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Transfer learning for data-efficient modeling of composite metasurface and FSS unit cells 复合超表面和FSS单元胞的数据高效建模迁移学习
IF 2 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2026-01-08 DOI: 10.1186/s40712-025-00392-8
Alexander Wolff, Lukas Mueller, Steffen Klingel, Marco Rahm

This work presents a transfer learning approach for the forward design of composite unit cells of metasurfaces and frequency-selective surfaces (FSS). As a specific application, we target reconfigurable intelligent surfaces (RIS) for wireless communication. We demonstrate that forward models for dual-dipole unit cells can be trained using significantly fewer data by reusing pre-trained models of simpler, single-dipole structures. Our architecture reduces the required training data by up to a factor of 25 while maintaining a mean squared error (MSE) on the order of (10^{-2}). After establishing the forward model for the dual-dipole RIS, we use it in an inverse design framework to synthesize a composite 2-bit RIS unit cell operating at 26.5 GHz. The resulting RIS provides phase modulation in a 270(^circ) range by tuning the reverse bias voltage of integrated varactor diodes. Numerical simulations confirm the validity of the proposed approach, establishing transfer learning as a data-efficient and practical method for the design of composite unit cell structures.

本文提出了一种迁移学习方法,用于超表面和频率选择表面(FSS)复合单元格的正向设计。作为一个特定的应用,我们的目标是无线通信的可重构智能表面(RIS)。我们证明了双偶极子单元细胞的正演模型可以通过重用更简单的单偶极子结构的预训练模型来使用更少的数据进行训练。我们的架构将所需的训练数据减少了25倍,同时保持了(10^{-2})量级的均方误差(MSE)。在建立了双偶极子RIS的正演模型后,我们将其应用于逆设计框架中,合成了一个工作在26.5 GHz的复合2位RIS单元格。由此产生的RIS通过调谐集成变容二极管的反向偏置电压,在270 (^circ)范围内提供相位调制。数值模拟验证了该方法的有效性,证明了迁移学习是一种高效实用的复合材料单胞结构设计方法。
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引用次数: 0
Impact of MXene on the positive temperature coefficient (PTC) properties of semiconductive composites and space charge accumulation in insulation MXene对半导体复合材料正温度系数(PTC)性能及绝缘中空间电荷积累的影响
IF 2 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2026-01-07 DOI: 10.1186/s40712-025-00391-9
Jiana Hu, Jian Qiao, Yun Chen, Bidong Tu, Ruyun Yang, Jiayao Wang, Shengyi Li, Yaodong Zhang, Peng Xiao, Liheng Yang, Dabing Chen, Wei Yang

The accumulation of space charges in high-voltage cable insulation layers significantly compromises electrical performance and accelerates material degradation. This study proposed a novel strategy to inhibit charge injection by incorporating highly conductive annealed MXene nanosheets into the semiconductive shielding material. Results demonstrate the introduction of MXene remarkably reduce positive temperature coefficient (PTC) of composites. With MXene content of 0.5 wt% (carbon black (CB) of 31.5 wt%), the PTC of composite decreases to 3.6 from 5.74 (pure CB sample), indicating enhanced thermal stability. Furthermore, MXene modified materials effectively suppress space charges accumulation, reducing the charge density in the insulation layer to 13.38 C/m3 (MXene content of 0.5 wt%) compared to 20.44 C/m3 for unmodified sample. These enhancements are attributed to MXene’s dual role in forming efficient conductive networks and introducing deep charge traps. This study sheds new light on the development of advanced semiconductive shielding materials for high-voltage cable applications.

高压电缆绝缘层中空间电荷的积累显著损害了电气性能并加速了材料的降解。本研究提出了一种通过在半导体屏蔽材料中加入高导电性退火MXene纳米片来抑制电荷注入的新策略。结果表明,MXene的引入显著降低了复合材料的正温度系数(PTC)。当MXene含量为0.5 wt%(炭黑含量为31.5 wt%)时,复合材料的PTC从5.74(纯炭黑样品)降低到3.6,表明热稳定性增强。此外,MXene改性材料有效地抑制了空间电荷的积累,将绝缘层中的电荷密度降低到13.38 C/m3 (MXene含量为0.5 wt%),而未改性样品的电荷密度为20.44 C/m3。这些增强归功于MXene在形成高效导电网络和引入深层电荷陷阱方面的双重作用。这项研究为开发用于高压电缆的先进半导体屏蔽材料提供了新的思路。
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引用次数: 0
A numerical study of effect of ferrofluids applications in the performance of PTSC 铁磁流体对PTSC性能影响的数值研究
IF 2 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2026-01-05 DOI: 10.1186/s40712-025-00394-6
Janardhan Kashinath Bhor, Jayant Hemchandra Bhangale

