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Investigating the effect of bias voltage on corrosion resistance and conductivity of CrN coating in simulated PEMFC environment 在模拟PEMFC环境中研究了偏置电压对CrN涂层耐蚀性和电导率的影响
IF 4.7 3区 材料科学 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-12-16 DOI: 10.1016/j.matchemphys.2025.131953
Qiang Chen , Qiong Zhou , Dandan Liang , Ergeng Zhang , Mingxu Su
CrN coatings were successfully deposited on 316 L stainless steel and silicon wafer using the cathodic arc technique by tailoring the bias voltage. The effect of bias voltage on the microstructure and corrosion resistance of CrN coatings in simulated proton exchange membrane fuel cell (PEMFC) environment was investigated in detail. The results show that the improved bias voltage favors the increased coating compactness with decreased columnar structure and surface roughness. Meanwhile, high bias voltage contributes to the growth of CrN along (220) with low strain energy. However, high bias voltage leads to decreased adhesion strength caused by increased residual stress. CrN-150 performs the highest Ecorr (0.104 VSCE), lowest icorr (3.37 × 10−8 A cm−2), and largest Rct (1.13 × 107 Ω cm2), demonstrating that CrN-150 has superior corrosion resistance compared to others in both kinetics and thermodynamics. This is simultaneously triggered by the reduced penetration path and decreased contact region of the electrolyte owing to the high density and smooth surface of CrN-150. Moreover, CrN-150 possesses the lowest interfacial contact resistance (ICR) before and after PSP tests, which is attributed to the special structure and excellent corrosion resistance. In conclusion, this work provides a reference for the performance regulation of CrN coating applied to bipolar plates of PEMFC.
利用阴极电弧技术,通过调整偏置电压,成功地在316l不锈钢和硅片上沉积了CrN涂层。在模拟质子交换膜燃料电池(PEMFC)环境中,研究了偏压对CrN涂层微观结构和耐蚀性的影响。结果表明:提高偏置电压有利于提高涂层致密性,降低涂层的柱状结构和表面粗糙度;同时,高偏置电压有利于低应变能CrN沿(220)生长。然而,高偏置电压会导致残余应力增加,从而降低粘接强度。CrN-150具有最高的Ecorr (0.104 VSCE),最低的icorr (3.37 × 10−8 A cm−2)和最大的Rct (1.13 × 107 Ω cm2),这表明CrN-150在动力学和热力学方面都具有优越的耐腐蚀性。这是由于CrN-150的高密度和光滑表面减少了电解质的渗透路径和接触区域。此外,CrN-150在PSP试验前后具有最低的界面接触电阻(ICR),这归功于其特殊的结构和优异的耐腐蚀性。综上所述,本研究为CrN涂层在PEMFC双极板上的性能调控提供了参考。
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引用次数: 0
Enhancing drug delivery efficiency on an abdominal aortic aneurysm: A study on quantum dot particle interactions and prediction using artificial Intelligence 提高腹主动脉瘤给药效率:量子点粒子相互作用及人工智能预测研究
IF 4.7 3区 材料科学 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-12-16 DOI: 10.1016/j.matchemphys.2025.131957
Sepehr Behrouzifar , Sina Ebrahimi , Iman Mirafzal , Amir Shamloo, Fazel Mehraein
Targeted drug delivery to abnormal vascular regions such as abdominal aortic aneurysms (AAA) remains a clinical challenge. In this study, we explore the potential use of quantum dot (QD) particles as drug carriers for occluded or stenosed vascular regions. Quantum dot (QD) particles are utilized to deliver drugs to occluded or stenosed vascular regions of the vessels. Recently, studies have highlighted the importance of the physical and optical attributes of quantum dot particles in drug delivery. These properties enable real-time imaging, tracking, and monitoring of nanoparticle trajectories during vascular drug delivery. Moreover, their tunable size allows for optimal drug loading and precise navigation toward targeted vascular sites, improving localization and minimizing systemic side effects. In this research, we investigate quantum dots' physical properties and utilize magnetic force to enhance the efficiency of drug delivery procedures. We evaluate the performance of QDs by quantifying their interactions with the AAA luminal surface and tracking the proportion of particles exiting the aortic bifurcation downstream. Our results indicate that particle–wall interactions increase significantly with higher particle density and diameter, and are further enhanced under magnetic fields—with a maximum increase of 149 % in wall collisions for 160 nm QDs at 5810 kg/m3. Finally, a predictive application based on the Random Forest algorithm—achieving a mean absolute error of only 1.54 %—was developed to estimate QD-target interaction rates based on particle size and density.
