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Temperature-dependent conduction and optical bandgap reduction in Zn-doped thermally evaporated Sb2Se3 thin film: a comprehensive investigation 锌掺杂热蒸发Sb2Se3薄膜的温度依赖性传导和光带隙减小:综合研究
IF 2 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-11-04 DOI: 10.1186/s40712-025-00291-y
Nargis Fatima Khatoon, Zubair Aslam, Mohd Shoab, Javid Ali, Mohammad Zulfequar

In this manuscript, we report successful synthesis and investigation of structural, morphological, electrical, and optical properties of doped and undoped Sb2Se3. A significant enhancement in electrical and optical properties of Zn-doped Sb2Se3 is observed. The temperature dependence of direct current (dc) conductivity has been investigated in thin films of Sb2ZnxSe3-x (where x = 0 and x = 0.25) in the temperature range of 290–490 K to determine the conduction mechanism and examine the effects of doping. It shows that, in the temperature range (343–490 K), conduction is primarily due to thermally activated tunneling of charge carriers through the band tails of localized states. In the lower temperature range 293–343 K, conduction occurs via variable range hopping in the localized states near the fermi level. The decrease in the optical bandgap value as a result of Zn doping in Sb2Se3 has been correlated with the variation in density of states, increased electron–phonon interaction and steepness parameter.

在这篇论文中,我们报道了成功的合成和研究了掺杂和未掺杂的Sb2Se3的结构、形态、电学和光学性质。结果表明,掺锌的Sb2Se3的电学和光学性能得到了显著提高。在290 ~ 490 K的温度范围内,研究了Sb2ZnxSe3-x薄膜(x = 0和x = 0.25)直流电导率的温度依赖性,以确定导电机理并考察掺杂的影响。结果表明,在343 ~ 490 K的温度范围内,导电主要是由于载流子通过局域态带尾的热激活隧穿。在293-343 K的较低温度范围内,在费米能级附近的局域态通过变范围跳变发生导通。在Sb2Se3中掺杂Zn导致的光学带隙值的减小与态密度的变化、电子-声子相互作用的增加和陡度参数的增加有关。
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引用次数: 0
Simulating a fall system to support the adjustment of plastic injection molds 模拟一个跌落系统来支持塑料注射模具的调整
IF 2 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-10-30 DOI: 10.1186/s40712-025-00338-0
F. C. Batista, R. Ribeiro, P. G. Martinho, C. C. Sousa

Adjusting the contact surfaces, or interferences, in an injection mold is a critical process that can affect the performance of the mold and the quality of the molded parts. This process often involves high impact loads, especially for large molds that involve large masses of inertia in motion and generate significant kinetic energy during mold closure. Impact forces can propagate through the mold structure causing damage to the tool, mold, or even the injection equipment where the mold is placed, causing operational errors due in particular to system vibrations. This study evaluates impact forces during mold closure using numerical simulations in ANSYS, focusing on the mold’s fixed part and its support structure. Results demonstrate that integrating energy-absorbing elements significantly reduces transmitted impact energy without compromising stability. This approach enhances safety and efficiency by minimizing vibrations and protecting machinery.

调整注射模具中的接触面或干涉是一个关键的过程,它可以影响模具的性能和成型零件的质量。这个过程通常涉及高冲击载荷,特别是对于大型模具,在运动中涉及大质量的惯性,并在模具闭合过程中产生显著的动能。冲击力可以通过模具结构传播,造成工具、模具甚至放置模具的注射设备的损坏,特别是由于系统振动而导致操作错误。本研究在ANSYS中对合模过程中的冲击力进行了数值模拟,重点研究了模具的固定部分及其支撑结构。结果表明,在不影响稳定性的情况下,集成吸能元件显著降低了传递的冲击能。这种方法通过减少振动和保护机械来提高安全性和效率。
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引用次数: 0
An analytical approach to study the mechanical and temperature resistance of Cr2C3 reinforced with cobalt-based advanced composite coatings on Inconel 713 substrate 铬镍铁合金713基体上钴基高级复合涂层增强Cr2C3的力学性能和耐温性能分析方法
IF 2 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-10-30 DOI: 10.1186/s40712-025-00339-z
Piyush Kumar Soni, Amit Tiwari, S. N. V. J. Devi Kosuru, S. Dhandapani, R. Suresh Kumar, Khemraj Deshmukh, B. Srinivasulu, Rajeev Shrivastava, C. Durga Prasad, Nimona Hailu

