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Effect of melting current on microstructure, mechanical, and corrosion properties of wire arc additive non-equimolar FeCrNiMnCuSi high-entropy alloys
IF 3.5 3区 材料科学 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-03-10 DOI: 10.1007/s10853-025-10639-6
Tianle Xv, Mengqi Cong, Weining Lei, Zilong Han, Haoyu Zhong, Shuo Yang

To explore the application of high-entropy alloys in the field of additive manufacturing, a non-equimolar FeCrNiMnCuSi HEAs was prepared using wire arc additive manufacturing technology. The effects of different cladding currents on the microstructure, microhardness, tensile properties, tribological properties, and corrosion resistance of the HEAs bulk were investigated. The experimental results showed that the prepared HEAs bulk was composed of FCC phases with the columnar crystals. As the cladding current increased, the average grain size of the HEA increased from 41.9 μm at 160 A to 68.5 μm at 220 A, the average hardness decreased, and the tensile strength exhibited a trend of first increasing and then decreasing. At a cladding current of 180 A, the tensile properties were optimal, with a tensile strength of 746.88 MPa and an elongation of 46.85% in the build direction, and a tensile strength of 768.53 MPa with an elongation of 38.12% in the transverse direction. As the cladding current increased, the wear rate of the HEAs initially decreased and then increased. The lowest wear rate reaching 4.36 × 10−5 mm3·N−1·m−1 was observed at a cladding current of 180 A. The wear mechanism of the 180 A HEAs was mainly adhesive wear and oxidative wear. Additionally, as the cladding current increased, the corrosion resistance of the HEAs improved. This improvement was primarily due to the higher cladding current inhibiting the segregation of Cu at the grain boundaries, thereby preventing uneven corrosion behavior.

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引用次数: 0
First-principles study of oxide formation and stability in the equiatomic CoCrFeNi high-entropy alloy
IF 3.5 3区 材料科学 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-03-10 DOI: 10.1007/s10853-025-10738-4
Dennis Boakye, Chuang Deng

Atomistic modeling using first-principles density functional theory was employed to investigate the early-stage oxidation and passivity of CoCrFeNi high-entropy alloy (HEA). Our findings reveal increased adsorption energy and charge transfer for sites with higher Cr density, indicating preferential Cr oxidation. The work function of the HEA increases with adsorbate coverage due to changes in the electrostatic dipole moment between HEA and adsorbates. Diffusion activation energies showed no correlation with local atomic configurations but were accurately predicted using an effective spatial-energy parameter. Density of states and d-band center calculations indicated a shift toward the Fermi level, suggesting enhanced surface reactivity, particularly for Cr. The HEA surface demonstrated high oxygen reactivity at high temperatures and low pressures, making recovery of the clean surface impossible. These insights facilitated the calculation of the oxygen diffusion coefficient, advancing the understanding of oxide formation and stability in CoCrFeNi HEA.

采用第一原理密度泛函理论建立原子模型,研究了钴铬铁镍高熵合金(HEA)的早期氧化和钝化。我们的研究结果表明,铬密度较高的位点的吸附能和电荷转移增加,表明铬优先氧化。由于 HEA 与吸附剂之间静电偶极矩的变化,HEA 的功函数随吸附剂覆盖率的增加而增加。扩散活化能与局部原子构型没有相关性,但使用有效空间能参数可以准确预测。状态密度和 d 带中心计算表明,HEA 表面向费米级移动,这表明其表面反应活性增强,尤其是对 Cr 的反应活性。HEA 表面在高温和低压下表现出较高的氧反应性,使得清洁表面无法恢复。这些见解促进了氧扩散系数的计算,加深了人们对 CoCrFeNi HEA 中氧化物形成和稳定性的理解。
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引用次数: 0
Prediction of weight change of glass fiber reinforced polymer matrix composites with SiC nanoparticles after artificial aging by artificial neural network-based model 基于人工神经网络的模型预测添加了纳米碳化硅的玻璃纤维增强聚合物基复合材料人工老化后的重量变化
IF 3.5 3区 材料科学 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-03-09 DOI: 10.1007/s10853-025-10747-3
Hayri Yıldırım

