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Prediction of the Thickness of a Boroaluminized Layer Using an Artificial Neural Network 利用人工神经网络预测硼铝层厚度
IF 0.4 Q4 Materials Science Pub Date : 2024-05-07 DOI: 10.1134/s1027451024020344
U. L. Mishigdorzhiyn, B. A. Dyshenov, A. P. Semenov, N. S. Ulakhanov, B. E. Markhadayev

Abstract

The application of mathematical models and artificial neural networks for predicting the properties of diffusion coatings created by thermal–chemical treatment based on the boroaluminizing process is considered. The formalization and analysis of forecasting experimental results are conducted. Building computer models for prediction based on experimental data of the boroaluminizing process with high accuracy is a solvable task when using artificial neural networks such as a multilayer perceptron. Testing the number of hidden layers and the number of neurons in them revealed the highest correlation coefficient R = 0.99993 for an artificial neural network using two hidden layers with ten and six neurons, respectively. The highest efficiency can be achieved using the hyperbolic tangent activation function.

摘要 本研究考虑了数学模型和人工神经网络在预测基于硼铝化工艺的热化学处理扩散涂层性能方面的应用。对预测实验结果进行了形式化和分析。使用多层感知器等人工神经网络,可以根据硼铝化工艺的实验数据建立高精度预测计算机模型。对隐藏层数和其中的神经元数量进行测试后发现,使用分别有 10 个和 6 个神经元的两个隐藏层的人工神经网络的相关系数 R = 0.99993 最高。使用双曲正切激活函数的效率最高。
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引用次数: 0
Features of Electron Reflection by a Layer of Carbon Nanotubes 碳纳米管层的电子反射特征
IF 0.4 Q4 Materials Science Pub Date : 2024-05-07 DOI: 10.1134/s1027451024020162
N. V. Novikov, N. G. Chechenin, A. A. Shirokova

Abstract

In this paper, we study the anisotropic properties of a layer of carbon nanotubes upon electron reflection. Only a small proportion of the incident electrons is found to be reflected from a target with a surface layer of oriented carbon nanotubes. Reflection occurs only from a layer of horizontally oriented nanotubes at an incidence angle greater than 80° and vertically oriented nanotubes at an incidence angle less than 10°. The effect is explained by the peculiarities of the formation of an electron flow in the surface layers of the target.

摘要 本文研究了碳纳米管层在电子反射时的各向异性。研究发现,只有一小部分入射电子从表面有定向碳纳米管层的靶上反射。只有入射角大于 80° 的水平定向纳米管层和入射角小于 10° 的垂直定向纳米管才会发生反射。这种效应的原因是电子流在目标表面层形成的特殊性。
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引用次数: 0
Changes in the Optical Properties of Coatings Based on Hollow ZnO/SiO2 Particles under Electron Irradiation 基于空心氧化锌/二氧化硅粒子的涂层在电子辐照下的光学特性变化
IF 0.4 Q4 Materials Science Pub Date : 2024-05-07 DOI: 10.1134/s1027451024020253
A. N. Dudin, V. Yu. Yurina, V. V. Neshchimenko, M. M. Mikhailov, S. A. Yuriev, A. N. Lapin

Abstract

A comparative analysis of the diffuse reflectance spectra and their changes after irradiation with electrons with an energy of 30 keV of coatings based on polymethylphenylsiloxane resin and pigment powders of two-layer hollow ZnO/SiO2 particles is carried out. The analysis is performed in situ in the range of 250–2500 nm. The samples are irradiated using a Spectrum space-conditions simulator. The radiation resistance of the studied coatings based on two-layer hollow ZnO/SiO2 particles is estimated relative to coatings based on ZnO polycrystals by analyzing the difference diffuse reflectance spectra obtained by subtracting the spectra after irradiation from the spectra of the unirradiated samples. It is found that the intensity of the induced absorption bands in coatings based on hollow ZnO/SiO2 particles is less than in coatings based on ZnO microparticles, and the radiation resistance when estimating changes in the integral absorption coefficient of solar radiation (ΔαS) is twice as high. The increase in the radiation resistance is probably determined by the different nature of defect accumulation: in the case of solid microparticles, defects can accumulate inside grains; in hollow particles, the accumulation of defects can occur only within the thin shell of the sphere.