This research presents a wide mathematical framework for modeling, developing, and optimizing the pressure vessels in hydrogen storage tanks using state-of-the-art solid materials. The emphasis is on metal hybrid storage tanks because these systems have been extensively studied from an experimental and theoretical perspective in the literature, and if the current R&D efforts are successful in bringing the required technology to market, they should offer several advantages. It is found that better cooling is essential during the hydrogen filling process of the storage tank in order to shorten the time required for hydrogen storage. CoMoCrSi + Cr2C3 material comprised the inner layer of the pressure vessel, while Inconel 713 made up the exterior layer. Their thicknesses were 10 mm and 8 mm, respectively. The pressure vessel’s response to various conditions could be assessed through static structural analysis in Ansys Workbench. This particular study aimed at investigating whether a square sample had met the requirements of storing hydrogen gas. Promising results indicate that the multi-layered design used for the pressure vessel is well-suited for hydrogen storage. This may be deduced from its ability to withstand pressure and maintain structural integrity, and this exceeds what other cylinder materials can do. Through sophisticated modeling tools and advanced materials science, this project demonstrates how improvements in hydrogen storage technology can contribute to sustainable energy development.

本研究提出了一个广泛的数学框架,用于建模,开发和优化使用最先进的固体材料的储氢罐压力容器。重点是金属混合储罐,因为这些系统在文献中已经从实验和理论的角度进行了广泛的研究,如果目前的研发工作成功地将所需的技术推向市场,它们应该具有几个优势。研究发现,在储氢罐充氢过程中,为了缩短储氢时间,必须进行良好的冷却。CoMoCrSi + Cr2C3材料构成压力容器的内层,Inconel 713材料构成压力容器的外层。厚度分别为10 mm和8 mm。在Ansys Workbench中进行静力结构分析,评估压力容器在各种工况下的响应。这项特殊的研究旨在调查方形样品是否满足储存氢气的要求。有希望的结果表明,多层压力容器设计非常适合于储氢。这可以从其承受压力和保持结构完整性的能力推断出来,这是其他圆柱体材料所不能做到的。通过复杂的建模工具和先进的材料科学,该项目展示了氢储存技术的改进如何促进可持续能源发展。
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引用次数: 0
Optimization of palm oil bleaching with Anfoega kaolin clay: a local solution Anfoega高岭土漂白棕榈油的优化:局部解决方案
IF 2 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-10-27 DOI: 10.1186/s40712-025-00278-9
Johannes Ami, Richmond N. A. Nubuor, Raphael Odai, Bright Larbi Asante, Isaac K. Frimpong, Beatrice Borkor

The bleaching properties of locally acid-activated Anfoega kaolin clays have been studied to investigate their applicability as a substitute for the expensive imported acid-activated bleaching clays used in vegetable oil refinery industries in Ghana. The clay was characterized by X-ray fluorescence (XRF), X-ray diffraction (XRD), Fourier transform infrared (FTIR) spectrophotometer, and scanning electron microscopy (SEM). The bleaching properties of the clay were investigated by varying the clay dosage, acid concentration, and bleaching temperature. Activation of the Anfoega kaolin clay at 100 °C and 2.5 h with constant stirring was found to be optimum conditions of temperature and contact time, respectively. The clay/acid ratio was found not to significantly affect the clay properties. Palm oil was used to investigate the bleaching performance of the activated clay samples. When the oil was bleached at 90 °C for 30 min using 10% wt/vol of oil, clay activated with 2 mol/L H2SO4, the bleaching performance obtained was up to 94.54%. Response surface plot methodology revealed that the optimal bleaching conditions were achieved with a clay dosage of 10 g, a temperature range of 70 to 120 °C, and a bleaching duration of 60 min resulting in a bleaching efficiency of 81%.