Numerical methods are used to investigate the influence of ferrofluid integration on the operation of parabolic trough solar collectors. The total performance of the solar collector is predetermined by the capability of the tube to operate as an effective line-focus thermal collector. Ferrofluid is the working fluid. (Fe₃O₄ + H₂O). The ferrofluid is a mixture of Fe₃O₄ and water. The volumetric concentration of Fe₃O₄ (Ø) added to water ranges from Ø = 0.01, 0.02, 0.04, and 0.06. Performance evaluation is conducted by referencing experimental measurements and validated numerical correlations from existing literature. The results show close alignment with the experimental data. Compared to plain water, the Nu improved by 94.25%, and the friction factor reduced by 44.69%. With respect to the change in % volume fraction (Ø), the rate of heat transfer changes. The rate of heat transfer and the volume fraction (Ø) are directly related to each other. The influence of Ø is such that at lower Re, the heat transfer rises more as compared to higher Re. The effect of % Vol. of Fe₃O₄ results in a reduced friction factor but also a reduction in the heat transfer rate. Flow vortices that form in the fluid at lower Reynolds numbers can reduce wall friction and be useful for lowering pumping power.

采用数值方法研究了铁磁流体积分对抛物面槽太阳能集热器运行的影响。太阳能集热器的总性能是由管作为有效的线聚焦热集热器的能力预先确定的。铁磁流体是工作流体。(Fe₃O₄+ h2o)铁磁流体是Fe₃O₄和水的混合物。Fe₃O₄(Ø)加入水中的体积浓度Ø = 0.01、0.02、0.04、0.06。性能评估通过参考实验测量和从现有文献中验证的数值相关性进行。计算结果与实验数据吻合较好。与普通水相比,Nu提高了94.25%,摩擦系数降低了44.69%。相对于%体积分数(Ø)的变化,传热速率发生了变化。传热速率和体积分数(Ø)是直接相关的。Ø的影响是这样的,在较低的Re下,与较高的Re相比,传热上升得更多。Fe₃O₄的% Vol.的影响导致摩擦系数降低,但传热速率也降低。在较低雷诺数下流体中形成的流动涡可以减少壁面摩擦,有助于降低泵送功率。
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引用次数: 0
Silver-doped TiO2 catalysts for efficient methylene blue removal 高效去除亚甲基蓝的掺杂银TiO2催化剂
IF 2 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2026-01-02 DOI: 10.1186/s40712-025-00383-9
Afra Louhichi, Dhia Cherni, Ammar Houas, Hinda Lachheb

Ag-doped TiO2 nanoparticles were synthesized via a facile sol–gel method to investigate the synergistic effects of silver doping and pH on the photocatalytic degradation of methylene blue (MB). The catalysts, characterized comprehensively by XRD, SEM–EDS, FTIR, and UV–Vis DRS, revealed that Ag doping (1–2 mol%) successfully enhanced visible-light absorption and modified surface properties. However, characterization confirmed significant spatial heterogeneity in Ag distribution, which resulted in localized charge-separation "hot spots". Consequently, the TiO2-Ag 1% catalyst exhibited optimal performance, achieving superior degradation kinetics (kₐₚₚ = 82.8 × 10⁻3 min⁻1) specifically at pH 9. This enhanced activity is attributed to its balanced Ag dispersion, which, when combined with alkaline conditions, promoted enhanced •OH generation from surface-bound water and improved MB adsorption. Thus, this study demonstrates that photocatalytic efficiency depends critically not only on successful doping but also on the interplay between optimal Ag distribution (1% > 2%) and pH-dependent surface charge, offering key insights for designing TiO2 catalysts for organic pollutant remediation.