摘要 对基于聚甲基苯基硅氧烷树脂和两层空心 ZnO/SiO2 颗粒颜料粉末的涂层进行 30 keV 能量电子辐照后的漫反射光谱及其变化进行了比较分析。分析在 250-2500 纳米范围内原位进行。使用光谱空间条件模拟器对样品进行辐照。通过分析从未遭辐照样品的光谱中减去辐照后的光谱所得到的差分漫反射光谱,估算出所研究的基于两层空心 ZnO/SiO2 颗粒的涂层相对于基于 ZnO 多晶体的涂层的抗辐射性。结果发现,在基于空心 ZnO/SiO2 颗粒的涂层中,诱导吸收带的强度低于基于 ZnO 微颗粒的涂层,而且在估算太阳辐射积分吸收系数(ΔαS)的变化时,辐射阻抗是后者的两倍。辐射阻力的增加可能是由缺陷积累的不同性质决定的:在实心微粒中,缺陷可以在晶粒内部积累;而在空心微粒中,缺陷的积累只能发生在球体的薄壳内。
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引用次数: 0
Simulating the Effect of Field Electron Emission from a Cathode with a Thin Dielectric Film on Its Sputtering in a Gas Discharge in an Argon and Mercury Vapor Mixture 模拟氩气和汞蒸汽混合物气体放电中带有薄介电薄膜的阴极的场电子发射对其溅射的影响
IF 0.4 Q4 Materials Science Pub Date : 2024-05-07 DOI: 10.1134/s1027451024020058
G. G. Bondarenko, V. I. Kristya, D. O. Savichkin, M. R. Fisher

Abstract

We propose a model for a low-current gas discharge in a mixture of argon and mercury vapor in the presence of a thin dielectric film on the surface of a cathode. The model takes into account that in such a mixture, a significant contribution to ionization of the working gas can be made by the ionization of mercury atoms during their collisions with metastable excited argon atoms. Positive charges accumulate in the discharge on the surface of the film, creating an electric field in the dielectric sufficient to induce field electron emission from the metal substrate of the electrode into the dielectric. These electrons are accelerated in the film by an electric field and can exit it into the discharge volume. This increases the effective ion–electron emission yield of the cathode. The temperature dependences of the discharge characteristics show that due to a rapid decrease in the concentration of mercury vapor in the mixture with decreasing temperature, the electric-field strength in the discharge gap and the discharge voltage increase. The presence of a thin dielectric film on the cathode can improve its emission properties and significantly decrease the discharge voltage. These phenomena result in a decrease in the energy of ions and atoms bombarding the cathode surface and, consequently, a reduction in the intensity of cathode sputtering in the discharge.

摘要 我们提出了一个在阴极表面有薄电介质膜的氩气和汞蒸气混合物中进行低电流气体放电的模型。该模型考虑到了在这种混合物中,汞原子在与氩原子的逸散激发碰撞过程中发生电离,从而对工作气体的电离做出了重要贡献。正电荷在放电过程中聚集在薄膜表面,在电介质中形成电场,足以诱导场电子从电极的金属基底发射到电介质中。这些电子在电场的作用下在薄膜中加速,并从薄膜进入放电体积。这就提高了阴极的有效离子电子发射率。放电特性的温度相关性表明,随着温度的降低,混合物中汞蒸气的浓度迅速降低,放电间隙中的电场强度和放电电压也随之增加。阴极上的电介质薄膜可以改善其发射特性,并显著降低放电电压。这些现象导致轰击阴极表面的离子和原子能量降低,从而降低了放电中阴极溅射的强度。
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引用次数: 0
Layered Niobium-Cermet Composite Material 层状铌-金属陶瓷复合材料
IF 0.4 Q4 Materials Science Pub Date : 2024-05-07 DOI: 10.1134/s1027451024020307
O. K. Kamynina, S. G. Vadchenko, I. D. Kovalev, D. V. Prokhorov, D. E. Andreev, A. N. Nekrasov