靶向药物递送到异常血管区域,如腹主动脉瘤(AAA)仍然是一个临床挑战。在这项研究中,我们探索了量子点(QD)粒子作为闭塞或狭窄血管区域的药物载体的潜在用途。量子点(QD)粒子用于将药物输送到血管闭塞或狭窄的血管区域。近年来,研究强调了量子点粒子的物理和光学特性在药物传递中的重要性。这些特性使血管药物输送过程中纳米颗粒轨迹的实时成像、跟踪和监测成为可能。此外,它们可调节的大小允许最佳药物装载和精确导航到目标血管部位,提高定位和最小化全身副作用。在这项研究中,我们研究了量子点的物理性质,并利用磁力来提高药物递送过程的效率。我们通过量化量子点与AAA管腔表面的相互作用以及跟踪从主动脉分叉下游流出的粒子比例来评估量子点的性能。我们的研究结果表明,随着粒子密度和直径的增加,粒子-壁相互作用显著增加,并且在磁场作用下进一步增强-在5810 kg/m3的160 nm量子点中,壁碰撞最大增加149%。最后,基于随机森林算法的预测应用程序-实现平均绝对误差仅为1.54% -被开发用于估计基于颗粒大小和密度的量子点目标相互作用率。
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引用次数: 0
Microstructural evolution driven tribological synergy in Inconel 718–Stainless steel 321 Heterojunctions fabricated via hybrid FSW 杂化FSW制备Inconel 718 -不锈钢321异质结的微观组织演化驱动摩擦学协同效应
IF 4.7 3区 材料科学 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-12-15 DOI: 10.1016/j.matchemphys.2025.131949
Rituraj Bhattacharjee , Prabhat Chand Yadav , Tejas Arandhara , Ranamay Saha , Tanmoy Medhi , Pankaj Biswas
Induction-assisted friction stir welding (IAFSW) has gained significant attention for enhancing weld quality of dissimilar materials, particularly high melting-point alloys like Inconel-steel, which are difficult to weld by conventional fusion welding due to solidification defects and thermal divergence. The present study investigates the microstructural evolution, mechanical performance and wear behavior of dissimilar Inconel 718-Stainless Steel 321 (IN718-SS321) joints fabricated using IAFSW. Two parameter sets of 300 rpm with 40 mm/min (i.e., 300/40) and 450 rpm with 70 mm/min (i.e., 450/70) are evaluated. Thermal history analysis reveals that, specifically under the 450/70 condition, the higher heat input facilitates dynamic recrystallization (DRX) and enhances plasticization. Microstructural analysis utilizing electron backscatter diffraction (EBSD) and transmission electron microscopy (TEM) identifies ultrafine grains (UFGs) formation, dense dislocation networks and phase precipitations, including M23C6 carbides (∼55 nm), γʺ (Ni3Nb, ∼32 nm), Cr2Ni3 intermetallic (∼365 nm), and δ-phase precipitates. Fabricated welded specimen 450/70 with refined microstructure, precipitate strengthening experienced a reduced coefficient of friction (COF) of 0.395 and specific wear rate (SWR) of 3.164 × 10−13 m3/N-m. The sample demonstrates superior wear resistance, with reductions of ∼20 % COF, ∼40 % SWR compared to SS321, and ∼9 %, ∼20 % reductions, respectively, compared to IN718. Furthermore, relative to 300/40 condition, 450/70 specimen shows ∼5 % lower COF and ∼4 % lower SWR, demonstrating enhanced tribological response. These findings confirm IAFSW as a robust technique for sound, high-strength dissimilar joints with applications in aerospace, nuclear, and oil-gas sectors.