采用溶胶-凝胶法合成了银掺杂TiO2纳米粒子,考察了银掺杂与pH对亚甲基蓝(MB)光催化降解的协同效应。通过XRD、SEM-EDS、FTIR和UV-Vis DRS对催化剂进行了综合表征,结果表明,1-2 mol%的Ag掺杂成功地增强了催化剂的可见光吸收,并修饰了催化剂的表面性能。然而,表征证实了银分布的显著空间异质性,这导致了局部电荷分离“热点”。因此,1%的TiO2-Ag催化剂表现出最佳的性能,特别是在pH为9的情况下,达到了良好的降解动力学(k ₚₚ= 82.8 × 10 - 3分钟- 1)。这种增强的活性归因于其平衡的Ag分散,当与碱性条件结合时,促进了表面结合水的•OH生成和MB吸附的增强。因此,本研究表明,光催化效率不仅取决于是否成功掺杂,还取决于最佳Ag分布(1% > 2%)和ph依赖性表面电荷之间的相互作用,这为设计用于有机污染物修复的TiO2催化剂提供了关键见解。
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引用次数: 0
Evaluating the corrosion resistance of electroless black Ni–P-CNT nanocomposite coatings for solar absorber panels 评价太阳能吸收板用化学黑色Ni-P-CNT纳米复合涂层的耐腐蚀性能
IF 2 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-12-29 DOI: 10.1186/s40712-025-00378-6
Mehdi Bagheri, Omid Amouaghaei, Mohammad Mahmoudi, Farideh Tabatabaei

Nickel–phosphorus–carbon nanotube (Ni–P–CNT) composite coatings demonstrate remarkable corrosion resistance and superior light absorption compared to conventional Ni–P coatings, making them highly suitable for solar absorber applications. This study explores the influence of CNT concentration (0–2.5 g·L⁻1) in the plating bath on the corrosion performance of aluminum substrates before and after a blackening process involving nitric acid etching to enhance solar absorption. The coatings were characterized using scanning electron microscopy (SEM), energy-dispersive spectroscopy (EDS), and electrochemical techniques such as open-circuit potential (OCP), potentiodynamic polarization, and electrochemical impedance spectroscopy (EIS). Results revealed that CNT incorporation increased with concentration up to 2 g·L⁻1 but decreased at 2.5 g·L⁻1 due to agglomeration and particle precipitation. The optimal CNT loading of 1.5 g·L⁻1 produced the most uniform morphology, minimal etching, and the highest corrosion resistance after blackening, attributed to well-dispersed CNTs and reduced surface porosity. In contrast, higher CNT concentrations led to increased coating defects and porosity, accelerating etching and corrosion. Overall, a CNT concentration of 1.5 g·L⁻1 provided the best balance between corrosion protection and surface absorption efficiency, resulting in durable, high-performance coatings suitable for long-term solar energy applications.

Graphical abstract

与传统的Ni-P涂层相比,镍磷碳纳米管(Ni-P - cnt)复合涂层具有显着的耐腐蚀性和优越的光吸收性,使其非常适合太阳能吸收器应用。本研究探讨了镀槽中碳纳米管浓度(0-2.5 g·L - 1)对铝基板在硝酸蚀刻增强太阳吸收的黑化过程前后腐蚀性能的影响。利用扫描电镜(SEM)、能谱(EDS)和开路电位(OCP)、动电位极化和电化学阻抗谱(EIS)等电化学技术对涂层进行了表征。结果表明,碳纳米管的结合随着浓度的增加而增加,直到2g·L - 1,但在2.5 g·L - 1时由于团聚和颗粒沉淀而减少。当碳纳米管负载为1.5 g·L - 1时,炭黑后的形貌最均匀,蚀刻最小,耐腐蚀性最高,这归功于碳纳米管分散良好,表面孔隙率降低。相反,更高的碳纳米管浓度导致涂层缺陷和孔隙度增加,加速蚀刻和腐蚀。总的来说,碳纳米管浓度为1.5 g·L - 1提供了防腐和表面吸收效率之间的最佳平衡,从而产生了耐用、高性能的涂层,适合长期应用于太阳能。图形抽象
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引用次数: 0
Beyond reduction: observed mass gain in graphene oxide during eco-friendly processing with bio-reductants 超越还原:在生物还原剂的环保处理过程中观察到氧化石墨烯的质量增加
IF 2 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-12-28 DOI: 10.1186/s40712-025-00390-w
Lujain Moazeen, Ayman Al massri

This study reports a previously overlooked phenomenon in the green synthesis of graphene-based materials: a significant mass gain during the reduction of graphene oxide (GO) using olive leaf extract (OLE). While spectroscopic analyses (UV–Vis, FTIR) confirm effective reduction, the mass of the final product exceeded that of the starting graphite, with yields reaching up to 1.17 g of reduced graphene oxide (rGO) per 1.0 g of graphite. This apparent contradiction—reduction accompanied by mass increase—suggests that the process involves more than oxygen removal; we propose that polyphenolic compounds from the extract concurrently functionalize the carbon lattice. This work shifts the paradigm from viewing plant extracts solely as reducing agents to recognizing their potential as multifunctional modifiers in nanomaterial synthesis.