In this study, the weights of SiC (silicon carbide) nanoparticle-filled and unfilled glass fiber reinforced polymer matrix composites (PMC) after artificial aging were estimated using an artificial neural network (ANN) model. Composite samples with different SiC nanoparticle weight fractions (0%, 0.5%, 1%, 1.5%, 2%) were produced by vacuum infusion method and subjected to artificial aging at 70 ºC and 85% relative humidity for 0, 250, 500, 750, 1000, 1250, and 1500 h. The weights of the samples were measured and recorded periodically during the aging process. The developed ANN model was trained to estimate the sample weight using SiC nanoparticle weight fraction and aging time as input parameters. The network with four neurons in a single hidden layer was trained with the Levenberg–Marquardt feedforward backpropagation algorithm, and a total of 35 datasets were used for training, testing, and validation. The weights predicted by the model overlapped with the experimentally obtained data with high accuracy. The mean square error (MSE) value calculated to evaluate the accuracy and adequacy of the model was determined as 0.001225 in the 256th iteration. It was concluded that the trained artificial neural network model was able to predict the weights of SiC nanoparticle-filled and unfilled glass fiber reinforced PMCs with high accuracy and efficiency.

Graphical abstract

本研究采用人工神经网络(ANN)模型估算了填充碳化硅(SiC)纳米颗粒和未填充玻璃纤维增强聚合物基复合材料(PMC)人工老化后的重量。采用真空灌注法制备了不同 SiC 纳米粒子重量分数(0%、0.5%、1%、1.5%、2%)的复合材料样品,并在 70 ºC 和 85% 相对湿度条件下进行了 0、250、500、750、1000、1250 和 1500 h 的人工老化。使用 SiC 纳米粒子的重量分数和老化时间作为输入参数,对所开发的 ANN 模型进行训练,以估计样品重量。采用 Levenberg-Marquardt 前馈反向传播算法训练了单个隐藏层中有四个神经元的网络,共使用了 35 个数据集进行训练、测试和验证。模型预测的权重与实验获得的数据高度吻合。在第 256 次迭代中,为评估模型的准确性和充分性而计算出的均方误差(MSE)值为 0.001225。结论是训练后的人工神经网络模型能够高精度、高效率地预测填充 SiC 纳米粒子和未填充玻璃纤维增强 PMC 的重量。
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引用次数: 0
Highly porous polyaniline (PANI): a novel green catalytic method for morphology control 高多孔聚苯胺(PANI):一种新型绿色形态控制催化方法
IF 3.5 3区 材料科学 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-03-09 DOI: 10.1007/s10853-025-10759-z
Melissa Greta Galloni, Cristina Della Pina, Veronica Bortolotto, Vasilissa Nikonova, Ermelinda Falletta, Claudia L. Bianchi

Conducting polymers (CPs) combine the electric charge conduction properties of metals with polymers’ advantages. Among CPs, polyaniline (PANI) is unique for its characteristics and physico-chemical properties. PANI traditional synthesis, based on the oxidative polymerization of aniline by strong inorganic oxidant, is still the most employed, albeit it leads to a large amount of toxic and carcinogenic waste. This approach has become less practicable in the last years due to stricter rules on environmental protection and pollution limits. Therefore, the possibility of using more environmentally friendly oxidants and alternative reaction mechanisms, which avoid the production of toxic by-products, represents an attractive goal. Based on these aspects, a new synthetic method has been developed in the last years, starting from more sustainable reagents (N-phenyl-p-phenylenediamine and molecular oxygen or hydrogen peroxide), demonstrating improved biocompatibility of the obtained polymer. However, PANI from aniline (PANI1) and that from N-phenyl-p-phenylenediamine (PANI2) differ, particularly in terms of morphology, porosity (porous PANI1 and compact PANI2), and conductivity (higher for PANI1). Since it is not clear which parameters are mainly affecting the final properties of PANI2, the goal of the present work is investigating the mechanisms involved in the synthesis of the two materials to modulate and enhance the final properties of PANI2, making it a sustainable alternative to traditional PANI1. Finally, for the first time, a comparative life cycle assessment (LCA) study was conducted on PANI synthesis to compare the traditional method (PANI1) and the “green” one (PANI2) to determine whether the latter truly reduces the environmental impact.

