首页 > 最新文献

Journal of Alloys and Metallurgical Systems最新文献

英文 中文
The effect of heat treatment temperature on the wear resistance of 42CrMo steel hardfacing with Fe–Cr–C alloy 热处理温度对Fe-Cr-C合金堆焊42CrMo钢耐磨性的影响
Pub Date : 2026-01-30 DOI: 10.1016/j.jalmes.2026.100235
Junke Hao, Huiying Que
Fe–Cr–C hardfacing alloys are widely used in hardfacing applications because of their high strength. In this study, a Fe–Cr–C hardfacing layer was deposited on a 42CrMo steel plate by manual arc welding. The effects of post-weld heat treatment at 400 ℃, 600 ℃, and 800 ℃ on residual stress in the hardfaced layer were examined by finite element simulation. The simulation results showed that heat treatment at 600 ℃ effectively reduced the residual stress. Optical microscopy, X-ray diffraction, energy-dispersive spectroscopy, microhardness, wear testing and scanning electron microscope were then used to evaluate how heat treatment influences the microstructure and wear behavior of the hardfacing alloy. After hardfacing, a dendritic structure formed at the weld interface. Following heat treatment at 600 ℃, carbides diffused along grain boundaries into the ferrite matrix, and the dendritic structure transformed into a carbide-rich dendritic morphology. After heat treatment at 600 °C, the hardness of the hardfacing alloy increased to 551.3 HV, the friction coefficient rose to 1.17, and the volume wear loss decreased by 26.1 %. The wear mechanism of the hardfacing alloy was dominated by abrasive wear. These results indicate that, for 42CrMo steel hardfaced with a Fe–Cr–C alloy, selecting an appropriate heat treatment temperature can not only relieve residual stress but also enhance the wear resistance of the material.
Fe-Cr-C堆焊合金因其高强度而广泛应用于堆焊领域。本研究采用手工电弧焊在42CrMo钢板上沉积了Fe-Cr-C堆焊层。通过有限元模拟研究了400℃、600℃和800℃焊后热处理对堆焊层残余应力的影响。模拟结果表明,600℃热处理能有效降低残余应力。采用光学显微镜、x射线衍射、能量色散光谱、显微硬度、磨损测试和扫描电镜分析了热处理对堆焊合金微观组织和磨损行为的影响。堆焊后,焊缝界面处形成枝晶结构。600℃热处理后,碳化物沿晶界向铁素体基体扩散,枝晶组织转变为富碳化物枝晶形态。经600℃热处理后,堆焊合金的硬度提高到551.3 HV,摩擦系数提高到1.17,体积磨损降低26.1 %。堆焊合金的磨损机制以磨粒磨损为主。结果表明,对于Fe-Cr-C合金表面处理的42CrMo钢,选择合适的热处理温度不仅可以消除残余应力,还可以提高材料的耐磨性。
{"title":"The effect of heat treatment temperature on the wear resistance of 42CrMo steel hardfacing with Fe–Cr–C alloy","authors":"Junke Hao,&nbsp;Huiying Que","doi":"10.1016/j.jalmes.2026.100235","DOIUrl":"10.1016/j.jalmes.2026.100235","url":null,"abstract":"<div><div>Fe–Cr–C hardfacing alloys are widely used in hardfacing applications because of their high strength. In this study, a Fe–Cr–C hardfacing layer was deposited on a 42CrMo steel plate by manual arc welding. The effects of post-weld heat treatment at 400 ℃, 600 ℃, and 800 ℃ on residual stress in the hardfaced layer were examined by finite element simulation. The simulation results showed that heat treatment at 600 ℃ effectively reduced the residual stress. Optical microscopy, X-ray diffraction, energy-dispersive spectroscopy, microhardness, wear testing and scanning electron microscope were then used to evaluate how heat treatment influences the microstructure and wear behavior of the hardfacing alloy. After hardfacing, a dendritic structure formed at the weld interface. Following heat treatment at 600 ℃, carbides diffused along grain boundaries into the ferrite matrix, and the dendritic structure transformed into a carbide-rich dendritic morphology. After heat treatment at 600 °C, the hardness of the hardfacing alloy increased to 551.3 HV, the friction coefficient rose to 1.17, and the volume wear loss decreased by 26.1 %. The wear mechanism of the hardfacing alloy was dominated by abrasive wear. These results indicate that, for 42CrMo steel hardfaced with a Fe–Cr–C alloy, selecting an appropriate heat treatment temperature can not only relieve residual stress but also enhance the wear resistance of the material.</div></div>","PeriodicalId":100753,"journal":{"name":"Journal of Alloys and Metallurgical Systems","volume":"13 ","pages":"Article 100235"},"PeriodicalIF":0.0,"publicationDate":"2026-01-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146077440","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Influence of Er addition and thermomechanical processing on the in vitro corrosion and cytocompatibility of Mg–Zn–Y alloys Er的加入和热处理对Mg-Zn-Y合金体外腐蚀和细胞相容性的影响
Pub Date : 2026-01-27 DOI: 10.1016/j.jalmes.2026.100233
Raisa Tahsin Promy , Md. Walid Ahmed Nafiz , Syed Muhammad Al Amin , Chanchal Kumar Roy , Fahmida Gulshan
Controlling the corrosion rate of magnesium-based biodegradable alloys remains a key challenge for biomedical applications. This study investigates the effect of Er addition and thermomechanical processing (rolling and extrusion) on the cytocompatibility and corrosion behavior of Mg-1.88Zn-0.58Y alloys. X-ray diffraction (XRD), scanning electron microscopy (SEM), energy-dispersive X-ray spectroscopy (EDS), and optical microscopy (OM) identified the presence of secondary phases such as Mg2Zn and W-phases in both alloys and Mg24Er5 only in the Mg-1.81Zn-0.8Y-0.33Er alloy. Corrosion behavior was evaluated by immersion tests in periodically replenished Kokubo’s simulated body fluid (SBF) for up to 21 days, with continuous pH monitoring. Hydrogen evolution tests, potentiodynamic polarization (PDP), and electrochemical impedance spectroscopy (EIS) supported the immersion findings, and post-corrosion SEM-EDS and Fourier-transform infrared spectroscopy (FTIR) analyses elucidated the underlying reasons. In both alloys, hot extrusion enhanced the formation of a protective Mg(OH)2 layer and reduced the corrosion rate. The extruded Mg-1.88Zn-0.58Y alloy exhibited the lowest weight-loss rate (14.45 to 9.79 mm year−1 from day 1 to day 21), hydrogen release (2.9 mL cm2 d1), and corrosion current density (31.58μA cm−2). The Er-containing alloy showed poor corrosion resistance in the as-cast and rolled states (45.96 and 38.88 mm year−1 after 21 days, respectively), but significant improvement in the extruded condition (10.04 mm year−1). Er containing quaternary alloys exhibited much higher H2 evolution rate of 17.2 mL cm2 d1 (after 24 h) for the as cast sample, considerably more than the acceptable limit for human body. Overall, the Er addition to the ternary alloy resulted in poor corrosion resistance. MTT cytotoxicity assays on Vero cells confirmed non-cytotoxic behavior (>95% viability), while the Er-containing Mg-1.81Zn-0.8Y-0.33Er alloy extract produced strong selective toxicity against HeLa cells (<5% viability).