Abstract

Layered composite materials based on niobium and cermet are produced via the self-propagating high-temperature synthesis of preliminarily structured samples using metal foils (Ti, Nb, Ta, Ni) and reaction tapes (Ti + 1.7B) and (5Ti + 3Si). The reaction tapes for synthesis are produced by rolling powder mixtures. The microstructure, and elemental and phase compositions of the synthesized multilayer composite materials are studied by scanning electron microscopy and X-ray phase analysis. Particular attention is paid to the formation of intermediate layers and surface modification occurring during combustion. The strength characteristics of the synthesized materials are determined according to the three-point loading scheme at temperatures of 1100°C. Analysis of the obtained materials shows that joining in the combustion mode of metal foils and reaction tapes is provided due to reaction diffusion, mutual impregnation, and chemical reactions occurring in the reaction tapes and on the surface of the metal foils. The formation of thin intermediate layers in the form of cermet and eutectic solutions provides the synthesized multilayer materials with good strength properties up to 87 MPa at 1100°C. These results are of interest for the development of structural materials operating under extreme conditions.

摘要通过使用金属箔(Ti、Nb、Ta、Ni)和反应带(Ti + 1.7B)和(5Ti + 3Si)对初步结构的样品进行自蔓延高温合成,制备出基于铌和金属陶瓷的层状复合材料。用于合成的反应带是通过轧制粉末混合物制成的。通过扫描电子显微镜和 X 射线相分析研究了合成多层复合材料的微观结构、元素和相组成。特别关注了中间层的形成和燃烧过程中发生的表面改性。在 1100°C 的温度下,根据三点加载方案测定了合成材料的强度特性。对所得材料的分析表明,金属箔和反应带在燃烧模式下的结合是由于反应扩散、相互浸渍以及反应带和金属箔表面发生的化学反应。金属陶瓷和共晶溶液形式的中间薄层的形成,使合成的多层材料在 1100°C 时具有良好的强度特性,最高可达 87 兆帕。这些结果对于开发在极端条件下工作的结构材料具有重要意义。
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引用次数: 0
Effect of Electron Bombardment on the Composition and Structure of CaF2/Si(111) Films 电子轰击对 CaF2/Si(111)薄膜成分和结构的影响
IF 0.4 Q4 Materials Science Pub Date : 2024-05-07 DOI: 10.1134/s1027451024020228
A. A. Abduvayitov, D. A. Tashmukhamedova, B. E. Umirzakov, A. T. Mamadalimov

Abstract

Using the methods of Auger electron spectroscopy, scanning electron microscopy, and measuring the angular dependences of the coefficient of inelastically reflected electrons, changes in the morphology, composition, and structure of CaF2 surface layers under electron bombardment with an energy of Ee = 1–8 keV are studied. The composition of the CaF2 surface changes noticeably at Ee = 2–3 keV and an electron dose of D ≥ 1018 cm–2. It is found that at a dose of less than 1018 cm–2, electrons are incident on separate sections of the CaF2 film. As D increases, the sizes of these sections increase, and starting from D = 8 × 1018 cm–2, the boundaries of neighboring sections overlap. The surface is completely covered with Ca atoms. After annealing at 900 K, a single-crystal Ca film is formed. At Ee = 3 keV, the thickness of the Ca film is ~25–30 Å.