Graphical abstract

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引用次数: 0
Amplification of tumor oxidative stresses with Shikonin-Fe(II) liposomal nanomedicine for enhanced anticancer treatment
IF 3.5 3区 材料科学 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-03-08 DOI: 10.1007/s10853-025-10746-4
Yanling Chen, Yuanyuan Gao, Xiaolu Li, He Zhao, Xiuxia Zhou, Gen Li, Zhiheng Li, Jian Pan, Jian Wang, Hairong Wang

Tumoral cell apoptosis and necroptosis could be accelerated by further amplified intracellular oxidative stress, which could be enhanced through the ferrous-based intracellular Fenton reaction. Shikonin, a necroptosis inducer and anticancer chemotherapeutic drug, has been reported to be able to produce the intracellular reactive species (ROS) in several types of tumor cells, facilitating oxidative stress increase by coordination with ferrous. A functional complex (Shik-Fe(II)) served not only as the catalyst of Fenton reaction but also as the ROS producer was prepared in this work. However, the formulated Shik-Fe(II) exhibited the poor water solubility alongside with the fast clearance rate, resulting in the limited application. Herein, Shik-Fe(II) was encapsulated in the stealth liposomal carrier to overcome the poor water solubility of Shik-Fe(II) and form the functional lipid nanomedicine Shik-Fe(II)@Lip. After the internalization of Shik-Fe(II)@Lip by neuroblastoma cells, the intracellular oxidative stress could be dramatically enhanced by the increased level of ROS as well as the cytotoxic hydroxyl radicals (·OH) generating from Fe(II)-mediated Fenton reaction, ultimately resulting in the advanced therapeutic effect. Thus, this work presents the preparation of functional Shik-Fe(II)@Lip as an effective anticancer formulation with both chemotherapeutic effect and the remarkable intracellular oxidative stress amplification capability for clinical application.

肿瘤细胞凋亡和坏死可通过进一步扩大细胞内氧化应激而加速,而氧化应激可通过以亚铁为基础的细胞内芬顿反应而增强。Shikonin 是一种坏死诱导剂和抗癌化疗药物,有报道称它能在几种类型的肿瘤细胞中产生细胞内活性物质(ROS),通过与亚铁的配合促进氧化应激的增加。本研究制备的功能性复合物(Shik-Fe(II))不仅是芬顿反应的催化剂,也是 ROS 的产生者。然而,配制的 Shik-Fe(II)水溶性差,清除速度快,因此应用有限。本文将 Shik-Fe(II)封装在隐形脂质体载体中,克服了 Shik-Fe(II)水溶性差的问题,形成了功能性脂质纳米药物 Shik-Fe(II)@Lip。Shik-Fe(II)@Lip被神经母细胞瘤细胞内化后,细胞内的氧化应激可通过ROS水平的增加以及Fe(II)介导的Fenton反应产生的细胞毒性羟自由基(-OH)而显著增强,最终产生高级治疗效果。因此,本研究将制备功能性 Shik-Fe(II)@Lip 作为一种有效的抗癌制剂,既具有化疗效果,又具有显著的细胞内氧化应激放大能力,可应用于临床。
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引用次数: 0
Surface matters: passivation in carbon dot synthesis—a critical review
IF 3.5 3区 材料科学 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-03-08 DOI: 10.1007/s10853-025-10764-2
Rich Jhon Paul Latiza, Jerry Olay, Carlou Eguico, Rommel Jose Yan, Rugi Vicente Rubi

From fighting corrosion to illuminating cancer cells, can one material truly do it all? Carbon dots (CDs), with their unique properties, offer a promising answer to the escalating global challenges of environmental pollution and infrastructure degradation. Surface passivation, achieved through doping, is crucial in enhancing CD stability and photoluminescence. Doping with heteroatoms and metal ions modifies CD surface chemistry and electronic properties, resulting in improved fluorescence, stability, and anti-corrosion performance. This comprehensive review explores various doping techniques and their impact on CD properties, highlighting their diverse applications in anti-corrosion coatings, solar cells, bioimaging, sensing, and antibacterial agents. The review also addresses future perspectives and challenges in doped CD research, emphasizing the need for innovative doping strategies, scalable production methods, standardization, and successful device integration. The strategic manipulation of CD properties through doping will undoubtedly play a pivotal role in shaping the future of nanomaterial science and engineering, paving the way for innovative solutions to global challenges.