本研究报告了石墨烯基材料绿色合成中一个以前被忽视的现象:在使用橄榄叶提取物(OLE)还原氧化石墨烯(GO)的过程中,质量显著增加。虽然光谱分析(UV-Vis, FTIR)证实了有效的还原,但最终产品的质量超过了起始石墨,每1.0 g石墨的还原氧化石墨烯(rGO)的产量高达1.17 g。这种明显的矛盾——减少伴随着质量的增加——表明这个过程不仅仅是去除氧气;我们提出萃取物中的多酚类化合物可以同时功能化碳晶格。这项工作将范式从仅仅将植物提取物视为还原剂转变为认识到它们在纳米材料合成中作为多功能调节剂的潜力。
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引用次数: 0
Advancing the reutilization of spent activated carbon for sculptural media: composites formulation and characterization 推进废活性炭在雕塑介质中的再利用:复合材料的配方和表征
IF 2 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-12-23 DOI: 10.1186/s40712-025-00385-7
Ronald Kayiwa, Amanda Tumusiime, Moses Kigozi, Hillary Kasedde, Francis Mujjuni, Moureen Nakyanzi, John Baptist Kirabira

The disposal of spent activated carbon (SAC) remains a major environmental challenge worldwide, particularly in tropical regions where coconut husks serve as the primary precursor for activated carbon production. Conventional disposal methods, such as landfilling and incineration, raise ecological and health concerns due to the leaching of adsorbed contaminants and the release of greenhouse gases. This study investigates the potential of SAC as a sustainable additive in sculpturing composites. SAC was incorporated into epoxy, acrylic gel, Portland cement, and clay matrices at varying loadings (10–40 wt%). The composites were characterized for workability, durability, mechanical strength, bulk density, chemical stability, and aesthetic properties. Epoxy-SAC composites demonstrated superior strength (compressive 68 MPa; flexural 21 MPa), durability (< 2% weight loss in wet–dry cycles), and chemical stability, making them suitable for indoor and outdoor sculptures. Cementitious–SAC composites exhibited moderate strength (35 MPa) and durability (4% weight loss), making them ideal for outdoor applications. Acrylic-SAC composites provided excellent matte-black aesthetics for indoor art, while clay-SAC composites exhibited limited durability and low strength. The study confirms SAC’s feasibility as a value-added material for sculpting applications, contributing to circular economy principles and environmental sustainability.

废活性炭(SAC)的处理仍然是世界范围内的一个主要环境挑战,特别是在热带地区,椰子壳是活性炭生产的主要前体。传统的处置方法,如填埋和焚烧,由于吸附污染物的浸出和温室气体的释放,引起了生态和健康问题。本研究探讨了SAC作为一种可持续添加剂在雕塑复合材料中的潜力。SAC以不同的载荷(10-40 wt%)掺入环氧树脂、丙烯酸凝胶、波特兰水泥和粘土基质中。复合材料具有可加工性、耐久性、机械强度、体积密度、化学稳定性和美观性等特点。环氧树脂- sac复合材料具有优异的强度(抗压68兆帕,弯曲21兆帕),耐久性(干湿循环中重量损失<; 2%)和化学稳定性,适用于室内和室外雕塑。胶凝- sac复合材料具有中等强度(35 MPa)和耐久性(减重4%),是户外应用的理想材料。丙烯酸- sac复合材料为室内艺术提供了出色的哑光黑色美学,而粘土- sac复合材料具有有限的耐久性和低强度。该研究证实了SAC作为雕刻应用的增值材料的可行性,有助于循环经济原则和环境可持续性。
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引用次数: 0
Unveiling unusual coloration in amorphous phosphate pigments: a study inspired by the mineral Brazilianite 揭开无定形磷酸盐颜料中不寻常的颜色:一项受矿物巴西铁矿启发的研究
IF 2 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-12-23 DOI: 10.1186/s40712-025-00389-3
Hiroaki Onoda, Kanata Higuchi, Thitirat Charoonsuk, Phieraya Pulphol, Rangson Muanglhua, Naratip Vittayakorn