摘要 利用欧杰电子能谱、扫描电子显微镜和测量非弹性反射电子系数的角度相关性等方法,研究了在能量为 Ee = 1-8 keV 的电子轰击下 CaF2 表层的形态、组成和结构的变化。在 Ee = 2-3 keV 和电子剂量 D ≥ 1018 cm-2 时,CaF2 表面的组成发生了明显变化。研究发现,当电子剂量小于 1018 cm-2 时,电子分别入射到 CaF2 薄膜的不同部分。随着 D 的增大,这些部分的尺寸也随之增大,从 D = 8 × 1018 cm-2 开始,相邻部分的边界开始重叠。表面完全被钙原子覆盖。在 900 K 退火后,形成了单晶 Ca 膜。在 Ee = 3 keV 时,钙膜的厚度约为 25-30 Å。
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引用次数: 0
Effects of Laser Pretreatment on the Formation of Nanostructured Carbon on the Surface of Chlorinated Polyvinyl Chloride under High-Power Ion Beam Irradiation 大功率离子束辐照下激光预处理对氯化聚氯乙烯表面纳米结构碳形成的影响
IF 0.4 Q4 Materials Science Pub Date : 2024-05-07 DOI: 10.1134/s1027451024020071
V. S. Kovivchak, S. A. Matyushenko

Abstract

The features of formation of surface morphology of chlorinated polyvinyl chloride (pure and with the addition of the catalyst—ferrocene) under the influence of a high-power ion beam of nanosecond duration after the preliminary pulsed laser treatment of the polymer surface have been investigated. It was found that the morphology of the irradiated surface of chlorinated polyvinyl chloride after pulsed laser surface pretreatment differs significantly from the morphology of the irradiated surface of chlorinated polyvinyl chloride after preliminary stationary heat treatment. For pure chlorinated polyvinyl chloride, pulsed laser pretreatment with increasing power leads to an increase in the porosity of the surface layer after high-power ion beam irradiation, whereas different surface morphologies, including fibers (including polymer fibers) of different diameters, can be obtained for the pre-stationary thermal treatment of this polymer. Pre-stationary thermal pretreatment of chlorinated polyvinyl chloride with the addition of ferrocene (Fe(C5H5)2) leads to a decrease in the diameter of the formed carbon nanofibers (with an increase in the treatment temperature). During the pulsed laser pretreatment, an increase in the porosity of the treated layer and a slight increase in the proportion of nanofibers of a larger diameter are observed. To explain the obtained differences for pulsed laser and stationary thermal pretreatment, the effect of polymer heating rate on the features of chlorinated polyvinyl chloride decomposition was analyzed.

摘要 研究了在对聚合物表面进行初步脉冲激光处理后,在纳秒级高功率离子束的影响下氯化聚氯乙烯(纯氯化聚氯乙烯和添加二茂铁催化剂的氯化聚氯乙烯)表面形貌的形成特点。研究发现,经过脉冲激光表面预处理后的氯化聚氯乙烯辐照表面的形态与经过初步静止热处理后的氯化聚氯乙烯辐照表面的形态有很大不同。对于纯氯化聚氯乙烯,脉冲激光预处理的功率越大,高功率离子束辐照后表层的孔隙率就越大,而这种聚合物经预静止热处理后可获得不同的表面形态,包括不同直径的纤维(包括聚合物纤维)。加入二茂铁(Fe(C5H5)2)对氯化聚氯乙烯进行静置前热处理,会导致形成的碳纳米纤维直径减小(随着处理温度的升高)。在脉冲激光预处理过程中,观察到处理层的孔隙率增加,直径较大的纳米纤维比例略有增加。为了解释脉冲激光预处理和固定热预处理的差异,分析了聚合物加热速率对氯化聚氯乙烯分解特征的影响。
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引用次数: 0
Manifestation of the Hexatic Phase in Confined Two-Dimensional Systems with Circular Symmetry 具有圆形对称性的密闭二维系统中六方相的表现形式
IF 0.4 Q4 Materials Science Pub Date : 2024-05-07 DOI: 10.1134/s1027451024020149
E. G. Nikonov, R. G. Nazmitdinov, P. I. Glukhovtsev