感应辅助搅拌摩擦焊(IAFSW)在提高异种材料的焊接质量方面得到了广泛的关注,特别是高熔点合金,如Inconel-steel,由于凝固缺陷和热发散,传统的熔焊难以焊接。研究了异种Inconel 718-不锈钢321 (IN718-SS321)焊接接头的显微组织演变、力学性能和磨损行为。评估了300转/分钟、40毫米/分钟(即300/40)和450转/分钟、70毫米/分钟(即450/70)两个参数集。热历史分析表明,特别是在450/70条件下,较高的热输入有利于动态再结晶(DRX)和增强塑化。利用电子背散射衍射(EBSD)和透射电子显微镜(TEM)进行的显微结构分析发现了超细晶粒(UFGs)的形成、密集的位错网络和相沉淀,包括M23C6碳化物(~ 55 nm)、γ ^ 9 (Ni3Nb, ~ 32 nm)、Cr2Ni3金属间化合物(~ 365 nm)和δ相沉淀。450/70焊接试样组织细化,析出相强化摩擦系数(COF)降低0.395,比磨损率(SWR)为3.164 × 10−13 m3/N-m。该样品表现出优异的耐磨性,与SS321相比,COF减少了~ 20%,SWR减少了~ 40%,与IN718相比,分别减少了~ 9%,~ 20%。此外,与300/40条件相比,450/70样品的COF降低了~ 5%,SWR降低了~ 4%,显示出增强的摩擦学响应。这些发现证实了IAFSW是一种可靠的技术,可用于航空航天、核能和油气领域的高强度异型接头。
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引用次数: 0
Molecular design of N-alkylated tetrazole inhibitors for steel alloy corrosion: Combined experimental, theoretical, and environmental study 用于钢合金腐蚀的n -烷基化四氮唑抑制剂的分子设计:结合实验、理论和环境研究
IF 4.7 3区 材料科学 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-12-15 DOI: 10.1016/j.matchemphys.2025.131947
H. Elmrayej , R. Sghyar , S. Aourabi , T. Ben Hadda , R. Tihmmou , R. Salghi , M. Chafiq , A. Chaouiki , M. Taleb
In this study, a series of novel N-alkylated tetrazole derivatives were synthesized via the introduction of an ethyl piperidine moiety into the tetrazole core. The alkylation reactions were carried out under phase-transfer catalysis (PTC) conditions, using tetra-n-butylammonium bromide (TBAB) as the phase-transfer catalyst and potassium carbonate as the base. Following a previously established methodology, the resulting N-alkyltetrazoles were subsequently reacted with 1-(2-chloroethyl) piperidine hydrochloride, leading to the formation of two regioisomeric families: 1,5-disubstituted and 2,5-disubstituted tetrazoles. The chemical structures of the synthesized compounds (1,5-T and 2,5-T) were confirmed through 1H and 13C nuclear magnetic resonance (NMR) spectroscopy and mass spectrometry. Additionally, a 1 M HCl environment was used to evaluate the effectiveness of the molecules in inhibiting corrosion. We combined experimental techniques like electrochemical impedance spectroscopy (EIS) and potentiodynamic polarization (PDP) with theoretical approaches like density functional theory (DFT), density functional tight binding (DFTB), molecular dynamics (MD), and POM (Petra/Osiris/Molinspiration) simulations to understand their mechanisms of action fully. The structural features that support their inhibition efficacy are highlighted by this combined methodology, which also confirms their potential as effective mixed-type corrosion inhibitors. Furthermore, DFT calculations were carried out to validate the suggested structures. This study contributes significantly to the research and development of environmental solutions by linking eco-innovation with industrial application, offering a sustainable model for anti-corrosion strategies in the metal industry.
在本研究中,通过在四唑核心中引入一个乙基哌啶片段,合成了一系列新的n -烷基化四唑衍生物。以四正丁基溴化铵(TBAB)为相转移催化剂,碳酸钾为碱,在相转移催化(PTC)条件下进行烷基化反应。根据先前建立的方法,得到的n -烷基四唑随后与1-(2-氯乙基)哌啶盐酸盐反应,形成两个区域异构体家族:1,5-二取代和2,5-二取代四唑。合成的化合物(1,5- t和2,5- t)的化学结构通过1H和13C核磁共振(NMR)谱和质谱证实。此外,在1 M HCl环境中,评估了分子的缓蚀效果。我们将电化学阻抗谱(EIS)和动电位极化(PDP)等实验技术与密度泛函理论(DFT)、密度泛函紧密结合(DFTB)、分子动力学(MD)和POM (Petra/Osiris/Molinspiration)模拟等理论方法相结合,全面了解它们的作用机制。这种组合方法强调了支持其缓蚀效果的结构特征,这也证实了它们作为有效的混合型缓蚀剂的潜力。此外,进行了DFT计算以验证所建议的结构。本研究通过将生态创新与工业应用相结合,为环境解决方案的研究和开发做出了重大贡献,为金属工业的防腐策略提供了一个可持续的模型。
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引用次数: 0
Multifunctional B4C/SnO2 Nanocomposites: A study on antimicrobial activity, photocatalysis, and electrical properties 多功能B4C/SnO2纳米复合材料:抗菌活性、光催化和电性能的研究
IF 4.7 3区 材料科学 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-12-15 DOI: 10.1016/j.matchemphys.2025.131942