控制镁基可生物降解合金的腐蚀速率仍然是生物医学应用的关键挑战。本文研究了添加铒和热处理(轧制和挤压)对Mg-1.88Zn-0.58Y合金细胞相容性和腐蚀行为的影响。x射线衍射(XRD)、扫描电镜(SEM)、能量色散x射线能谱(EDS)和光学显微镜(OM)均发现合金中存在Mg2Zn和w相等次生相,而Mg-1.81Zn-0.8Y-0.33Er合金中只存在Mg24Er5。在长达21天的时间里,通过定期补充Kokubo的模拟体液(SBF)浸泡试验来评估腐蚀行为,并持续监测pH值。析氢测试、动电位极化(PDP)和电化学阻抗谱(EIS)支持了浸液的发现,腐蚀后的SEM-EDS和傅里叶变换红外光谱(FTIR)分析阐明了潜在的原因。在这两种合金中,热挤压促进了保护性Mg(OH)2层的形成,降低了腐蚀速率。挤压后的Mg-1.88Zn-0.58Y合金表现出最低的失重速率(从第1天到第21天)(14.45 ~ 9.79 mm)、氢气释放(~ 2.9 mL cm−2 d−1)和腐蚀电流密度(31.58μA cm−2)。含er合金在铸态和轧制态的耐蚀性较差(21天后分别为45.96 mm和38.88 mm),但在挤压态的耐蚀性有显著提高(10.04 mm)。含Er的季元合金在铸态样品中表现出更高的析氢速率,为~ 17.2 mL cm−2 d−1 (24 h后),远远超过人体可接受的极限。总的来说,三元合金中Er的加入导致了较差的耐腐蚀性。MTT细胞毒性试验证实Vero细胞无细胞毒性(95%存活率),而含er的Mg-1.81Zn-0.8Y-0.33Er合金提取物对HeLa细胞有很强的选择性毒性(5%存活率)。
{"title":"Influence of Er addition and thermomechanical processing on the in vitro corrosion and cytocompatibility of Mg–Zn–Y alloys","authors":"Raisa Tahsin Promy ,&nbsp;Md. Walid Ahmed Nafiz ,&nbsp;Syed Muhammad Al Amin ,&nbsp;Chanchal Kumar Roy ,&nbsp;Fahmida Gulshan","doi":"10.1016/j.jalmes.2026.100233","DOIUrl":"10.1016/j.jalmes.2026.100233","url":null,"abstract":"<div><div>Controlling the corrosion rate of magnesium-based biodegradable alloys remains a key challenge for biomedical applications. This study investigates the effect of Er addition and thermomechanical processing (rolling and extrusion) on the cytocompatibility and corrosion behavior of Mg-1.88Zn-0.58Y alloys. X-ray diffraction (XRD), scanning electron microscopy (SEM), energy-dispersive X-ray spectroscopy (EDS), and optical microscopy (OM) identified the presence of secondary phases such as Mg<span><math><msub><mrow></mrow><mrow><mn>2</mn></mrow></msub></math></span>Zn and W-phases in both alloys and Mg<sub>24</sub>Er<sub>5</sub> only in the Mg-1.81Zn-0.8Y-0.33Er alloy. Corrosion behavior was evaluated by immersion tests in periodically replenished Kokubo’s simulated body fluid (SBF) for up to 21 days, with continuous pH monitoring. Hydrogen evolution tests, potentiodynamic polarization (PDP), and electrochemical impedance spectroscopy (EIS) supported the immersion findings, and post-corrosion SEM-EDS and Fourier-transform infrared spectroscopy (FTIR) analyses elucidated the underlying reasons. In both alloys, hot extrusion enhanced the formation of a protective Mg(OH)<span><math><msub><mrow></mrow><mrow><mn>2</mn></mrow></msub></math></span> layer and reduced the corrosion rate. The extruded Mg-1.88Zn-0.58Y alloy exhibited the lowest weight-loss rate (14.45 to 9.79 mm year<sup>−1</sup> from day 1 to day 21), hydrogen release (<span><math><mo>∼</mo></math></span>2.9 mL cm<span><math><msup><mrow></mrow><mrow><mo>−</mo><mn>2</mn></mrow></msup></math></span> d<span><math><msup><mrow></mrow><mrow><mo>−</mo><mn>1</mn></mrow></msup></math></span>), and corrosion current density (<span><math><mrow><mn>31</mn><mo>.</mo><mn>58</mn><mspace></mspace><mi>μ</mi><mi>A</mi></mrow></math></span> cm<sup>−2</sup>). The Er-containing alloy showed poor corrosion resistance in the as-cast and rolled states (45.96 and 38.88 mm year<sup>−1</sup> after 21 days, respectively), but significant improvement in the extruded condition (10.04 mm year<sup>−1</sup>). Er containing quaternary alloys exhibited much higher H<span><math><msub><mrow></mrow><mrow><mn>2</mn></mrow></msub></math></span> evolution rate of <span><math><mo>∼</mo></math></span>17.2 mL cm<span><math><msup><mrow></mrow><mrow><mo>−</mo><mn>2</mn></mrow></msup></math></span> d<span><math><msup><mrow></mrow><mrow><mo>−</mo><mn>1</mn></mrow></msup></math></span> (after 24 h) for the as cast sample, considerably more than the acceptable limit for human body. Overall, the Er addition to the ternary alloy resulted in poor corrosion resistance. MTT cytotoxicity assays on Vero cells confirmed non-cytotoxic behavior (<span><math><mo>&gt;</mo></math></span>95% viability), while the Er-containing Mg-1.81Zn-0.8Y-0.33Er alloy extract produced strong selective toxicity against HeLa cells (<span><math><mo>&lt;</mo></math></span>5% viability).</div></div>","PeriodicalId":100753,"journal":{"name":"Journal of Alloys and Metallurgical Systems","volume":"13 ","pages":"Article 100233"},"PeriodicalIF":0.0,"publicationDate":"2026-01-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146078003","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
High-temperature cyclic oxidation and microstructural behavior of CoMoCrSi-based composite coatings with Al2O3 and YSZ on T91 steel T91钢comocrsi基Al2O3和YSZ复合涂层高温循环氧化及显微组织行为
Pub Date : 2026-01-03 DOI: 10.1016/j.jalmes.2026.100232
Rakshith Kumar Shetty , Ajit M. Hebbale , T.V. Chandramouli , M.R. Ramesh , Jana Petru
This investigation focuses on the cyclic oxidation behaviour and microstructural evolution of Cobalt-Molybdenum-Chromium-Silicon coatings reinforced with alumina and yttria stabilised zirconia (YSZ) deposited on T91 steel by the atmospheric plasma spraying method. Characterization of the as-sprayed coatings was done to provide a consistent base line for comparison of the intercoatings. Cyclic oxidation experiments at 800 °C for 50 oxidation cycles was carried out with surface and cross section analyses using scanning electron microscopy (SEM), energy dispersive X-ray spectroscopy (EDS) and X-ray diffraction (XRD) for the evaluation of oxidation scale formation, element distribution and phase stability. After cyclic oxidation, XRD showed an appearance of stable oxide constituents, which demonstrates the formation of protective scales on the coating surfaces. In comparison with unreinforced and alumina reinforced coatings, the YSZ reinforced coating displayed comparatively superior oxidation behavior as reflected in the more stable oxidation and less degradation during cyclic exposure. SEM examination of oxidized surfaces showed that the ceramic additions helped to increase coating integrity, improve scale adherence and reduce oxygen penetration. These effects were amplified for the YSZ-containing coating, showing a good response for high temperature oxidation. Overall, the addition of ceramic reinforcements, especially of YSZ, improved the phase stability and oxidation resistance of the CoMoCrSi-based coatings, which supports the suitability of the coatings for demanding boiler environments.