研究了本地酸活化Anfoega高岭土的漂白性能,以研究其替代加纳植物油炼制工业中昂贵的进口酸活化漂白粘土的适用性。采用x射线荧光(XRF)、x射线衍射(XRD)、傅里叶变换红外(FTIR)分光光度计和扫描电镜(SEM)对粘土进行了表征。考察了粘土用量、酸浓度和漂白温度对其漂白性能的影响。Anfoega高岭土的最佳活化温度为100℃,持续搅拌2.5 h,接触时间为2.5 h。粘土/酸比对粘土的性能影响不显著。用棕榈油考察了活性粘土样品的漂白性能。用10% wt/vol的油,2 mol/L H2SO4活化粘土,在90℃条件下漂白30 min,漂白效果可达94.54%。响应面图方法表明,最佳漂白条件为粘土用量为10 g,温度范围为70 ~ 120℃,漂白时间为60 min,漂白效率为81%。
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引用次数: 0
A review on the environment’s influence on coastal marine steel corrosion and in-situ monitoring 环境对沿海海钢腐蚀的影响及现场监测研究进展
IF 2 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-10-27 DOI: 10.1186/s40712-025-00352-2
Christos Kassinis, Lazaros Aresti, Marios Koronides, Paul Christodoulides, Constantine Michailides, Toula Onoufriou

Marine corrosion is a critical subject that holds substantial importance from multiple perspectives, including engineering design, structural safety, and economic sustainability. The harsh marine environment presents unique challenges, as the interaction between steel structures and corrosive elements can lead to significant degradation over time, impacting the performance, reliability, and longevity of critical infrastructure. Understanding the mechanisms and effects of marine corrosion is essential for optimizing design strategies, ensuring safety, and reducing unnecessary costs associated with over-engineering or premature failures. This study seeks to contribute to this understanding by comprehensively reviewing and synthesizing the current body of knowledge available in the literature. It examines the key factors influencing corrosion in marine environments, such as salinity, temperature, and biofouling, and explores their specific effects on steel structures commonly used in marine applications. Additionally, the study highlights the importance of field monitoring techniques, providing an overview of methodologies used to observe and measure corrosion rates in real-world conditions. These techniques are crucial for capturing the dynamic and complex nature of marine corrosion processes and for developing realistic models to predict long-term impacts.

从工程设计、结构安全和经济可持续性等多个角度来看,海洋腐蚀是一个至关重要的课题。恶劣的海洋环境带来了独特的挑战,因为钢结构和腐蚀性元素之间的相互作用会随着时间的推移导致严重的退化,影响关键基础设施的性能、可靠性和寿命。了解海洋腐蚀的机制和影响对于优化设计策略、确保安全、减少与过度工程或过早失效相关的不必要成本至关重要。本研究旨在通过全面回顾和综合文献中现有的知识体系来促进这种理解。它考察了海洋环境中影响腐蚀的关键因素,如盐度、温度和生物污染,并探讨了它们对海洋应用中常用的钢结构的具体影响。此外,该研究还强调了现场监测技术的重要性,概述了在实际条件下观察和测量腐蚀速率的方法。这些技术对于捕捉海洋腐蚀过程的动态和复杂性质以及开发预测长期影响的现实模型至关重要。
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引用次数: 0
Silica nanoparticles from agave distillate for the removal of the Methylene Blue dye from water 从龙舌兰蒸馏物中提取二氧化硅纳米颗粒,用于去除水中的亚甲基蓝染料
IF 2 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-10-23 DOI: 10.1186/s40712-025-00322-8
N. Elizondo Villarreal, E. Gandara Martinez, Eduardo Perez Tijerina, Francisco Vazquez Rodriguez, F. Paraguay Delgado

This study explores the synthesis of SiO₂ nanoparticles using Agave distillate as a natural capping, reducing, and stabilizing agent and investigates their application in methylene blue (MB) dye removal from water. The synthesized nanoparticles demonstrated significant adsorption of MB without the need for UV light, highlighting their suitability for sustainable water treatment. Structural characterization through X-ray diffraction (XRD) confirmed an amorphous silica structure, with a peak at 2θ = 24°, consistent with high-purity SiO₂. Transmission electron microscopy (TEM) and energy-dispersive X-ray spectroscopy (EDX) further verified the nanoparticles’ morphology and purity, showing only silicon and oxygen elements. Adsorption tests revealed an increase in MB adsorption efficiency with higher SiO₂ dosages: 10 mg, 50 mg, and 100 mg of nanoparticles resulted in 28%, 49%, and 86% adsorption within 5 min, respectively. This efficiency is largely due to the electrostatic attraction between the negatively charged SiO₂ surface and the cationic MB molecules, facilitating adsorption and subsequent adsorption. By using Agave distillate in the synthesis process, this approach avoids hazardous chemicals, supporting eco-friendly practices. The findings underscore the potential of SiO₂ nanoparticles for sustainable water treatment applications that are both effective and environmentally benign.