从抗腐蚀到照亮癌细胞,一种材料真的能做到这一切吗?碳点(CD)具有独特的性能,为应对不断升级的环境污染和基础设施退化等全球性挑战提供了一个前景广阔的答案。通过掺杂实现的表面钝化是提高碳点稳定性和光致发光的关键。掺杂杂原子和金属离子可改变光盘的表面化学和电子特性,从而提高荧光、稳定性和抗腐蚀性能。本综述探讨了各种掺杂技术及其对光盘特性的影响,重点介绍了它们在防腐蚀涂层、太阳能电池、生物成像、传感和抗菌剂中的各种应用。综述还探讨了掺杂光盘研究的未来前景和挑战,强调了创新掺杂策略、可扩展生产方法、标准化和成功器件集成的必要性。毫无疑问,通过掺杂对光盘特性进行战略性操纵将在塑造纳米材料科学与工程的未来中发挥关键作用,为解决全球性挑战的创新方案铺平道路。
{"title":"Surface matters: passivation in carbon dot synthesis—a critical review","authors":"Rich Jhon Paul Latiza,&nbsp;Jerry Olay,&nbsp;Carlou Eguico,&nbsp;Rommel Jose Yan,&nbsp;Rugi Vicente Rubi","doi":"10.1007/s10853-025-10764-2","DOIUrl":"10.1007/s10853-025-10764-2","url":null,"abstract":"<div><p>From fighting corrosion to illuminating cancer cells, can one material truly do it all? Carbon dots (CDs), with their unique properties, offer a promising answer to the escalating global challenges of environmental pollution and infrastructure degradation. Surface passivation, achieved through doping, is crucial in enhancing CD stability and photoluminescence. Doping with heteroatoms and metal ions modifies CD surface chemistry and electronic properties, resulting in improved fluorescence, stability, and anti-corrosion performance. This comprehensive review explores various doping techniques and their impact on CD properties, highlighting their diverse applications in anti-corrosion coatings, solar cells, bioimaging, sensing, and antibacterial agents. The review also addresses future perspectives and challenges in doped CD research, emphasizing the need for innovative doping strategies, scalable production methods, standardization, and successful device integration. The strategic manipulation of CD properties through doping will undoubtedly play a pivotal role in shaping the future of nanomaterial science and engineering, paving the way for innovative solutions to global challenges.</p></div>","PeriodicalId":645,"journal":{"name":"Journal of Materials Science","volume":"60 11","pages":"5006 - 5018"},"PeriodicalIF":3.5,"publicationDate":"2025-03-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143668232","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 strength–ductility synergy in a low-alloy steel via quenching and isochronal C partitioning 通过淬火和等速碳分配提高低合金钢的强度-电导率协同效应
IF 3.5 3区 材料科学 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-03-07 DOI: 10.1007/s10853-025-10680-5
Y. Wang, L. K. Huang, K. X. Song, F. Liu

In the conventional quenching and partitioning (Q&P) process, the so-called film-like austenite, which is generally fabricated by decreasing the quenching temperatures, oftentimes contains a high C content of up to 1.2 wt.%, which is unfavorable for improving the ductility. Here, we combine the quenching with isochronal partitioning (Q&IP) to obtain the newly Q&IP steel, featuring the film-like austenite with a slightly reduced C content of 0.98 wt.%. As compared with the traditional Q&P steel fabricated by quenching and isothermal partitioning, the Q&IP steel exhibits higher yield and ultimate tensile strengths (1168 ± 8.7 MPa and 1722 ± 10.2 MPa, respectively) and good ductility (with a uniform elongation of 13.2 ± 0.2%), due to the combination of the enhanced dislocation plasticity, the higher back stress hardening, and the durable transformation-induced plasticity effect. Applying a thermo-kinetic theory of generalized stability, we further demonstrate that the increased strength and good plasticity in the Q&IP steel come from the phase transformations with high thermodynamic driving forces and high generalized stability.