Kanika Baru , Manjot Kaur , Kajal Kumari , Nijamuddin Ansari , Atul Tiwari , Akshay Kumar , Ramovatar Meena
In this study, a novel B4C/SnO2 nanocomposite was synthesized via a facile wet chemical route and comprehensively evaluated for its antimicrobial, photocatalytic, and electrical properties. The 30 % SnO2-loaded B4C/SnO2 nanocomposite exhibited high photocatalytic performance under solar irradiation, achieving ∼98 % degradation of Rhodamine B dye within 60 min with an apparent rate constant (k) of 0.04067 min−1. UV–Vis analysis confirmed enhanced visible-light absorption due to interfacial charge transfer between B4C and SnO2. In addition, the B4C/SnO2 nanocomposite demonstrated significant antibacterial activity against Gram-negative bacteria with inhibition zones of 12–20 mm and showing MIC values of 300.85, 244.46, and 178.6 μg/mL against E. coli, and 235.95, 194.34, and 113.06 μg/mL against P. aeruginosa for the 10 %, 20 %, and 30 % SnO2 loadings, respectively. attributed to the generation of reactive oxygen species and direct interaction with bacterial cell walls. Electrical conductivity measurements indicated thermally activated conduction behavior, with an activation energy of 0.84 eV, confirming the high-resistivity semiconducting nature of the B4C/SnO2 composite and its potential relevance for temperature-sensitive and resistive sensing applications. The synergistic interaction between B4C and SnO2 contributes to the multifunctionality of the composite, highlighting its potential in environmental remediation, antimicrobial coatings, and electronic applications.
本研究通过湿法合成了一种新型的B4C/SnO2纳米复合材料,并对其抗菌、光催化和电学性能进行了综合评价。负载30% SnO2的B4C/SnO2纳米复合材料在太阳照射下表现出良好的光催化性能,在60分钟内达到~ 98%的罗丹明B染料降解,表观速率常数(k)为0.04067 min−1。UV-Vis分析证实,由于B4C和SnO2之间的界面电荷转移,B4C和SnO2之间的可见光吸收增强。此外,B4C/SnO2纳米复合材料对革兰氏阴性菌的抑制范围为12 ~ 20 mm,对大肠杆菌的MIC值分别为300.85、244.46和178.6 μg/mL,对铜绿假单胞菌的MIC值分别为235.95、194.34和113.06 μg/mL。归因于活性氧的产生和与细菌细胞壁的直接相互作用。电导率测量表明,B4C/SnO2复合材料具有热激活传导行为,活化能为0.84 eV,证实了B4C/SnO2复合材料的高电阻率半导体特性及其在温度敏感和电阻传感应用中的潜在相关性。B4C和SnO2之间的协同作用有助于复合材料的多功能性,突出了其在环境修复,抗菌涂层和电子应用方面的潜力。
{"title":"Multifunctional B4C/SnO2 Nanocomposites: A study on antimicrobial activity, photocatalysis, and electrical properties","authors":"Kanika Baru ,&nbsp;Manjot Kaur ,&nbsp;Kajal Kumari ,&nbsp;Nijamuddin Ansari ,&nbsp;Atul Tiwari ,&nbsp;Akshay Kumar ,&nbsp;Ramovatar Meena","doi":"10.1016/j.matchemphys.2025.131942","DOIUrl":"10.1016/j.matchemphys.2025.131942","url":null,"abstract":"<div><div>In this study, a novel B<sub>4</sub>C/SnO<sub>2</sub> nanocomposite was synthesized via a facile wet chemical route and comprehensively evaluated for its antimicrobial, photocatalytic, and electrical properties. The 30 % SnO<sub>2</sub>-loaded B<sub>4</sub>C/SnO<sub>2</sub> nanocomposite exhibited high photocatalytic performance under solar irradiation, achieving ∼98 % degradation of Rhodamine B dye within 60 min with an apparent rate constant (k) of 0.04067 min<sup>−1</sup>. UV–Vis analysis confirmed enhanced visible-light absorption due to interfacial charge transfer between B<sub>4</sub>C and SnO<sub>2</sub>. In addition, the B<sub>4</sub>C/SnO<sub>2</sub> nanocomposite demonstrated significant antibacterial activity against Gram-negative bacteria with inhibition zones of 12–20 mm and showing MIC values of 300.85, 244.46, and 178.6 μg/mL against <em>E. coli</em>, and 235.95, 194.34, and 113.06 μg/mL against <em>P. aeruginosa</em> for the 10 %, 20 %, and 30 % SnO<sub>2</sub> loadings, respectively. attributed to the generation of reactive oxygen species and direct interaction with bacterial cell walls. Electrical conductivity measurements indicated thermally activated conduction behavior, with an activation energy of 0.84 eV, confirming the high-resistivity semiconducting nature of the B<sub>4</sub>C/SnO<sub>2</sub> composite and its potential relevance for temperature-sensitive and resistive sensing applications. The synergistic interaction between B<sub>4</sub>C and SnO<sub>2</sub> contributes to the multifunctionality of the composite, highlighting its potential in environmental remediation, antimicrobial coatings, and electronic applications.