本研究探索了以龙舌兰馏分物作为天然封盖、还原和稳定剂合成二氧化硅纳米颗粒,并研究了其在水中去除亚甲基蓝(MB)染料中的应用。合成的纳米颗粒在不需要紫外线的情况下对MB有明显的吸附,突出了它们在可持续水处理中的适用性。通过x射线衍射(XRD)对结构进行表征,证实为非晶态二氧化硅结构,峰位于2θ = 24°处,与高纯sio2相一致。透射电子显微镜(TEM)和能量色散x射线光谱(EDX)进一步验证了纳米颗粒的形态和纯度,仅显示出硅和氧元素。吸附实验表明,随着sio2用量的增加,纳米颗粒对MB的吸附效率也有所提高:10 mg、50 mg和100 mg纳米颗粒在5 min内的吸附率分别为28%、49%和86%。这种效率很大程度上是由于带负电荷的SiO₂表面与带阳离子的MB分子之间的静电吸引,有利于吸附和后续吸附。通过在合成过程中使用龙舌兰蒸馏物,这种方法避免了危险化学品,支持环保实践。这些发现强调了二氧化硅纳米颗粒在有效和环保的可持续水处理应用中的潜力。
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引用次数: 0
Electrochemical performance of nickel-modified glassy carbon electrodes for glucose oxidation: ionic liquid vs. aqueous deposition methods 用于葡萄糖氧化的镍修饰玻碳电极的电化学性能:离子液体与水沉积方法
IF 2 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-10-22 DOI: 10.1186/s40712-025-00332-6
Narmin M. Hamadamin, Hassan H. Abdallah, Mohamed I. Awad

This study examines the electrochemical performance of nickel-modified glassy carbon electrodes (GCEs) deposited from ionic liquid, typically ethaline, (NiIL/GC) and aqueous solutions (NiAQ/GC) for glucose oxidation. SEM analysis shows a fine-grained, nanostructured morphology with microcracks in the ionic liquid-deposited film. EDX confirms high nickel content (44.6%) and surface oxidation (6.8%). XRD indicates face-centered cubic nickel and nickel oxides with an average nanoparticle size of 33 nm. Cyclic voltammetry reveals NiIL/GC exhibits superior electron transfer and catalytic activity towards glucose oxidation, with sharper oxidation peaks and a 100 mV cathodic shift compared to NiAQ/GC. Nyquist plots show lower impedance for NiIL/GC, signifying improved charge transfer efficiency. Tafel analysis shows a lower slope (30 mV/decade) for NiIL/GC, indicating faster glucose oxidation kinetics. The NiIL/GC electrode also demonstrates superior stability with minimal degradation during long-term cycling. These results highlight NiIL/GC’s enhanced electrochemical properties and stability, making it promising for glucose sensing and electrocatalytic applications.

本研究考察了离子液体(通常是乙炔)(NiAQ/GC)和水溶液(NiAQ/GC)沉积的镍修饰玻碳电极(GCEs)用于葡萄糖氧化的电化学性能。扫描电镜分析表明,离子液体沉积膜具有细颗粒、纳米结构的微观形貌和微裂纹。EDX证实了高镍含量(44.6%)和表面氧化(6.8%)。XRD表明,面心立方镍和氧化镍的平均纳米颗粒尺寸为33 nm。循环伏安法表明,与NiAQ/GC相比,NiIL/GC具有更强的电子转移和催化活性,氧化峰更明显,阴极位移为100 mV。Nyquist图显示,NiIL/GC的阻抗较低,表明电荷转移效率提高。Tafel分析显示,NiIL/GC的斜率较低(30 mV/ 10年),表明葡萄糖氧化动力学更快。NiIL/GC电极也表现出优异的稳定性,在长期循环过程中降解最小。这些结果突出了NiIL/GC增强的电化学性能和稳定性,使其在葡萄糖传感和电催化方面具有广阔的应用前景。
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引用次数: 0
Electroblowing of poly(vinylidene fluoride) fibres—effect of hydroxyapatite precursors 聚偏氟乙烯纤维的电吹制&羟基磷灰石前体的影响
IF 2 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-10-16 DOI: 10.1186/s40712-025-00309-5
Júnio A. R. Pasqual, Mikko Ritala, Carla C. Schmitt