Abstract

Quasi-two-dimensional systems play an important role in the manufacture of various devices for the needs of nanoelectronics. Obviously, the functional efficiency of such systems depends on their structure, which can change during phase transitions under the influence of external conditions (e.g., temperature). Until now, the main attention has been focused on the search for signals of phase transitions in continuous two-dimensional systems. One of the central issues is the analysis of conditions for the nucleation of the hexatic phase in such systems, which is accompanied by the appearance of defects in the Wigner crystalline phase at a certain temperature. However, both practical and fundamental questions arise about the critical number of electrons at which the symmetry of the crystal lattice in the system under consideration will begin to break and, consequently, the nucleation of defects will start. The dependences of the orientational order parameter and the correlation function, which characterize topological phase transitions, as functions of the number of particles at zero temperature have been studied. The calculation results allow us to establish the precursors of the phase transition from the hexagonal phase to the hexatic one for N = 92, 136, and 187 considered as an example.

摘要 准二维系统在制造满足纳米电子学需求的各种器件中发挥着重要作用。显然,这类系统的功能效率取决于其结构,而在相变过程中,结构会在外部条件(如温度)的影响下发生变化。迄今为止,人们的主要注意力都集中在寻找连续二维系统中的相变信号上。其中一个核心问题是分析此类体系中六方相成核的条件,在一定温度下,六方相会伴随着维格纳晶体相缺陷的出现。然而,在所考虑的体系中,临界电子数在多大程度上会开始破坏晶格的对称性,从而导致缺陷成核,这既是实际问题,也是基本问题。我们研究了零温度下表征拓扑相变的定向有序参数和相关函数与粒子数量的函数关系。以 N = 92、136 和 187 为例,通过计算结果,我们确定了从六方相到六方相的相变前兆。
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引用次数: 0
Analysis of the State of the Surface Layer of the SAP-2 Composite Alloy after Irradiation with a High-Power Ion Beam 高能离子束辐照后 SAP-2 复合材料表层状态分析
IF 0.4 Q4 Materials Science Pub Date : 2024-05-07 DOI: 10.1134/s1027451024020356
T. V. Panova, V. S. Kovivchak

Abstract

The effect of a high-power ion beam of nanosecond duration on the phase composition and morphology of the surface of aluminum composite material SAP-2 is studied. It is found that after irradiation with a high-power ion beam under all irradiation modes used in the experiments no changes in the phase composition are observed. However, the observed shifts and broadening of the diffraction peaks from irradiated samples indicate the formation of residual stresses and transformation of the initial dislocation structure. The observed decrease in the dislocation density results in a decrease in the microhardness of SAP-2 irradiated at current densities of 50 and 100 A/cm2. It is shown that the increase in the ion-current density leads to an increase in the oxygen fraction in the surface layer of SAP-2, which is apparently associated with the partial evaporation of aluminum and an increase in the concentration of inclusions of Al2O3, which is part of the material. A nonlinear character of the dependence of the average ratio of the oxygen content to aluminum on the ion-current density of the beam is observed, the maximum value of which is recorded upon irradiation with a beam-current density of 100 A/cm2. Intense heating of the SAP-2 surface under ion-beam irradiation leads to changes in the dispersion of Al2O3 inclusions on the irradiated surface. The maximum coagulation of Al2O3 particles is found in the case of irradiation by a high-power ion beam with a current density of 100 A/cm2.

摘要 研究了纳秒级大功率离子束对铝复合材料 SAP-2 表面相组成和形态的影响。研究发现,在实验中使用的所有辐照模式下,经过大功率离子束辐照后,相组成均未发生变化。然而,从辐照样品中观察到的衍射峰的移动和变宽表明了残余应力的形成和初始位错结构的转变。在电流密度为 50 和 100 A/cm2 时,观察到的位错密度下降导致辐照 SAP-2 的显微硬度下降。研究表明,离子电流密度的增加会导致 SAP-2 表层的氧含量增加,这显然与铝的部分蒸发和材料中 Al2O3 杂质浓度的增加有关。氧含量与铝含量的平均比值与离子束的离子电流密度呈非线性关系,当离子束电流密度为 100 A/cm2 时,氧含量与铝含量的平均比值达到最大值。在离子束辐照下,SAP-2 表面的强烈加热导致辐照表面上 Al2O3 包裹体的分散发生变化。在电流密度为 100 A/cm2 的大功率离子束辐照下,Al2O3 粒子的凝结程度最大。
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引用次数: 0
Development of Submicrometer Conical Surface Morphology on Nanometer-Thick Al–Fe Alloy Films under Various Conditions of Ion-Assisted Deposition onto Glass 离子辅助沉积到玻璃上的各种条件下纳米厚铝铁合金薄膜上亚微米锥形表面形态的发展
IF 0.4 Q4 Materials Science Pub Date : 2024-05-07 DOI: 10.1134/s1027451024020198
I. I. Tashlykova-Bushkevich