</div></div>","PeriodicalId":18227,"journal":{"name":"Materials Chemistry and Physics","volume":"350 ","pages":"Article 131942"},"PeriodicalIF":4.7,"publicationDate":"2025-12-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145787506","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Improving the bonding strength of copper/steel joint in the laser lap welding by applying rolling force 利用轧制力提高激光搭接焊接铜/钢接头的结合强度
IF 4.7 3区 材料科学 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-12-15 DOI: 10.1016/j.matchemphys.2025.131950
Qian Sun , Kang Zhang , Yiyi Xue , Zhenxing Li , Xiaonan Wang , Jie Chen
To overcome the deterioration of welding joint caused by crack defects during Cu/304 stainless steel (SS) dissimilar laser welding, a post-weld rolling technique was developed. By applying rolling immediately after welding, the bonding quality of Cu/304SS was successfully improved. In this work, continuous fiber laser was employed for lap welding of T2 Cu/304 SS, followed by the application of 1000–2000 N rolling pressure. The effects of rolling process on weld microstructure and mechanical properties were investigated. Experimental results indicated that the copper segregation at cellular grain boundaries formed copper-rich reticulated γ-Fe phases, which served as potential crack initiation sites. Due to the thermal stress, cracks propagated along grain boundaries, leading to the fracture in the weld zone of lap joints. The density and maximum length of cracks were decreased by applying 2000 N rolling force, and the maximum tensile load was increased by 33.2 %. Simulation results demonstrated the welding residual stress was decreased effectively, thereby inhibiting the crack propagation. This research provides new insights for the control of residual stress and suppression of cracks in the copper/stainless steel laser welding.
针对Cu/304不锈钢异种激光焊接过程中裂纹缺陷导致焊接接头恶化的问题,提出了一种焊后轧制工艺。通过焊后立即轧制,成功地提高了Cu/304SS的粘接质量。本文采用连续光纤激光对T2 Cu/304 SS进行搭接焊接,然后施加1000 ~ 2000 N的轧制压力。研究了轧制工艺对焊缝组织和力学性能的影响。实验结果表明,胞状晶界处的铜偏析形成富铜网状γ-Fe相,是潜在的裂纹起裂部位。由于热应力的作用,裂纹沿晶界扩展,导致搭接焊缝区断裂。施加2000 N轧制力可降低裂纹密度和最大裂纹长度,使最大拉伸载荷提高33.2%。仿真结果表明,焊接残余应力有效降低,从而抑制了裂纹扩展。该研究为铜/不锈钢激光焊接残余应力的控制和裂纹的抑制提供了新的思路。
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引用次数: 0
Effect of air pressure on thermal oxidation and wear behaviour of Ti6Al4V alloy 气压对Ti6Al4V合金热氧化及磨损性能的影响
IF 4.7 3区 材料科学 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-12-15 DOI: 10.1016/j.matchemphys.2025.131948
Hasan Guleryuz
In this study, effect of low air pressure on the thermal oxidation and wear behaviour of Ti6Al4V alloy was examined. Oxidation at 750 °C for 2 h under 1.0 × 10−5 atm created a thinner oxide scale but maintained an equivalent oxygen diffusion zone. It provided equivalent surface hardness, but, improved oxide adhesion, and wear resistance compared to oxidation at the same temperature for 2 h under 1 atm. The alloy treated under low air pressure showed wear resistance two orders of magnitude higher than oxidation performed at atmospheric pressure. Both oxidised alloys significantly outperformed untreated Ti6Al4V in sliding wear tests conducted under a 3 N load. Low air pressure oxidation offers better wear resistance while maintaining surface integrity.