Brazilianite, with the formula NaAl3(PO4)2(OH)4, exhibits an intriguing pale yellow to green coloration, a phenomenon not readily explained by the absence of conventional d-block chromophoric metal ions. This study investigates the synthesis of amorphous phosphate-based pigments compositionally analogous to Brazilianite, aiming to replicate and understand the origin of its distinctive coloration through controlled precursor stoichiometry and thermal processing. Sodium, aluminum, and phosphate precursors were precisely mixed and thermally treated. X-ray diffraction (XRD) confirmed the predominantly amorphous nature of the synthesized materials, irrespective of achieving long-range crystalline order analogous to mineral Brazilianite. Despite this, samples processed at intermediate temperatures (e.g., 300–400 °C) exhibited a consistent yellowish hue. This non-conventional coloration, attributed to intrinsic electronic or structural features within the amorphous phosphate network rather than traditional chromophores, represents a significant scientific innovation. This coloration was found to be intrinsically linked to the phosphate network itself. Stability assessments in acidic (0.1 wt% H2SO4) and basic (0.1 wt% NaOH) environments revealed significant vulnerability, attributed to the facile dissolution of sodium and aluminum phosphate species. Notably, the yellowish coloration persisted across various Na/Al/P compositional ratios, even with systematic variations in aluminum or sodium content. This strongly suggests that the observed color is not critically dependent on a precise Na: Al stoichiometry but is fundamentally governed by the local electronic structure within the phosphate network, potentially involving defect centers or specific P-O-Al/Na linkages. These findings offer valuable insights into designing novel, non-toxic, color-stable pigments where coloration arises from mechanisms beyond traditional transition metal ion incorporation, highlighting the potential role of controlled disorder in phosphate-based materials for sustainable applications.

分子式为NaAl3(PO4)2(OH)4的巴西石呈现出一种有趣的淡黄色到绿色的颜色,这种现象很难用缺乏传统的d-嵌段显色金属离子来解释。本研究研究了无定形磷酸盐基颜料的合成,其组成类似于巴西石,旨在通过控制前驱体化学计量和热处理来复制和了解其独特颜色的起源。钠、铝和磷酸盐前体被精确地混合并进行热处理。x射线衍射(XRD)证实了合成材料的主要无定形性质,而不考虑实现类似于矿物巴西石的长程结晶顺序。尽管如此,在中等温度(例如300-400°C)下处理的样品显示出一致的淡黄色色调。这种非传统的着色,归因于非晶磷酸盐网络内固有的电子或结构特征,而不是传统的发色团,代表了一项重大的科学创新。这种着色被发现与磷酸盐网络本身有着内在的联系。在酸性(0.1 wt% H2SO4)和碱性(0.1 wt% NaOH)环境下的稳定性评估显示,由于磷酸钠和磷酸铝的易溶解,其脆弱性显著。值得注意的是,黄颜色在不同的Na/Al/P组成比中持续存在,即使铝或钠含量有系统的变化。这强烈表明,观察到的颜色并不完全依赖于精确的Na: Al化学计量,而是基本上由磷酸盐网络中的局部电子结构控制,可能涉及缺陷中心或特定的P-O-Al/Na键。这些发现为设计新型、无毒、颜色稳定的颜料提供了有价值的见解,这些颜料的着色机制超越了传统的过渡金属离子掺入,突出了磷酸盐基材料中可控无序的潜在作用,以实现可持续应用。
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引用次数: 0
Amine‑rich deep eutectic solvents for cassava thermoplastic starch: composition‑dependent structure–property mapping and aging resistance 木薯热塑性淀粉的富胺深共晶溶剂:成分依赖的结构-性能映射和耐老化性
IF 2 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-12-22 DOI: 10.1186/s40712-025-00381-x
Chien Van Nguyen, Mai Thi Pham, Thuy Xuan Vu, Phuong Thi Hoang