Fibre production can be conducted using a variety of techniques, including electrospinning and electroblowing. These techniques require strict control of different parameters, such as the voltage, presence of fillers, viscosity, and airflow rate (for electroblowing). At the end of the process, fibres with different morphologies are obtained. Poly-1,1-difluoroethene (PVDF) is a polymer with excellent potential for fibre applications due to its properties, including good piezoelectricity, biocompatibility, and pyroelectricity. These attributes make PVDF suitable for biomedical applications. Other applications include conventional and hybrid nanogenerators, sensors, and potentially future green energy sources. To achieve a high production rate of fibres, parameter control must be sufficient to obtain fibres with the required characteristics at the spinning process. In this study, Ca(NO3)2·4H2O and triethyl phosphate (TEP) were used as precursors at the hydroxyapatite (HAp) production within a polymeric solution to increase the PVDF fibre production rate and change morphology. The analysis techniques of X-ray diffraction, Fourier-transform infrared spectroscopy, Raman spectroscopy, scanning electron microscopy, transmission electron microscopy mechanical tensile test, and viscosity analysis were employed to observe the effect of the HAp precursor solution on the fibre’s final properties. The addition of 5% and 10% of the solution containing these two precursors dissolved in ethanol (EtOH) increased the fibre diameter from 0.2 µm (without precursors) to 1.1 µm (5% of precursors) and 1.6 µm (10% of precursors). Additionally, the distribution of fibres on the collector became more uniform, suggesting a change in the fibre's electrical charge. These results demonstrate improved control of PVDF fibre production using a solution tailored for biomaterial purposes.

Graphical abstract

纤维生产可以使用多种技术进行,包括静电纺丝和静电吹丝。这些技术需要严格控制不同的参数,如电压、填料的存在、粘度和气流速率(用于电吹)。在这一过程的最后,可以得到不同形态的纤维。聚1,1-二氟乙烯(PVDF)由于其良好的压电性、生物相容性和热电性等特性,是一种具有优异纤维应用潜力的聚合物。这些特性使PVDF适用于生物医学应用。其他应用包括传统和混合纳米发电机、传感器和潜在的未来绿色能源。为了获得较高的纤维生产率,参数控制必须足以在纺丝过程中获得具有所需特性的纤维。本研究以Ca(NO3)2·4H2O和磷酸三乙酯(TEP)为前驱体,在聚合物溶液中制备羟基磷灰石(HAp),以提高PVDF纤维的产量并改变其形态。采用x射线衍射、傅里叶变换红外光谱、拉曼光谱、扫描电镜、透射电镜力学拉伸试验、粘度分析等分析技术,观察HAp前驱体溶液对纤维最终性能的影响。添加5%和10%的乙醇(EtOH)溶液,纤维直径从0.2µm(不含前体)增加到1.1µm(5%的前体)和1.6µm(10%的前体)。此外,纤维在收集器上的分布变得更加均匀,这表明纤维的电荷发生了变化。这些结果表明,使用为生物材料目的量身定制的解决方案可以改善PVDF纤维生产的控制。图形抽象
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引用次数: 0
Cysteamine-functionalized reduced graphene oxide aerogel with anchored silver nanoparticles for enhanced electrochemical carbon dioxide reduction in aqueous solutions 半胱氨酸功能化还原氧化石墨烯气凝胶与锚定的纳米银增强电化学二氧化碳还原在水溶液中
IF 2 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-10-16 DOI: 10.1186/s40712-025-00347-z
Hamed Negahbanfard, Hamid R. Zare, Nasim Hassani, Hossein Khoshro, Ali Benvidi

The electrochemical reduction of carbon dioxide (CO₂R) into value-added products represents a promising approach for mitigating greenhouse gas emissions. However, the substantial overpotential required for CO₂ reduction constrains its practical applications. In this study, we present a novel catalyst comprising silver nanoparticles (AgNPs) anchored on cysteamine-functionalized reduced graphene oxide aerogel (rGOA/AgNPs) to enhance CO₂R in aqueous solutions. Cysteamine acts as a pivotal linker, covalently attaching AgNPs to rGOA through its thiol group, thereby improving catalyst stability and facilitating the formation of the *COOH intermediate, as corroborated by density functional theory (DFT) calculations. The high surface area of rGOA (51.43 m2 g⁻1) and its mesoporous structure significantly enhance CO₂ adsorption, while cysteamine fortifies the chemisorption of intermediates. These findings elucidate the synergistic effect of cysteamine-anchored AgNPs and rGOA, establishing an efficient electrocatalyst for sustainable CO₂ conversion. Cyclic voltammetry demonstrates that rGOA/AgNPs can reduce CO₂ to CO at -0.43 V (pH 7) and -1.29 V (pH 3) relative to Ag/AgCl/KCl(sat'd). In contrast, CO₂ reduction is not observed on the surfaces of Ag, AgNPs, or rGO electrodes within the tested potential range. Furthermore, calculations suggest a two-electron transfer process (n = 2), indicating a high selectivity for CO production.

