐渐恢复到未掺杂样品的值。随着Sb掺杂量的增加,热电品质因子降低,这意味着Sb掺杂并没有提高热电输运性能,尽管电子浓度大幅增加。
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引用次数: 0
Hydrogen Embrittlement Characteristics of Tempered Martensitic Steels under Electrochemical and High-Pressure Hydrogen Environments 电化学和高压氢环境下回火马氏体钢的氢脆特性
4区 材料科学 Q4 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2023-11-05 DOI: 10.3365/kjmm.2023.61.11.807
Sang-Gyu Kim, Jae-Yun Kim, Hyun-Joo Seo, Hwan-Gyo Jung, Jaeyoung Park, Un-Bong Baek, Byoungchul Hwang
The effect of hydrogen charging methods on the hydrogen embrittlement characteristics of tempered martensitic steels were discussed in terms of hydrogen diffusion behavior. Two tempered martensitic steels with different Si content were fabricated by quenching and tempering. The steel with high Si content had a lower cementite fraction because the addition of Si changed the morphology of cementite from a long film-like shape to a short-rod shape by suppressing the precipitation and growth of the cementite. To evaluate the hydrogen embrittlement resistance of the two tempered martensitic steels with different Si content, slow strain-rate tensile testing was employed after introducing hydrogen using three types of hydrogen charging methods (ex-situ electrochemical hydrogen charging, in-situ electrochemical hydrogen charging, and in-situ high-pressure gaseous hydrogen environment). For the hydrogen pre-charged tensile specimens using the ex-situ electrochemical charging method, the steel with high Si content had a better hydrogen embrittlement resistance, with a higher relative reduction in area. On the other hand, there was no significant difference in the relative notch tensile strength of the two tempered martensitic steels with different Si content, regardless of the hydrogen charging methods. In addition, the ex-situ hydrogen charging method exhibited higher relative notch tensile strength compared to the in-situ hydrogen charging method due to the release of hydrogen during the tensile test, after exsitu hydrogen charging. This implies that hydrogen embrittlement resistance can be differently estimated depending on the kind of hydrogen charging methods.
从氢扩散行为的角度讨论了充氢方式对回火马氏体钢氢脆特性的影响。通过淬火回火制备了两种不同Si含量的回火马氏体钢。高Si含量钢的渗碳体分数较低,这是因为Si的加入抑制了渗碳体的析出和生长,使渗碳体的形态由长膜状变为短棒状。为了评价两种不同Si含量的回火马氏体钢的抗氢脆性能,采用三种充氢方式(原位电化学充氢、原位电化学充氢和原位高压气态氢环境)引入氢后进行慢应变速率拉伸试验。对于非原位电化学充氢法预充氢拉伸试样,Si含量高的钢具有更好的抗氢脆性能,相对面积收缩率更高。另一方面,无论充氢方式如何,两种不同Si含量的回火马氏体钢的相对缺口抗拉强度没有显著差异。此外,由于原位充氢后拉伸试验过程中氢气的释放,原位充氢方法比原位充氢方法表现出更高的相对缺口拉伸强度。这意味着,根据充氢方法的不同,可以不同地估计氢脆抗力。
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引用次数: 0
Predicting the Hardness of Al-Sc-X Alloys with Machine Learning Models, Explainable Artificial Intelligence Analysis and Inverse Design 利用机器学习模型、可解释人工智能分析和逆向设计预测Al-Sc-X合金硬度
4区 材料科学 Q4 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2023-11-05 DOI: 10.3365/kjmm.2023.61.11.874
Jiwon Park, Su-Hyeon Kim, Jisu Kim, Byung-joo Kim, Hyun-seok Cheon, Chang-Seok Oh
In this study, the Vickers hardness of precipitation-strengthened Al-Sc-X (X = Zr, Si, and Fe) alloys were predicted using machine learning models, depending on the alloys’ compositions, solid-solution treatment and aging conditions. The data used for machine learning were collected from the literature. Among the models, tree-based ensemble models such as extreme gradient boosting and random forest performed well. Then the feature impact on the model output was analyzed with SHarpely Additive eXplanation (SHAP). Based on the SHAP analysis and prior domain knowledge, the process conditions were restricted to narrow down the inverse design search space. Candidate alloys suggested by the optimization using a genetic algorithm showed improved hardness values. The hardness prediction model and the inverse designsuggested candidates were then experimentally validated. The accuracy of the hardness prediction model was 0.994, when the predicted hardness was 85.4 Hv, and the experimentally measured hardness was 84.9 Hv. A specimen whose composition was close to the inverse-designed alloy was cast and heat treated according to the suggested conditions. The inverse design showed an accuracy of 0.965. Exploring the entire combination of possible feature space requires vast effort and time. An efficient search for materials with improved properties can be achieved using an appropriate configuration of well-performing machine learning models and explainable AI techniques guided by domain knowledge.
在这项研究中,根据合金的成分、固溶处理和时效条件,使用机器学习模型预测了析出强化Al-Sc-X (X = Zr、Si和Fe)合金的维氏硬度。用于机器学习的数据是从文献中收集的。其中,基于树的集成模型(如极端梯度增强和随机森林)表现较好。然后利用夏普加性解释(SHarpely Additive eXplanation, SHAP)分析特征对模型输出的影响。基于SHAP分析和先验领域知识,限制工艺条件,缩小逆向设计搜索空间。采用遗传算法优化后的候选合金硬度值有所提高。并对硬度预测模型和推荐的候选材料进行了实验验证。当预测硬度为85.4 Hv时,硬度预测模型的精度为0.994,实验测量硬度为84.9 Hv。将成分接近反设计合金的试样按建议条件进行铸造和热处理。反设计精度为0.965。探索可能的特征空间的整个组合需要大量的精力和时间。使用性能良好的机器学习模型和由领域知识指导的可解释的人工智能技术的适当配置,可以实现对具有改进性能的材料的有效搜索。
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Korean Journal of Metals and Materials
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