Cassava‑based thermoplastic starch (TPS) is biodegradable yet constrained by brittleness, moisture sensitivity, and retrogradation. This study evaluates an amine‑rich deep eutectic solvent, choline chloride: monoethanolamine (ChCl: MEA, 1:2–1:5), as a dual plasticizer–compatibilizer for cassava TPS. Films (about 3 mm) were produced by twin‑screw extrusion and compression molding and benchmarked against glycerol‑plasticized TPS and a urea‑based DES (ChCl: urea, 1:2). ChCl: MEA markedly improved processability and properties: melt‑flow index increased from 1.02 to 2.36 g/10 min, glass‑transition temperature decreased from 72.4 to 36.8 °C, crystallinity index fell from 23.7% to 16.1%, thermal stability rose (286 °C to 320 °C), and water contact angle increased from 42° to 71.5°. The 1:3 composition achieved balanced mechanics (tensile strength 2.3 MPa; elongation 184%) and retained approximately 88% strength and approximately 81% elongation after 56 days at 23 °C/50% RH, outperforming glycerol (about 50% retention). All observed improvements were statistically significant (p < 0.05). Overall, the amine‑rich ChCl: MEA DES affords superior plasticization and aging resistance relative to glycerol and urea‑based DES, advancing cassava TPS toward robust, biodegradable packaging applications.

木薯基热塑性淀粉(TPS)是可生物降解的,但受脆性、水分敏感性和退化的限制。本研究评价了一种富含胺的深共晶溶剂氯化胆碱:单乙醇胺(ChCl: MEA, 1:2-1:5)作为木薯TPS的双增塑剂-增容剂。薄膜(约3毫米)是通过双螺杆挤压和压缩成型生产的,并以甘油增塑型TPS和尿素基DES (ChCl:尿素,1:2)为基准。ChCl: MEA显著改善了加工性能和性能:熔体流动指数从1.02 g/10 min增加到2.36 g/10 min,玻璃化转变温度从72.4℃下降到36.8℃,结晶度指数从23.7%下降到16.1%,热稳定性从286℃上升到320℃,水接触角从42°增加到71.5°。1:3的成分实现了力学平衡(抗拉强度2.3 MPa,伸长率184%),在23°C/50% RH条件下56天后,强度保持约88%,伸长率保持约81%,优于甘油(保持率约50%)。所有观察到的改善均有统计学意义(p < 0.05)。总的来说,与甘油和尿素基DES相比,富含胺的ChCl: MEA DES具有优越的增塑性和抗老化性,将木薯TPS推向强大的、可生物降解的包装应用。
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引用次数: 0
Low-temperature plasma nitrocarburizing of 15 − 5 PH stainless steel for optimized surface hardness and corrosion resistance 低温等离子体氮碳共渗15−5 PH不锈钢,优化表面硬度和耐腐蚀性
IF 2 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-12-20 DOI: 10.1186/s40712-025-00386-6
B. V. Subba Rao, Indumathi Vijey, Kasa Srinivasulu, Ștefan Țălu, Niranjan Patra

This study examines the influence of low-temperature plasma nitrocarburizing (LT-PNC) on the surface properties of 15 − 5 precipitation-hardening (PH) stainless steel. The material was treated at three temperatures, specifically 410 °C, 430 °C, and 460 °C, for duration of fifteen hours. The resulting surfaces were characterized by X-ray diffraction, microhardness measurements, salt fog testing, and potentiodynamic polarization. Plasma nitrocarburizing (PNC) produced a substantial increase in surface hardness, reaching approximately 70 HRC compared with the untreated value of about 42 HRC. At treatment temperatures of 430 °C and above, chromium nitride (CrN) formation was observed, which led to chromium depletion and a subsequent decline in corrosion resistance. In contrast, the sample processed at 410 °C achieved a balance between enhanced hardness and the preservation of corrosion resistance. Overall, the findings confirm that LT-PNCis an effective method for improving both durability and corrosion performance of 15 − 5 PH stainless steel, indicating its suitability for aerospace and other high-performance engineering applications.

研究了低温等离子体氮碳共渗(LT-PNC)对15−5沉淀硬化(PH)不锈钢表面性能的影响。材料在410°C、430°C和460°C三种温度下处理15小时。通过x射线衍射、显微硬度测量、盐雾测试和动电位极化对所得表面进行了表征。等离子体氮碳共渗(PNC)使表面硬度大幅提高,达到约70 HRC,而未经处理的硬度约为42 HRC。在430°C及以上的处理温度下,观察到氮化铬(CrN)的形成,导致铬的耗尽和随后的耐腐蚀性下降。相比之下,在410°C下处理的样品在硬度增强和耐腐蚀性保持之间取得了平衡。总体而言,研究结果证实,LT-PNCis是提高15−5 PH不锈钢耐久性和腐蚀性能的有效方法,表明其适用于航空航天和其他高性能工程应用。
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引用次数: 0
期刊
International Journal of Mechanical and Materials Engineering
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