本文研究了用大气等离子喷涂法在T91钢表面沉积的由氧化铝和钇稳定氧化锆(YSZ)增强的钴钼铬硅涂层的循环氧化行为和显微组织演变。对喷涂后的涂层进行了表征,为间涂层的比较提供了一致的基线。在800 °C下进行了50次循环氧化实验,采用扫描电镜(SEM)、能谱仪(EDS)和x射线衍射仪(XRD)进行了表面和截面分析,以评价氧化垢的形成、元素分布和相稳定性。经循环氧化后,XRD显示出稳定的氧化成分,表明涂层表面形成了保护层。与未增强涂层和氧化铝增强涂层相比,YSZ增强涂层表现出相对优越的氧化性能,表现为在循环暴露过程中氧化更稳定,降解更少。氧化表面的扫描电镜检查表明,陶瓷的添加有助于提高涂层的完整性,改善水垢的附着,降低氧的渗透。这些效应在含ysz的涂层中被放大,表现出对高温氧化的良好响应。总的来说,陶瓷增强剂的添加,特别是YSZ的添加,提高了comocrsi基涂层的相稳定性和抗氧化性,这支持了涂层在苛刻的锅炉环境中的适用性。
{"title":"High-temperature cyclic oxidation and microstructural behavior of CoMoCrSi-based composite coatings with Al2O3 and YSZ on T91 steel","authors":"Rakshith Kumar Shetty ,&nbsp;Ajit M. Hebbale ,&nbsp;T.V. Chandramouli ,&nbsp;M.R. Ramesh ,&nbsp;Jana Petru","doi":"10.1016/j.jalmes.2026.100232","DOIUrl":"10.1016/j.jalmes.2026.100232","url":null,"abstract":"<div><div>This investigation focuses on the cyclic oxidation behaviour and microstructural evolution of Cobalt-Molybdenum-Chromium-Silicon coatings reinforced with alumina and yttria stabilised zirconia (YSZ) deposited on T91 steel by the atmospheric plasma spraying method. Characterization of the as-sprayed coatings was done to provide a consistent base line for comparison of the intercoatings. Cyclic oxidation experiments at 800 °C for 50 oxidation cycles was carried out with surface and cross section analyses using scanning electron microscopy (SEM), energy dispersive X-ray spectroscopy (EDS) and X-ray diffraction (XRD) for the evaluation of oxidation scale formation, element distribution and phase stability. After cyclic oxidation, XRD showed an appearance of stable oxide constituents, which demonstrates the formation of protective scales on the coating surfaces. In comparison with unreinforced and alumina reinforced coatings, the YSZ reinforced coating displayed comparatively superior oxidation behavior as reflected in the more stable oxidation and less degradation during cyclic exposure. SEM examination of oxidized surfaces showed that the ceramic additions helped to increase coating integrity, improve scale adherence and reduce oxygen penetration. These effects were amplified for the YSZ-containing coating, showing a good response for high temperature oxidation. Overall, the addition of ceramic reinforcements, especially of YSZ, improved the phase stability and oxidation resistance of the CoMoCrSi-based coatings, which supports the suitability of the coatings for demanding boiler environments.</div></div>","PeriodicalId":100753,"journal":{"name":"Journal of Alloys and Metallurgical Systems","volume":"13 ","pages":"Article 100232"},"PeriodicalIF":0.0,"publicationDate":"2026-01-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145926083","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Effect of process parameters on bead geometry and microstructure of the stainless steel fabricated by wire arc additive manufacturing 工艺参数对电弧增材制造不锈钢焊头几何形状和显微组织的影响
Pub Date : 2025-12-19 DOI: 10.1016/j.jalmes.2025.100231
Huifeng Qin , Wensha Zhu , Huajun Zhang
The selection of appropriate wire arc additive manufacturing (WAAM) parameters is crucial for controlling bead morphology and dimensional accuracy in multi-layer metallic structures. This study investigates cold metal transfer (CMT)-based WAAM of 316 L stainless steel with a particular focus on two key process variables—deposition current and auxiliary wire feed speed—to establish their combined influence on bead geometry and microstructure. Unlike existing AWF-CMT WAAM studies, this work first determines the maximum stable arc travel speed for both T-CMT and AWF-CMT modes, providing an essential process boundary for high-efficiency manufacturing. Single-layer tracks were fabricated using S316L wire following an orthogonal experimental design, enabling a systematic evaluation of parameter interactions. The results reveal that arc travel speed, deposition current, and auxiliary wire feed speed exert strong coupled effects on bead width and height. Furthermore, microstructural characterization using optical microscopy and electron backscatter diffraction demonstrates that auxiliary-wire-assisted CMT produces significant quantitative grain refinement, the T-CMT deposits exhibit a relatively coarser grain structure, whereas the AWF-CMT process produces a more refined and more uniform microstructure in the deposited region, reducing the average grain size from 130μm (T-CMT) to 86μm(AWF-CMT). This study therefore establishes a new process–structure relationship for AWF-CMT WAAM and demonstrates that 316 L components manufactured with this technique exhibit markedly improved microstructural quality, confirming its suitability for industrial deployment.