本文研究了低气压对Ti6Al4V合金热氧化和磨损性能的影响。在1.0 × 10−5大气压下750°C氧化2 h,产生了较薄的氧化层,但保持了等效的氧扩散区。它提供了相同的表面硬度,但是,与在相同温度下在1atm下氧化2小时相比,提高了氧化物的附着力和耐磨性。在低气压下处理的合金的耐磨性比在常压下处理的合金高两个数量级。在3n载荷下进行的滑动磨损试验中,两种氧化合金的性能都明显优于未处理的Ti6Al4V。低气压氧化提供更好的耐磨性,同时保持表面完整性。
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引用次数: 0
A machine learning and microstructural synergy for flow stress prediction in hot-deformed Ti–6Al–4Mo–1V–0.1Si alloy 热变形Ti-6Al-4Mo-1V-0.1Si合金流变应力预测的机器学习和微观组织协同
IF 4.7 3区 材料科学 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-12-15 DOI: 10.1016/j.matchemphys.2025.131943
Prashil S. Joshi , Diksha Mahadule , Rajesh K. Khatirkar
This study employs a range of sophisticated machine learning (ML) methods to forecast the flow stress characteristics of a Mo-rich α + β titanium alloy (Ti–6Al–4Mo–1V–0.1Si, in wt%) under hot deformation conditions. True stress–strain data were experimentally gathered over a wide thermomechanical range and applied to create predictive models. Input variables comprised true strain, logarithmic strain rate, and inverse temperature. Multiple regression-based machine learning models were evaluated, such as Artificial Neural Networks (ANN), Random Forest (RF), Gradient Boosting Regressor (GBR), Support Vector Regression (SVR), Polynomial Regression (PR), XGBoost, CatBoost, and Gaussian Process Regression (GPR). XGBoost and CatBoost demonstrated enhanced precision, greatly exceeding traditional methods. SHAP (SHapley Additive exPlanations) analysis emphasized strain and the inverse temperature as key factors affecting the predicted flow stress. Residual error plots additionally confirmed the statistical strength of the tree-based models, exhibiting tightly clustered, zero-centered errors. These results were enhanced by microstructural analyses utilizing kernel average misorientation and grain orientation spread mappings acquired at various temperatures and strain rates. At decreased strain rates and lower temperatures, these values increased indicating restricted dynamic recovery and elevated geometrically necessary dislocation densities. In contrast, at higher temperatures, a decrease in misorientation values showed improved recovery and partial globularization. These findings offered a mechanistic foundation for the flow stress behavior predicted by ML. This research highlights the potential of ensemble-based ML models as dependable substitutes for conventional constitutive equations.
本研究采用了一系列复杂的机器学习(ML)方法来预测富mo α + β钛合金(Ti-6Al-4Mo-1V-0.1Si, wt%)在热变形条件下的流动应力特性。真实的应力-应变数据在广泛的热力学范围内通过实验收集,并应用于创建预测模型。输入变量包括真应变、对数应变率和逆温度。评估了基于多元回归的机器学习模型,如人工神经网络(ANN)、随机森林(RF)、梯度增强回归(GBR)、支持向量回归(SVR)、多项式回归(PR)、XGBoost、CatBoost和高斯过程回归(GPR)。XGBoost和CatBoost显示出更高的精度,大大超过传统方法。SHapley加性解释(SHapley Additive explanation)分析强调应变和逆温度是影响预测流变应力的关键因素。残差图还证实了基于树的模型的统计强度,显示出紧密聚类,零中心误差。利用在不同温度和应变速率下获得的籽粒平均取向偏差和晶粒取向扩展图进行显微组织分析,进一步证实了上述结果。当应变速率降低和温度降低时,这些值增加,表明动态恢复受限,几何上必需的位错密度升高。相比之下,在较高温度下,取向偏差值的降低表明采收率和部分全球化有所提高。这些发现为ML预测流变应力行为提供了机制基础。该研究强调了基于集成的ML模型作为传统本构方程可靠替代品的潜力。
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引用次数: 0
Unveiling the exchange bias effect, enhanced photocatalytic and electrochemical performances in phase-engineered Mn-doped ZnO nanocrystals Co-Hosting ZnMn2O4/Zn2MnO4 spinels 揭示了共载ZnMn2O4/Zn2MnO4尖晶石的相工程mn掺杂ZnO纳米晶体的交换偏置效应、增强的光催化和电化学性能
IF 4.7 3区 材料科学 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-12-14 DOI: 10.1016/j.matchemphys.2025.131946
Supin Karonnan Koroth , M. Vasundhara