Graphical abstract

{"title":"Improving strength–ductility synergy in a low-alloy steel via quenching and isochronal C partitioning","authors":"Y. Wang,&nbsp;L. K. Huang,&nbsp;K. X. Song,&nbsp;F. Liu","doi":"10.1007/s10853-025-10680-5","DOIUrl":"10.1007/s10853-025-10680-5","url":null,"abstract":"<div><p>In the conventional quenching and partitioning (Q&amp;P) process, the so-called film-like austenite, which is generally fabricated by decreasing the quenching temperatures, oftentimes contains a high C content of up to 1.2 wt.%, which is unfavorable for improving the ductility. Here, we combine the quenching with isochronal partitioning (Q&amp;IP) to obtain the newly Q&amp;IP steel, featuring the film-like austenite with a slightly reduced C content of 0.98 wt.%. As compared with the traditional Q&amp;P steel fabricated by quenching and isothermal partitioning, the Q&amp;IP steel exhibits higher yield and ultimate tensile strengths (1168 ± 8.7 MPa and 1722 ± 10.2 MPa, respectively) and good ductility (with a uniform elongation of 13.2 ± 0.2%), due to the combination of the enhanced dislocation plasticity, the higher back stress hardening, and the durable transformation-induced plasticity effect. Applying a thermo-kinetic theory of generalized stability, we further demonstrate that the increased strength and good plasticity in the Q&amp;IP steel come from the phase transformations with high thermodynamic driving forces and high generalized stability.</p><h3>Graphical abstract</h3>\u0000<div><figure><div><div><picture><source><img></source></picture></div></div></figure></div></div>","PeriodicalId":645,"journal":{"name":"Journal of Materials Science","volume":"60 11","pages":"5177 - 5191"},"PeriodicalIF":3.5,"publicationDate":"2025-03-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143667842","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
Impact of the twin boundary on nickel-based superalloy behavior during tensile deformation using molecular dynamics
IF 3.5 3区 材料科学 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-03-06 DOI: 10.1007/s10853-025-10745-5
Hamed Heydari, Sayed Hassan Nourbakhsh, Mojtaba Zolfaghari

The improvement of nickel-based superalloys' mechanical properties can be achieved by controlling the grain boundary structure, particularly the twin boundary. Understanding the role of the twin boundary in deformation and mechanical properties can develop grain boundary engineering strategies to increase the mechanical properties of nickel-based superalloys. This paper examines the effects of three different orientations of the twin boundary to the loading direction, i.e., parallel, inclined, and perpendicular under uniaxial tensile loading, on the mechanical properties and mechanisms of slip and dislocation generation. A molecular dynamics model is used to simulate the behavior of the nickel-based superalloy. The results indicate that the yield stress of the nickel-based superalloy is improved by the twin boundary perpendicular to the loading direction. In contrast, parallel and inclined twin boundaries weaken the material's yield stress. The yield stresses are 12.97, 11.45, 10.33, and 13.65 GPa, respectively, for the sample without a twin boundary, containing a twin boundary parallel, inclined, and perpendicular to the loading direction. The results demonstrate that when the twin boundary is parallel or perpendicular to the loading direction, the slip planes are inclined to the twin boundary. However, when the twin boundary is inclined to the loading direction, the dislocations mainly slip gradually parallel to the twin boundary. Also, the twin boundary changes the material's toughness. The toughness values for samples without the twin boundary and with the twin boundary parallel, inclined, and perpendicular to the loading direction are 0.134, 0.139, 0.292, and 0.06 GPa, respectively. Also, the creation and growth of the crack due to the ultimate stress occurs at points in the phase interface for the parallel twin boundary and in the twin boundary for the inclined and perpendicular twin boundaries.