选择合适的电弧增材制造(WAAM)工艺参数对于控制多层金属结构的焊头形貌和尺寸精度至关重要。本研究研究了基于冷金属转移(CMT)的316 L不锈钢的WAAM,特别关注两个关键工艺变量-沉积电流和辅助送丝速度-以确定它们对焊头几何形状和微观结构的综合影响。与现有的AWF-CMT WAAM研究不同,这项工作首先确定了T-CMT和AWF-CMT模式的最大稳定弧行速度,为高效制造提供了必要的工艺边界。采用正交实验设计,使用S316L线制作单层轨道,从而能够对参数相互作用进行系统评估。结果表明,电弧行程速度、沉积电流和辅助送丝速度对焊头宽度和高度有很强的耦合影响。此外,利用光学显微镜和电子背散射衍射进行的显微结构表征表明,辅助线辅助CMT工艺产生了显著的定量晶粒细化,T-CMT沉积具有相对粗糙的晶粒结构,而AWF-CMT工艺在沉积区域产生了更精细和更均匀的微观结构,将平均晶粒尺寸从130μm (T-CMT)减小到86μm(AWF-CMT)。因此,本研究建立了AWF-CMT WAAM的新工艺结构关系,并证明用该技术制造的316 L组件的显微组织质量显着提高,证实了其适合工业部署。
{"title":"Effect of process parameters on bead geometry and microstructure of the stainless steel fabricated by wire arc additive manufacturing","authors":"Huifeng Qin ,&nbsp;Wensha Zhu ,&nbsp;Huajun Zhang","doi":"10.1016/j.jalmes.2025.100231","DOIUrl":"10.1016/j.jalmes.2025.100231","url":null,"abstract":"<div><div>The selection of appropriate wire arc additive manufacturing (WAAM) parameters is crucial for controlling bead morphology and dimensional accuracy in multi-layer metallic structures. This study investigates cold metal transfer (CMT)-based WAAM of 316 L stainless steel with a particular focus on two key process variables—deposition current and auxiliary wire feed speed—to establish their combined influence on bead geometry and microstructure. Unlike existing AWF-CMT WAAM studies, <strong>this work first determines the maximum stable arc travel speed for both T-CMT and AWF-CMT modes</strong>, providing an essential process boundary for high-efficiency manufacturing. Single-layer tracks were fabricated using S316L wire following an orthogonal experimental design, enabling a systematic evaluation of parameter interactions. The results reveal that arc travel speed, deposition current, and auxiliary wire feed speed exert strong coupled effects on bead width and height. Furthermore, microstructural characterization using optical microscopy and electron backscatter diffraction <strong>demonstrates that auxiliary-wire-assisted CMT produces significant quantitative grain refinement</strong>, <u>the T-CMT deposits exhibit a relatively coarser grain structure, whereas the AWF-CMT process produces a more refined and more uniform microstructure in the deposited region</u>, reducing the average grain size from 130μm (T-CMT) to 86μm(AWF-CMT). This study therefore establishes a new process–structure relationship for AWF-CMT WAAM and demonstrates that 316 L components manufactured with this technique exhibit markedly improved microstructural quality, confirming its suitability for industrial deployment.</div></div>","PeriodicalId":100753,"journal":{"name":"Journal of Alloys and Metallurgical Systems","volume":"13 ","pages":"Article 100231"},"PeriodicalIF":0.0,"publicationDate":"2025-12-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145791507","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
An attempt toward machine learning-driven optimization of manufacturing processes for metal-supported solid oxide fuel cells using nickel and iron oxides as raw support materials 利用镍和铁氧化物作为原材料,对金属支撑固体氧化物燃料电池的制造工艺进行机器学习驱动优化的尝试
Pub Date : 2025-12-08 DOI: 10.1016/j.jalmes.2025.100230
Hirofumi Sumi , Mizuki Momai , Yuki Yamaguchi
A novel fabrication method for metal-supported solid oxide fuel cells (SOFCs) is proposed using nickel and iron oxides as raw support materials. This approach enables the co-sintering of all components in their oxide states via conventional ceramic processing. To minimize cell warpage, which is a critical issue in mechanical integrity, machine learning models, including random forest and linear regression, are employed to optimize the manufacturing process parameters. The random forest regression model demonstrated superior predictive accuracy (RMSE = 0.01454 and R2 = 0.7310) than the linear regression model (RMSE = 0.02253 and R2 = 0.4642), effectively capturing the non-linear relationships between the manufacturing process parameters and cell warpage. The electrolyte thickness, presintering temperature, and Ni/(Fe+Ni) atomic ratio are identified as key factors influencing cell warpage. Material characterizations using X-ray diffraction and coefficient of thermal expansion measurements validate these predictions. Although the open circuit voltage remains below the theoretical electromotive force owing to residual microstructural defects in the electrolyte, the cell warpage successfully reduced from 0.07578 to 0.03825 by increasing the presintering temperature from 1150 to 1250 °C. These results demonstrate the potential of machine learning for guiding manufacturing process optimization of mechanically robust and high-performance metal-supported SOFCs.