Mn-doped ZnO nanocrystals exhibit a unique interplay between structural, photocatalytic, electrochemical, and magnetic functionalities, arising from doping and the evolution of secondary phases. In this study, a series of Zn1-xMnxO nanocrystals with varying Mn content are synthesized and their detailed photocatalytic, electrochemical and magnetic properties were systematically investigated. X-ray diffraction and Raman analysis confirm the formation of secondary spinel phases, namely ZnMn2O4 and Zn2MnO4, in addition to the primary hexagonal Zn1-xMnxO matrix. Field emission scanning electron microscopy and high-resolution transmission electron microscopy showed agglomerated, polygonal nanostructures with distorted hexagonal morphologies, while selected area electron diffraction confirmed the polycrystalline nature and coexistence of all three phases. X-ray photoelectron spectroscopy analysis reveals mixed valence states of Mn2+/Mn3+/Mn4+ and further confirms the coexistence of all three phases. These coexisting phases significantly influence the multifunctional behaviour of the material. The formation of these mixed phases leads to enhanced heterojunction interfaces, promoting efficient charge separation and improved visible-light photocatalytic activity, achieving ∼94 % photocatalytic efficiency within 60 min. Electrochemical analysis reveals increased specific capacitance with Mn incorporation, indicating good charge storage behaviour which attributes to the multiple active sites introduced by the spinel components. Magnetic measurements show notable clear asymmetry in hysteresis loop and increased coercivity, confirming the presence of exchange bias effect, which is found to have enhancement with increasing Mn content, likely due to interfacial coupling between ferromagnetic, antiferromagnetic, and spin-glass-like regions originating from different phases. To the best of our knowledge, this is the first report of exchange bias behaviour in Mn-doped ZnO nanocrystals featuring coexisting hexagonal and spinel structures. These findings provide valuable insights into the role of phase evolution in tuning multifunctional properties and establish a foundation for designing phase-engineered ZnO-based nanomaterials for energy, photocatalytic, and spintronic applications.
mn掺杂ZnO纳米晶体表现出独特的结构、光催化、电化学和磁功能之间的相互作用,这是由掺杂和二次相的演化引起的。在本研究中,合成了一系列不同Mn含量的Zn1-xMnxO纳米晶体,并对其光催化、电化学和磁性进行了详细的系统研究。x射线衍射和拉曼分析证实,除了初生六方Zn1-xMnxO基体外,还形成了二次尖晶石相ZnMn2O4和Zn2MnO4。场发射扫描电子显微镜和高分辨率透射电子显微镜显示出具有扭曲六边形形貌的团聚多边形纳米结构,而选择区域电子衍射证实了这三个相的多晶性和共存性。x射线光电子能谱分析显示了Mn2+/Mn3+/Mn4+的混合价态,进一步证实了这三个相的共存。这些共存相显著地影响了材料的多功能行为。这些混合相的形成增强了异质结界面,促进了有效的电荷分离,提高了可见光催化活性,在60分钟内实现了~ 94%的光催化效率。电化学分析表明,Mn的加入增加了比电容,表明尖晶石组分引入的多个活性位点具有良好的电荷存储性能。磁测量显示,磁滞回线明显不对称,矫顽力增加,证实了交换偏置效应的存在。随着Mn含量的增加,交换偏置效应增强,这可能是由于来自不同相的铁磁、反铁磁和自旋玻璃状区域之间的界面耦合。据我们所知,这是mn掺杂ZnO纳米晶体中具有共存的六方和尖晶石结构的交换偏置行为的第一篇报道。这些发现为相位演变在调节多功能特性中的作用提供了有价值的见解,并为设计用于能源、光催化和自旋电子应用的相工程zno基纳米材料奠定了基础。
{"title":"Unveiling the exchange bias effect, enhanced photocatalytic and electrochemical performances in phase-engineered Mn-doped ZnO nanocrystals Co-Hosting ZnMn2O4/Zn2MnO4 spinels","authors":"Supin Karonnan Koroth ,&nbsp;M. Vasundhara","doi":"10.1016/j.matchemphys.2025.131946","DOIUrl":"10.1016/j.matchemphys.2025.131946","url":null,"abstract":"<div><div>Mn-doped ZnO nanocrystals exhibit a unique interplay between structural, photocatalytic, electrochemical, and magnetic functionalities, arising from doping and the evolution of secondary phases. In this study, a series of Zn<sub>1-x</sub>Mn<sub>x</sub>O nanocrystals with varying Mn content are synthesized and their detailed photocatalytic, electrochemical and magnetic properties were systematically investigated. X-ray diffraction and Raman analysis confirm the formation of secondary spinel phases, namely ZnMn<sub>2</sub>O<sub>4</sub> and Zn<sub>2</sub>MnO<sub>4</sub>, in addition to the primary hexagonal Zn<sub>1-x</sub>Mn<sub>x</sub>O matrix. Field emission scanning electron microscopy and high-resolution transmission electron microscopy showed agglomerated, polygonal nanostructures with distorted hexagonal morphologies, while selected area electron diffraction confirmed the polycrystalline nature and coexistence of all three phases. X-ray photoelectron spectroscopy analysis reveals mixed valence states of Mn<sup>2+</sup>/Mn<sup>3+</sup>/Mn<sup>4+</sup> and further confirms the coexistence of all three phases. These coexisting phases significantly influence the multifunctional behaviour of the material. The formation of these mixed phases leads to enhanced