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引用次数: 0
Enhanced Pt/C and PtCu/C electrocatalysts for improved oxygen reduction reaction in proton-exchange membrane fuel cells
IF 3.5 3区 材料科学 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-03-06 DOI: 10.1007/s10853-025-10757-1
A. A. Alekseenko, K. O. Paperzh, A. S. Pavlets, S. V. Belenov, E. A. Moguchikh, A. K. Nevelskaya, Yu. A. Bayan, M. V. Danilenko, I. V. Pankov, V. E. Guterman

The conversion of fuel chemical energy into electricity in fuel cells is hindered by the slow kinetics of the cathodic oxygen reduction reaction (ORR) and the high cost of platinum-containing Pt/C catalysts. Thus, projects to produce advanced materials for efficient ORR flow and reduction of a platinum loading in the catalytic layer are still relevant. The current interdisciplinary research combines such fields as electrocatalysis, materials science, and nanotechnology. We have studied stability and ORR mass activity of the Pt/C and PtCu/C catalysts depending on their microstructure and established the impact of individual Pt NPs at the support on functional characteristics of those electrocatalysts. The catalysts exhibiting outstanding activity have been obtained by various wet-synthesis methods, as well as using an N-doped carbon support. The Pt/C catalysts synthesized are characterized by a high uniformity of the NPs spatial distribution over the carbon support. The platinum and platinum − copper catalysts on an N-doped carbon support have demonstrated extremely high catalytic activity due to the synergistic effect of alloying of platinum with d-metal and the modified electronic structure of the support. The values of ORR mass activity of about 400 A/g(Pt) for Pt/C and more than 1,300 A/g(Pt) for PtCu/C have thus been achieved.

{"title":"Enhanced Pt/C and PtCu/C electrocatalysts for improved oxygen reduction reaction in proton-exchange membrane fuel cells","authors":"A. A. Alekseenko,&nbsp;K. O. Paperzh,&nbsp;A. S. Pavlets,&nbsp;S. V. Belenov,&nbsp;E. A. Moguchikh,&nbsp;A. K. Nevelskaya,&nbsp;Yu. A. Bayan,&nbsp;M. V. Danilenko,&nbsp;I. V. Pankov,&nbsp;V. E. Guterman","doi":"10.1007/s10853-025-10757-1","DOIUrl":"10.1007/s10853-025-10757-1","url":null,"abstract":"<p>The conversion of fuel chemical energy into electricity in fuel cells is hindered by the slow kinetics of the cathodic oxygen reduction reaction (ORR) and the high cost of platinum-containing Pt/C catalysts. Thus, projects to produce advanced materials for efficient ORR flow and reduction of a platinum loading in the catalytic layer are still relevant. The current interdisciplinary research combines such fields as electrocatalysis, materials science, and nanotechnology. We have studied stability and ORR mass activity of the Pt/C and PtCu/C catalysts depending on their microstructure and established the impact of individual Pt NPs at the support on functional characteristics of those electrocatalysts. The catalysts exhibiting outstanding activity have been obtained by various wet-synthesis methods, as well as using an N-doped carbon support. The Pt/C catalysts synthesized are characterized by a high uniformity of the NPs spatial distribution over the carbon support. The platinum and platinum − copper catalysts on an N-doped carbon support have demonstrated extremely high catalytic activity due to the synergistic effect of alloying of platinum with d-metal and the modified electronic structure of the support. The values of ORR mass activity of about 400 A/g(Pt) for Pt/C and more than 1,300 A/g(Pt) for PtCu/C have thus been achieved.</p>","PeriodicalId":645,"journal":{"name":"Journal of Materials Science","volume":"60 11","pages":"5035 - 5051"},"PeriodicalIF":3.5,"publicationDate":"2025-03-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143667829","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
Developing new high-entropy alloys with enhanced hardness using a hybrid machine learning approach: integrating interpretability and NSGA-II optimization
IF 3.5 3区 材料科学 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-03-05 DOI: 10.1007/s10853-025-10729-5
Debsundar Dey, Anik Pal, Pranjal Biyani, Pritam Mandal, Snehanshu Pal, Suchandan Das, Santanu Dey, Manojit Ghosh