提出了一种以镍和铁氧化物为原料制备金属支撑固体氧化物燃料电池(SOFCs)的新方法。这种方法可以通过传统的陶瓷加工使所有成分在氧化状态下共烧结。为了最大限度地减少细胞翘曲,这是机械完整性中的一个关键问题,采用机器学习模型,包括随机森林和线性回归,来优化制造工艺参数。随机森林回归模型的预测精度(RMSE = 0.01454, R2 = 0.7310)优于线性回归模型(RMSE = 0.02253, R2 = 0.4642),有效地捕捉了制造工艺参数与细胞翘曲之间的非线性关系。电解液厚度、预熔温度和Ni/(Fe+Ni)原子比是影响电池翘曲的关键因素。使用x射线衍射和热膨胀系数测量的材料特性验证了这些预测。虽然由于电解液中残留的微结构缺陷,开路电压仍然低于理论电动势,但通过将预熔温度从1150℃提高到1250 ℃,电池翘曲成功地从0.07578降低到0.03825。这些结果证明了机器学习在指导机械鲁棒性和高性能金属支撑sofc的制造工艺优化方面的潜力。
{"title":"An attempt toward machine learning-driven optimization of manufacturing processes for metal-supported solid oxide fuel cells using nickel and iron oxides as raw support materials","authors":"Hirofumi Sumi ,&nbsp;Mizuki Momai ,&nbsp;Yuki Yamaguchi","doi":"10.1016/j.jalmes.2025.100230","DOIUrl":"10.1016/j.jalmes.2025.100230","url":null,"abstract":"<div><div>A novel fabrication method for metal-supported solid oxide fuel cells (SOFCs) is proposed using nickel and iron oxides as raw support materials. This approach enables the co-sintering of all components in their oxide states via conventional ceramic processing. To minimize cell warpage, which is a critical issue in mechanical integrity, machine learning models, including random forest and linear regression, are employed to optimize the manufacturing process parameters. The random forest regression model demonstrated superior predictive accuracy (RMSE = 0.01454 and <em>R</em><sup>2</sup> = 0.7310) than the linear regression model (RMSE = 0.02253 and <em>R</em><sup>2</sup> = 0.4642), effectively capturing the non-linear relationships between the manufacturing process parameters and cell warpage. The electrolyte thickness, presintering temperature, and Ni/(Fe+Ni) atomic ratio are identified as key factors influencing cell warpage. Material characterizations using X-ray diffraction and coefficient of thermal expansion measurements validate these predictions. Although the open circuit voltage remains below the theoretical electromotive force owing to residual microstructural defects in the electrolyte, the cell warpage successfully reduced from 0.07578 to 0.03825 by increasing the presintering temperature from 1150 to 1250 °C. These results demonstrate the potential of machine learning for guiding manufacturing process optimization of mechanically robust and high-performance metal-supported SOFCs.</div></div>","PeriodicalId":100753,"journal":{"name":"Journal of Alloys and Metallurgical Systems","volume":"13 ","pages":"Article 100230"},"PeriodicalIF":0.0,"publicationDate":"2025-12-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145738965","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A comprehensive comparison of dynamic strain localisation and mechanical behaviour in traditional and additively manufactured Ti6Al4V 传统和增材制造Ti6Al4V的动态应变局部化和力学行为的综合比较
Pub Date : 2025-12-06 DOI: 10.1016/j.jalmes.2025.100228
Govind Gour , Antonio Pellegrino
Titanium alloys are widely used in aerospace, defence, automotive, and biomedical engineering owing to their high specific strength and excellent corrosion resistance. Additive manufacturing has emerged as a promising alternative to conventional production methods, offering the capability to fabricate complex geometries while reducing processing time and material waste. In this study, the high strain rate deformation behaviour of Ti6Al4V produced by selective laser melting is investigated using a Split Hopkinson Tension Bar system equipped with a multi-camera high-speed imaging setup. A comprehensive experimental programme is conducted on specimens manufactured in three different build orientations to assess the influence of processing direction on dynamic strain localisation and true stress–strain response. The post-necking behaviour is examined and compared with that of conventionally forged Ti6Al4V, revealing notable differences in ductility and strain localisation mechanisms. In addition, the high strain rate compressive behaviour of both material variants and their temperature dependence are investigated using a Split Hopkinson Compression Bar system equipped with thermal conditioning. The deformation and failure mechanisms of additively manufactured specimens produced in different orientations are further examined through post-mortem analysis of the fracture surfaces.
钛合金具有高比强度和优异的耐腐蚀性,广泛应用于航空航天、国防、汽车和生物医学工程等领域。增材制造已经成为传统生产方法的一种有前途的替代方法,它能够制造复杂的几何形状,同时减少加工时间和材料浪费。在本研究中,使用配备多摄像头高速成像装置的分离式霍普金森张力杆系统研究了选择性激光熔化Ti6Al4V产生的高应变速率变形行为。为了评估加工方向对动态应变局部化和真应力-应变响应的影响,在三种不同的构建方向下对试样进行了综合试验。研究了后颈缩行为,并将其与传统锻造的Ti6Al4V进行了比较,揭示了延展性和应变局部化机制的显著差异。此外,两种材料变体的高应变率压缩行为及其温度依赖性使用配备热调节的分离式霍普金森压缩棒系统进行了研究。通过对断口表面的事后分析,进一步研究了不同取向的增材试样的变形和破坏机制。
{"title":"A comprehensive comparison of dynamic strain localisation and mechanical behaviour in traditional and additively manufactured Ti6Al4V","authors":"Govind Gour ,&nbsp;Antonio Pellegrino","doi":"10.1016/j.jalmes.2025.100228","DOIUrl":"10.1016/j.jalmes.2025.100228","url":null,"abstract":"<div><div>Titanium alloys are widely used in aerospace, defence, automotive, and biomedical engineering owing to their high specific strength and excellent corrosion resistance. Additive manufacturing has emerged as a promising alternative to conventional production methods, offering the capability to fabricate complex geometries while reducing processing time and material waste. In this study, the high strain rate deformation behaviour of Ti6Al4V produced by selective laser melting is investigated using a Split Hopkinson Tension Bar system equipped with a multi-camera high-speed imaging setup. A comprehensive experimental programme is conducted on specimens manufactured in three different build orientations to assess the influence of processing direction on dynamic strain localisation and true stress–strain response. The post-necking behaviour is examined and compared with that of conventionally forged Ti6Al4V, revealing notable differences in ductility and strain localisation mechanisms. In addition, the high strain rate compressive behaviour of both material variants and their temperature dependence are investigated using a Split Hopkinson Compression Bar system equipped with thermal conditioning. The deformation and failure mechanisms of additively manufactured specimens produced in different orientations are further examined through post-mortem analysis of the fracture surfaces.</div></div>","PeriodicalId":100753,"journal":{"name":"Journal of Alloys and Metallurgical Systems","volume":"13 ","pages":"Article 100228"},"PeriodicalIF":0.0,"publicationDate":"2025-12-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145698156","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Microstructural evolution of Mg-Nd-Zr alloy during multi-directional reverse shear processing Mg-Nd-Zr合金多向反剪切过程中的组织演变
Pub Date : 2025-11-19 DOI: 10.1016/j.jalmes.2025.100226
O. Tarasov , V. Greshta , D. Pavlenko , D. Tkach , O. Altukhov
This study investigates the microstructural evolution and hardness response of a Mg–Nd–Zr alloy subjected to a novel hot multi-directional reverse shear (MDRS) process developed by the authors. The MDRS technique represents a severe plastic deformation route designed to enhance shear deformation. This method was applied to deform the magnesium alloy under near-isothermal conditions. Finite element modeling and experimental data show that MDRS provides a more uniform distribution of equivalent strain than traditional MDF/CCDF processing routes. After four consecutive cycles, the ratio of accumulated strain in the central region to that in the peripheral region (inhomogeneity coefficient) is 2.5 for MDF and 1.62 for MDRS, respectively. The as-cast microstructure consists of equiaxed α-Mg grains (∼47 μm) and grain-boundary Mg₁₂Nd-type and Zr-rich particles, as confirmed by combined XRD and SEM/EDS analysis. MDRS processing leads to a non-monotonic grain size evolution: refinement to ∼32 μm after one cycle, partial coarsening to ∼39.7 μm after three cycles, and subsequent stabilisation at ∼41 μm after five cycles. The formation of a near-normal grain size distribution and ∼120° triple junctions after five cycles indicates a thermodynamically stabilised grain boundary network. The grain size and grain boundaries are controlled by the competition between deformation-induced grain refinement, accompanied by Zener pinning of the boundaries by dispersed particles, and thermally activated grain growth driven by continuous dynamic recrystallization. Microhardness increases by 6–16 % compared with the initial state. Higher hardness values are associated with regions of higher accumulated strain and refined grains. In contrast, the slight decrease in central hardness after five cycles correlates with partial grain coarsening, which remains above the initial level. The established relationships between strain distribution, microstructure and hardness demonstrate that MDRS is an efficient route for producing Mg–Nd–Zr alloy workpieces with controlled gradient properties and improved performance, promising for Mg-based bioresorbable implants and lightweight structural applications.