heterojunction interfaces, promoting efficient charge separation and improved visible-light photocatalytic activity, achieving ∼94 % photocatalytic efficiency within 60 min. Electrochemical analysis reveals increased specific capacitance with Mn incorporation, indicating good charge storage behaviour which attributes to the multiple active sites introduced by the spinel components. Magnetic measurements show notable clear asymmetry in hysteresis loop and increased coercivity, confirming the presence of exchange bias effect, which is found to have enhancement with increasing Mn content, likely due to interfacial coupling between ferromagnetic, antiferromagnetic, and spin-glass-like regions originating from different phases. To the best of our knowledge, this is the first report of exchange bias behaviour in Mn-doped ZnO nanocrystals featuring coexisting hexagonal and spinel structures. These findings provide valuable insights into the role of phase evolution in tuning multifunctional properties and establish a foundation for designing phase-engineered ZnO-based nanomaterials for energy, photocatalytic, and spintronic applications.</div></div>","PeriodicalId":18227,"journal":{"name":"Materials Chemistry and Physics","volume":"350 ","pages":"Article 131946"},"PeriodicalIF":4.7,"publicationDate":"2025-12-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145787351","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Self-healing epoxy coatings filled with microcapsules of linseed oil 亚麻籽油微胶囊填充的自修复环氧涂料
IF 4.7 3区 材料科学 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-12-13 DOI: 10.1016/j.matchemphys.2025.131941
Javad Ramezanpour , Rouhollah Bagheri , Saied Nouri Khorasani , Bahram Ramezanzadeh , Mohammadsadegh Koochaki
This study presents a physicochemical approach to the design and fabrication of biobased linseed oil microcapsules via coaxial electrospray for application in self-healing, corrosion-resistant epoxy coatings. Linseed oil, a renewable and biodegradable healing agent, was encapsulated within styrene-acrylonitrile (SAN) shells using a controlled electrospray process, enabling precise modulation of capsule morphology, size distribution, and core–shell integrity. The influence of processing parameters on interfacial stability and encapsulation efficiency was systematically investigated. The obtained microcapsules (MCs) were analyzed using several techniques, including FT-IR, FE-SEM, optical microscopy (OP), and TGA, and the results confirmed a successful encapsulation of linseed oil. The resulting MCs were incorporated into epoxy matrices, and their self-healing performance was evaluated through EIS, salt spray testing, and surface characterization. Coatings containing 5 wt% MCs exhibited superior barrier properties and autonomous healing behavior upon mechanical damage, achieving a healing efficiency of 97 % and showing negligible water uptake after 672 h of immersion in a saline solution, as determined by EIS measurements. Moreover, OP and FE-SEM analysis of the scratched coatings after seven days provided visual evidence of the healing efficiency of the coatings containing 5 wt% of MCs. The findings demonstrate that electrospray microencapsulation offers a scalable and tunable route for integrating biobased healing agents into functional coatings, with significant implications for sustainable corrosion protection in industrial environments.
本研究提出了一种物理化学方法,通过同轴电喷雾设计和制造生物基亚麻籽油微胶囊,用于自修复,耐腐蚀的环氧涂料。亚麻籽油是一种可再生的可生物降解的愈合剂,使用可控的电喷雾工艺将亚麻籽油封装在苯乙烯-丙烯腈(SAN)壳中,可以精确调节胶囊的形态、尺寸分布和核壳完整性。系统研究了工艺参数对界面稳定性和包封效率的影响。利用FT-IR、FE-SEM、光学显微镜(OP)和TGA等技术对所得微胶囊进行了分析,结果证实了亚麻油的成功包封。将合成的MCs加入到环氧树脂基体中,并通过EIS、盐雾测试和表面表征来评估其自愈性能。根据EIS测量,含有5wt % MCs的涂层在机械损伤时表现出优异的屏障性能和自主愈合行为,达到97%的愈合效率,并且在盐水溶液中浸泡672小时后,吸水率可以忽略不计。此外,7天后对划伤涂层的OP和FE-SEM分析提供了含有5% MCs的涂层愈合效率的直观证据。研究结果表明,电喷雾微胶囊为将生物基愈合剂整合到功能涂层中提供了一种可扩展和可调的途径,对工业环境中的可持续腐蚀防护具有重要意义。
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Materials Chemistry and Physics
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