Graphical Abstract

电化学将二氧化碳(CO₂R)还原为增值产品是减少温室气体排放的一种有前途的方法。然而,减少CO₂所需的大量过电位限制了其实际应用。在这项研究中,我们提出了一种新型催化剂,该催化剂由银纳米颗粒(AgNPs)锚定在半胱氨酸功能化还原氧化石墨烯气凝胶(rGOA/AgNPs)上,以增强水溶液中的CO₂R。通过密度泛函理论(DFT)计算证实,半胱胺作为关键的连接剂,通过其巯基将AgNPs共价连接到rGOA上,从而提高催化剂的稳定性,促进*COOH中间体的形成。rGOA的高表面积(51.43 m2 g - 1)和介孔结构显著增强了CO₂的吸附,而半胱胺则加强了中间产物的化学吸附。这些发现阐明了半胱氨酸锚定AgNPs和rGOA的协同作用,建立了一种高效的可持续CO₂转化电催化剂。循环伏安法表明,相对于Ag/AgCl/KCl, rGOA/AgNPs在-0.43 V (pH 7)和-1.29 V (pH 3)下可将CO₂还原为CO。相比之下,在测试电位范围内,Ag、AgNPs或rGO电极表面未观察到CO₂还原。此外,计算表明了一个双电子转移过程(n = 2),表明CO生产的高选择性。图形抽象
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引用次数: 0
Modeling the mechanical behavior of Al 7010/SiC nanocomposites using artificial neural networks 用人工神经网络模拟Al 7010/SiC纳米复合材料的力学行为
IF 2 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-10-16 DOI: 10.1186/s40712-025-00342-4
Nilesh H. Khandare, Ganesh Devidas Shrigandhi, Deepak Madhukar Deshmukh, S. Vishwanatha, Santosh R. Shekokar, K. Rajesh, Mangesh Y. Dakhole, K. Hemanth, C. Durga Prasad, Nimona Hailu

In this study, the wear properties of three different composite formulations (T1, T2, and T3), which are highly important for aeronautical applications, are examined. The structural approach from Taguchi (L27 experimental design) is employed. To analyze the critical performance parameters, cf, such as specific wear rate (SWR) and frictional force (Ff), the Taguchi Signal-to-noise ratio approach is used. The input variables compound, applied load, rotating Speed, and sliding distance reveal significant correlations between the observed results. The optimal parameter combination of 5% composition, 15 N applied force, 160 rpm rotating Speed, and 41 M Sliding distance Showed subtle interactions that enhanced the wear resistance of the composite materials. The application of ANN-based predictions in this Study achieved an impressive accuracy of 99.72% in correlating predicted results with actual testing outcomes. This achievement facilitates the swift refinement of composite materials to meet the demanding standards of aerospace applications. This research plays a significant role in improving wear analysis and prediction methods while also fostering the development of specialized composites that offer enhanced reliability, performance, and durability for aeronautical purposes.

在这项研究中,研究了三种不同的复合材料配方(T1, T2和T3)的磨损性能,这对航空应用非常重要。采用Taguchi (L27实验设计)的结构方法。为了分析关键性能参数cf,如比磨损率(SWR)和摩擦力(Ff),使用了田口信噪比方法。输入变量复合,施加载荷,转速和滑动距离显示了观察结果之间的显著相关性。5%的成分、15 N的作用力、160 rpm的转速和41 M的滑动距离的最佳参数组合显示出微妙的相互作用,增强了复合材料的耐磨性。在本研究中,基于人工神经网络的预测在预测结果与实际测试结果的相关性方面取得了令人印象深刻的99.72%的准确性。这一成就促进了复合材料的快速改进,以满足航空航天应用的苛刻标准。这项研究在改进磨损分析和预测方法方面发挥着重要作用,同时也促进了为航空用途提供更高可靠性、性能和耐用性的特种复合材料的发展。
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International Journal of Mechanical and Materials Engineering
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