研究了Mg-Nd-Zr合金在热多向反剪切(MDRS)过程中的显微组织演变和硬度响应。MDRS技术代表了一种旨在增强剪切变形的剧烈塑性变形路线。将该方法应用于镁合金在近等温条件下的变形。有限元模拟和实验数据表明,与传统的MDF/CCDF加工路线相比,MDRS提供了更均匀的等效应变分布。连续4次循环后,MDF和MDRS的中心和外围累积应变之比(非均匀性系数)分别为2.5和1.62。结合XRD和SEM/EDS分析证实,铸态组织由等轴α-Mg晶粒(~ 47 μm)和晶界Mg₁₂nd型和富锆颗粒组成。MDRS处理导致晶粒尺寸的非单调演变:一个循环后细化到~ 32 μm,三个循环后部分粗化到~ 39.7 μm,五个循环后稳定在~ 41 μm。经过5次循环后,形成了接近正常的晶粒尺寸分布和~ 120°的三重结,这表明了一个热力学稳定的晶界网络。晶粒尺寸和晶界受变形诱导晶粒细化(分散颗粒对晶界的齐纳钉住)和连续动态再结晶驱动的热激活晶粒长大(热激活晶粒长大)两种因素的竞争控制。显微硬度比初始状态提高了6-16 %。较高的硬度值与较高的累积应变和细化晶粒的区域有关。中心硬度在5次循环后略有下降,与部分晶粒粗化有关,但仍高于初始水平。建立的应变分布、显微组织和硬度之间的关系表明,MDRS是生产具有可控梯度性能和改进性能的Mg-Nd-Zr合金工件的有效途径,有望用于mg基生物可吸收植入物和轻量化结构应用。
{"title":"Microstructural evolution of Mg-Nd-Zr alloy during multi-directional reverse shear processing","authors":"O. Tarasov ,&nbsp;V. Greshta ,&nbsp;D. Pavlenko ,&nbsp;D. Tkach ,&nbsp;O. Altukhov","doi":"10.1016/j.jalmes.2025.100226","DOIUrl":"10.1016/j.jalmes.2025.100226","url":null,"abstract":"<div><div>This study investigates the microstructural evolution and hardness response of a Mg–Nd–Zr alloy subjected to a novel hot multi-directional reverse shear (MDRS) process developed by the authors. The MDRS technique represents a severe plastic deformation route designed to enhance shear deformation. This method was applied to deform the magnesium alloy under near-isothermal conditions. Finite element modeling and experimental data show that MDRS provides a more uniform distribution of equivalent strain than traditional MDF/CCDF processing routes. After four consecutive cycles, the ratio of accumulated strain in the central region to that in the peripheral region (inhomogeneity coefficient) is 2.5 for MDF and 1.62 for MDRS, respectively. The as-cast microstructure consists of equiaxed α-Mg grains (∼47 μm) and grain-boundary Mg₁₂Nd-type and Zr-rich particles, as confirmed by combined XRD and SEM/EDS analysis. MDRS processing leads to a non-monotonic grain size evolution: refinement to ∼32 μm after one cycle, partial coarsening to ∼39.7 μm after three cycles, and subsequent stabilisation at ∼41 μm after five cycles. The formation of a near-normal grain size distribution and ∼120° triple junctions after five cycles indicates a thermodynamically stabilised grain boundary network. The grain size and grain boundaries are controlled by the competition between deformation-induced grain refinement, accompanied by Zener pinning of the boundaries by dispersed particles, and thermally activated grain growth driven by continuous dynamic recrystallization. Microhardness increases by 6–16 % compared with the initial state. Higher hardness values are associated with regions of higher accumulated strain and refined grains. In contrast, the slight decrease in central hardness after five cycles correlates with partial grain coarsening, which remains above the initial level. The established relationships between strain distribution, microstructure and hardness demonstrate that MDRS is an efficient route for producing Mg–Nd–Zr alloy workpieces with controlled gradient properties and improved performance, promising for Mg-based bioresorbable implants and lightweight structural applications.</div></div>","PeriodicalId":100753,"journal":{"name":"Journal of Alloys and Metallurgical Systems","volume":"12 ","pages":"Article 100226"},"PeriodicalIF":0.0,"publicationDate":"2025-11-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145579201","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Carbon fibre for applications in aerospace: A review 碳纤维在航空航天中的应用综述
Pub Date : 2025-11-19 DOI: 10.1016/j.jalmes.2025.100227
Rizalman Mamat , Muhammad Ikram Mohd Rashid , A.Z. Syahir , Erdiwansyah , Ahmad Fitri Yusop , Ahmad Tamimi
The aerospace industry increasingly relies on advanced composite materials to enhance structural performance while reducing environmental impact. Among these materials, carbon fibre-reinforced polymers (CFRPs) have emerged as the dominant choice due to their exceptional strength-to-weight ratio, fatigue resistance, and thermal stability. This review aims to provide a comprehensive analysis of the development, properties, manufacturing techniques, and sustainability aspects of carbon fibre composites in aerospace applications. A systematic literature-based approach was employed to evaluate recent advancements in microstructural design, automated manufacturing, and recycling technologies. The findings reveal that carbon fibre composites achieve 30–50 % weight reduction and 20–25 % fuel savings compared to traditional aluminium and titanium alloys, while maintaining superior mechanical and thermal performance. Emerging AI-driven, digital twin-based manufacturing systems improve process reliability, reducing defect rates by up to 30 % and reducing production cycles by 25–35 %. Moreover, hybrid and nanoreinforced composites incorporating carbon nanotubes or graphene demonstrate 10–25 % improvements in interlaminar strength and damage tolerance. From a sustainability perspective, recycling methods such as pyrolysis and solvolysis enable the recovery of 90–95 % of carbon fibres with minimal property degradation, supporting circular economy goals. The novelty of this review lies in integrating materials science, digital manufacturing, and sustainability to establish a unified framework for next-generation aerospace composites. In conclusion, carbon fibre technology stands at the intersection of high performance, intelligent manufacturing, and environmental responsibility, driving the evolution toward lighter, stronger, and more innovative aerospace systems.