This study uses machine learning (ML) to simplify the complex and time-consuming process of predicting the hardness of high-entropy alloys (HEAs). A stacking regression model combined with a Transformed Target Regressor (TTR) is proposed, utilizing three top-performing base models such as support vector regression (SVR), LightGBM (LGBM), and random forest (RF). The model incorporates 20 key thermodynamic, mismatch, and combination parameters (physical features) along with 18 different elements to enhance generalization and account for various input feature effects, specifically to predict the hardness of HEAs. Feature selection was done in two stages using the Pearson correlation coefficient (Pc) and conditional mutual information-based feature selection (CMIFS) methods. The impact of alloy composition and physical features on hardness was analyzed with SHapley Additive exPlanations (SHAP) values and partial dependence plots (PDPs), helping to better understand the model’s predictions. The stacked model outperformed the individual models, achieving an overall R2 score of 0.88 and 0.99 for composition and physical features-based data, respectively. Additionally, the non-dominated sorting genetic algorithm II (NSGA-II) was used to optimize the hardness of the HEAs, resulting in a more than 24% increase in hardness compared to the initial data. The optimized composition of Al17.24Fe24.79Cr1.95Mo6.84 Ti13.03 Nb7.89 Hf8.26 was identified as having the highest hardness. This ML workflow serves as a general framework to optimize alloy chemical spaces and input features to achieve desired properties. Overall, this model provides interpretability and generalization through ensemble learning, offering insights for designing high hardness HEAs.

Graphical abstract

{"title":"Developing new high-entropy alloys with enhanced hardness using a hybrid machine learning approach: integrating interpretability and NSGA-II optimization","authors":"Debsundar Dey,&nbsp;Anik Pal,&nbsp;Pranjal Biyani,&nbsp;Pritam Mandal,&nbsp;Snehanshu Pal,&nbsp;Suchandan Das,&nbsp;Santanu Dey,&nbsp;Manojit Ghosh","doi":"10.1007/s10853-025-10729-5","DOIUrl":"10.1007/s10853-025-10729-5","url":null,"abstract":"<div><p>This study uses machine learning (ML) to simplify the complex and time-consuming process of predicting the hardness of high-entropy alloys (HEAs). A stacking regression model combined with a Transformed Target Regressor (TTR) is proposed, utilizing three top-performing base models such as support vector regression (SVR), LightGBM (LGBM), and random forest (RF). The model incorporates 20 key thermodynamic, mismatch, and combination parameters (physical features) along with 18 different elements to enhance generalization and account for various input feature effects, specifically to predict the hardness of HEAs. Feature selection was done in two stages using the Pearson correlation coefficient (<i>P</i><sub><i>c</i></sub>) and conditional mutual information-based feature selection (CMIFS) methods. The impact of alloy composition and physical features on hardness was analyzed with SHapley Additive exPlanations (SHAP) values and partial dependence plots (PDPs), helping to better understand the model’s predictions. The stacked model outperformed the individual models, achieving an overall <i>R</i><sup>2</sup> score of 0.88 and 0.99 for composition and physical features-based data, respectively. Additionally, the non-dominated sorting genetic algorithm II (NSGA-II) was used to optimize the hardness of the HEAs, resulting in a more than 24% increase in hardness compared to the initial data. The optimized composition of Al<sub>17.24</sub>Fe<sub>24.79</sub>Cr<sub>1.95</sub>Mo<sub>6.84</sub> Ti<sub>13.03</sub> Nb<sub>7.89</sub> Hf<sub>8.26</sub> was identified as having the highest hardness. This ML workflow serves as a general framework to optimize alloy chemical spaces and input features to achieve desired properties. Overall, this model provides interpretability and generalization through ensemble learning, offering insights for designing high hardness HEAs.</p><h3>Graphical abstract</h3>\u0000<div><figure><div><div><picture><source><img></source></picture></div></div></figure></div></div>","PeriodicalId":645,"journal":{"name":"Journal of Materials Science","volume":"60 10","pages":"4820 - 4845"},"PeriodicalIF":3.5,"publicationDate":"2025-03-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143622038","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
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