航空航天工业越来越依赖于先进的复合材料来增强结构性能,同时减少对环境的影响。在这些材料中,碳纤维增强聚合物(CFRPs)因其卓越的强度重量比、抗疲劳性和热稳定性而成为主要选择。本文综述了碳纤维复合材料在航空航天领域的发展、性能、制造技术和可持续性等方面的综合分析。采用基于文献的系统方法来评估微结构设计、自动化制造和回收技术的最新进展。研究结果表明,与传统的铝合金和钛合金相比,碳纤维复合材料的重量减轻了30 - 50% %,燃料节省了20 - 25% %,同时保持了卓越的机械和热性能。新兴的人工智能驱动、基于数字孪生的制造系统提高了工艺可靠性,将缺缺率降低了30% %,将生产周期缩短了25 - 35% %。此外,含有碳纳米管或石墨烯的杂化和纳米增强复合材料在层间强度和损伤容限方面提高了10-25 %。从可持续发展的角度来看,热解和溶剂分解等回收方法能够以最小的性能降解回收90 - 95% %的碳纤维,支持循环经济目标。该综述的新颖之处在于将材料科学、数字制造和可持续性相结合,建立了下一代航空航天复合材料的统一框架。总之,碳纤维技术是高性能、智能制造和环境责任的交汇点,推动了航空航天系统向更轻、更强、更创新的方向发展。
{"title":"Carbon fibre for applications in aerospace: A review","authors":"Rizalman Mamat ,&nbsp;Muhammad Ikram Mohd Rashid ,&nbsp;A.Z. Syahir ,&nbsp;Erdiwansyah ,&nbsp;Ahmad Fitri Yusop ,&nbsp;Ahmad Tamimi","doi":"10.1016/j.jalmes.2025.100227","DOIUrl":"10.1016/j.jalmes.2025.100227","url":null,"abstract":"<div><div>The aerospace industry increasingly relies on advanced composite materials to enhance structural performance while reducing environmental impact. Among these materials, carbon fibre-reinforced polymers (CFRPs) have emerged as the dominant choice due to their exceptional strength-to-weight ratio, fatigue resistance, and thermal stability. This review aims to provide a comprehensive analysis of the development, properties, manufacturing techniques, and sustainability aspects of carbon fibre composites in aerospace applications. A systematic literature-based approach was employed to evaluate recent advancements in microstructural design, automated manufacturing, and recycling technologies. The findings reveal that carbon fibre composites achieve 30–50 % weight reduction and 20–25 % fuel savings compared to traditional aluminium and titanium alloys, while maintaining superior mechanical and thermal performance. Emerging AI-driven, digital twin-based manufacturing systems improve process reliability, reducing defect rates by up to 30 % and reducing production cycles by 25–35 %. Moreover, hybrid and nanoreinforced composites incorporating carbon nanotubes or graphene demonstrate 10–25 % improvements in interlaminar strength and damage tolerance. From a sustainability perspective, recycling methods such as pyrolysis and solvolysis enable the recovery of 90–95 % of carbon fibres with minimal property degradation, supporting circular economy goals. The novelty of this review lies in integrating materials science, digital manufacturing, and sustainability to establish a unified framework for next-generation aerospace composites. In conclusion, carbon fibre technology stands at the intersection of high performance, intelligent manufacturing, and environmental responsibility, driving the evolution toward lighter, stronger, and more innovative aerospace systems.</div></div>","PeriodicalId":100753,"journal":{"name":"Journal of Alloys and Metallurgical Systems","volume":"12 ","pages":"Article 100227"},"PeriodicalIF":0.0,"publicationDate":"2025-11-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145579200","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Ensemble analysis of parameters optimizations of copper electroplated NiTinol Plate through Matlab and robotic swarm particle 基于Matlab和机器人群粒子的镀铜镍钛诺板参数优化的集合分析
Pub Date : 2025-11-18 DOI: 10.1016/j.jalmes.2025.100225
Kavita Kripalani
Ensemble analysis of parameters optimization using Artificial Intelligence (AI) techniques of full factorial Swarm Differential Algorithm (SDA) and further with Matlab was applied in experimental procedure conducted in copper electroplated NiTinol Plate by evaluating its surface roughness of NiTinol plate. This approach applied optimization module using Artificial Intelligence model of swarm particle optimization which enhanced the accuracy and reliability of the parameters implied control. The analysis was done based on parameter analysis of temperature, thickness of Copper electroplated NiTinol plate, current density. After Data prepossessing, support vector Regression (SVR) was analyzed for pragmatic. Further, datasets were splatted into trained AI Model using subsequently its each dataset and then validating sets by evaluating individual performances. Stacking was used for training meta-model for combined predictions of individual models. Optimized parameters using Swarm differential algorithm in MATLAB was deployed. The results of the ensemble analysis were used to further validate the parameters of temperature and current density of electroplated NiTi plates. Optimized parameters model was further used for predicting and controlling the surface roughness in electroplated NiTinol plate which hence enhanced its surface finish. The analysis of Nitinol electroplating using swarm intelligence technique optimized coating thickness and surface roughness thus enhanced solder ability providing a sacrificial layer of micro fabrication,corrosion resistant biocompatible surface layer. The approach utilized a simulated 10 × 10 grid of measurements to identify under plated regions and rough surface areas, followed by a Particle Swarm Optimization (PSO) and MATLAB based parameters optimization strategy.
通过对镀铜镍钛诺板表面粗糙度的评价,将人工智能(AI)全因子群微分算法(SDA)参数优化的集成分析和Matlab应用于镍钛诺板的实验过程中。该方法将优化模块应用于人工智能的群粒子优化模型,提高了参数隐含控制的准确性和可靠性。通过对温度、镀铜镍钛诺板厚度、电流密度等参数的分析。数据预处理后,对支持向量回归(SVR)进行了实用分析。此外,数据集被分散到经过训练的人工智能模型中,随后使用其每个数据集,然后通过评估个人性能来验证集。使用堆叠方法训练元模型,对单个模型进行组合预测。利用MATLAB中的群微分算法对参数进行优化。利用系综分析的结果进一步验证了电镀镍钛板的温度和电流密度参数。利用优化后的参数模型对电镀镍钛诺板的表面粗糙度进行预测和控制,从而提高镀层的表面光洁度。利用群智能技术对镍钛诺镀层进行分析,优化镀层厚度和表面粗糙度,从而提高焊点性能,为微加工牺牲层、耐腐蚀生物相容性面层提供了有利条件。该方法利用模拟的10 × 10测量网格来识别镀下区域和粗糙表面,然后采用粒子群优化(PSO)和基于MATLAB的参数优化策略。
{"title":"Ensemble analysis of parameters optimizations of copper electroplated NiTinol Plate through Matlab and robotic swarm particle","authors":"Kavita Kripalani","doi":"10.1016/j.jalmes.2025.100225","DOIUrl":"10.1016/j.jalmes.2025.100225","url":null,"abstract":"<div><div>Ensemble analysis of parameters optimization using Artificial Intelligence (AI) techniques of full factorial Swarm Differential Algorithm (SDA) and further with Matlab was applied in experimental procedure conducted in copper electroplated NiTinol Plate by evaluating its surface roughness of NiTinol plate. This approach applied optimization module using Artificial Intelligence model of swarm particle optimization which enhanced the accuracy and reliability of the parameters implied control. The analysis was done based on parameter analysis of temperature, thickness of Copper electroplated NiTinol plate, current density. After Data prepossessing, support vector Regression (SVR) was analyzed for pragmatic. Further, datasets were splatted into trained AI Model using subsequently its each dataset and then validating sets by evaluating individual performances. Stacking was used for training meta-model for combined predictions of individual models. Optimized parameters using Swarm differential algorithm in MATLAB was deployed. The results of the ensemble analysis were used to further validate the parameters of temperature and current density of electroplated NiTi plates. Optimized parameters model was further used for predicting and controlling the surface roughness in electroplated NiTinol plate which hence enhanced its surface finish. The analysis of Nitinol electroplating using swarm intelligence technique optimized coating thickness and surface roughness thus enhanced solder ability providing a sacrificial layer of micro fabrication,corrosion resistant biocompatible surface layer. The approach utilized a simulated 10 × 10 grid of measurements to identify under plated regions and rough surface areas, followed by a Particle Swarm Optimization (PSO) and MATLAB based parameters optimization strategy.</div></div>","PeriodicalId":100753,"journal":{"name":"Journal of Alloys and Metallurgical Systems","volume":"12 ","pages":"Article 100225"},"PeriodicalIF":0.0,"publicationDate":"2025-11-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145579008","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Investigating hot tearing in 6xxx-series aluminium alloys: A combined thermodynamic and experimental approach 研究6xxx系列铝合金的热撕裂:热力学和实验相结合的方法
Pub Date : 2025-11-12 DOI: 10.1016/j.jalmes.2025.100221
Emidio Giansante , Alberto Fabrizi , Mohammad Pourgharibshahi , Giulio Timelli
The hot tearing of 6xxx-series aluminium alloys has been investigated over four levels of silicon (0.6, 0.8, 1.0, 1.2 wt%), magnesium (0.4, 0.6, 0.8, 1.0 wt%), iron (0.2, 0.4, 0.6, 0.8 wt%) and manganese (0.0, 0.2, 0.4, 0.6 wt%). Thermodynamic calculations based on the CALPHAD method were performed to evaluate the hot tearing index using the Kou criterion, and the results were compared with experimental data obtained by thermal analysis and microstructural investigations. The results revealed that the concentration of alloying elements, particularly silicon and magnesium, significantly affects the Kou index and the hot tearing behaviour of the material. An increase in iron content and the addition of manganese showed a beneficial effect on the resistance to hot tearing. The formation of branched α-AlFeSiMn compounds significantly reduced the development of hot tearing cracks, more so than the increased presence of the Mg2Si phase. Comparison of Kou index values derived from both thermodynamic calculations and experimental solidification curves showed that the selection of the solid fraction range is crucial. Good agreement was achieved between the calculations and the experimental data when using a solid fraction interval of 0.87–0.94. Finally, the experimental results confirmed that a preliminary qualitative assessment of susceptibility to hot tearing can be made without resorting to more resource-intensive testing methods.
研究了6xxx系列铝合金在硅(0.6、0.8、1.0、1.2 wt%)、镁(0.4、0.6、0.8、1.0 wt%)、铁(0.2、0.4、0.6、0.8 wt%)和锰(0.0、0.2、0.4、0.6 wt%)四个等级上的热撕裂。基于CALPHAD方法进行热力学计算,采用Kou准则评价热撕裂指数,并将计算结果与热分析和显微组织研究得到的实验数据进行比较。结果表明,合金元素的浓度,特别是硅和镁的浓度,对材料的Kou指数和热撕裂行为有显著影响。铁含量的增加和锰的添加对抗热撕裂性能有良好的影响。支化α-AlFeSiMn化合物的形成比Mg2Si相的增加更明显地减少了热撕裂裂纹的发展。由热力学计算和实验凝固曲线得到的Kou指数值的比较表明,固体分数范围的选择是至关重要的。当固相分数区间为0.87 ~ 0.94时,计算结果与实验数据吻合较好。最后,实验结果证实,无需使用更多资源密集型的测试方法,即可对热撕裂敏感性进行初步定性评估。
{"title":"Investigating hot tearing in 6xxx-series aluminium alloys: A combined thermodynamic and experimental approach","authors":"Emidio Giansante ,&nbsp;Alberto Fabrizi ,&nbsp;Mohammad Pourgharibshahi ,&nbsp;Giulio Timelli","doi":"10.1016/j.jalmes.2025.100221","DOIUrl":"10.1016/j.jalmes.2025.100221","url":null,"abstract":"<div><div>The hot tearing of 6xxx-series aluminium alloys has been investigated over four levels of silicon (0.6, 0.8, 1.0, 1.2 wt%), magnesium (0.4, 0.6, 0.8, 1.0 wt%), iron (0.2, 0.4, 0.6, 0.8 wt%) and manganese (0.0, 0.2, 0.4, 0.6 wt%). Thermodynamic calculations based on the CALPHAD method were performed to evaluate the hot tearing index using the Kou criterion, and the results were compared with experimental data obtained by thermal analysis and microstructural investigations. The results revealed that the concentration of alloying elements, particularly silicon and magnesium, significantly affects the Kou index and the hot tearing behaviour of the material. An increase in iron content and the addition of manganese showed a beneficial effect on the resistance to hot tearing. The formation of branched α-AlFeSiMn compounds significantly reduced the development of hot tearing cracks, more so than the increased presence of the Mg<sub>2</sub>Si phase. Comparison of Kou index values derived from both thermodynamic calculations and experimental solidification curves showed that the selection of the solid fraction range is crucial. Good agreement was achieved between the calculations and the experimental data when using a solid fraction interval of 0.87–0.94. Finally, the experimental results confirmed that a preliminary qualitative assessment of susceptibility to hot tearing can be made without resorting to more resource-intensive testing methods.</div></div>","PeriodicalId":100753,"journal":{"name":"Journal of Alloys and Metallurgical Systems","volume":"12 ","pages":"Article 100221"},"PeriodicalIF":0.0,"publicationDate":"2025-11-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145579198","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
Journal of Alloys and Metallurgical Systems
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1