Abstract

The morphology, topography, and wettability with distilled water of Al–1.5 at % Fe alloy films with thicknesses of 25–90 nm are investigated. These films are formed on glass by ion-assisted deposition using a resonance ion source of vacuum arc plasma. Scanning probe microscopy reveals that the longitudinal and transverse roughness parameters, as well as dimensionless complexes, vary depending on the deposition mode and time. Measurement of these dimensionless parameters yields a quantitative description of cone formation processes in the Al–Fe/glass system. The mean roughness of the films increases in the range of 20–40 nm within the duration of deposition. Under self-irradiation conditions, the transition from island growth of the films to layered growth is observed. The effect of the substrate relief on the longitudinal step parameters of the film topography is found. Scanning electron microscopy is employed to examine the size and surface density of microdroplet-fraction particles. The size-frequency distributions of the microdroplet fraction are satisfactorily approximated by a lognormal distribution. Under self-ion irradiation conditions, 60–70% of particles comprising the microdroplet fraction are up to 0.8 µm in size. For the first time, a double Gaussian function is employed to approximate histograms of the distribution of relief features in the films, improving the accuracy in the description compared to a normal distribution law. The effectiveness of this approach in analyzing the structural formation of nanoscale films at various growth stages is demonstrated. By employing a bi-Gaussian model of the surface, the role of topographic characteristics in controlling the wetting of modified coatings is determined. The mechanism of the heterogeneous wetting of hydrophilic films in the Cassie state with contact edge angles of 50°–80° is discussed. In the potential mode, with an increase in deposition duration up to 10 h, the relief distribution of the films approximates a normal distribution, and the development of a submicrometer conical morphology on the surface leads to mixed wetting.

摘要 研究了厚度为 25-90 nm 的 Al-1.5% Fe 合金薄膜的形态、形貌以及与蒸馏水的润湿性。这些薄膜是通过真空电弧等离子体共振离子源在玻璃上进行离子辅助沉积形成的。扫描探针显微镜显示,纵向和横向粗糙度参数以及无量纲复数随沉积模式和时间的不同而变化。通过测量这些无量纲参数,可以定量描述铝-铁/玻璃体系中锥体的形成过程。在沉积过程中,薄膜的平均粗糙度在 20-40 纳米的范围内增加。在自辐照条件下,可以观察到薄膜从岛状生长过渡到层状生长。研究发现了基底凹凸对薄膜形貌纵向阶跃参数的影响。扫描电子显微镜用于研究微滴组分颗粒的尺寸和表面密度。用对数正态分布对微滴部分的尺寸-频率分布进行了令人满意的近似。在自离子辐照条件下,构成微液滴部分的 60-70% 的颗粒大小不超过 0.8 µm。与正态分布规律相比,该方法首次采用了双高斯函数来逼近薄膜中浮雕特征分布的直方图,从而提高了描述的准确性。这种方法在分析不同生长阶段的纳米级薄膜结构形成方面的有效性得到了证明。通过采用表面双高斯模型,确定了地形特征在控制改性涂层润湿中的作用。讨论了接触边缘角为 50°-80° 的卡西态亲水薄膜的异质润湿机理。在电位模式下,随着沉积时间延长至 10 小时,薄膜的浮雕分布接近于正态分布,表面亚微米锥形形貌的形成导致了混合润湿。
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引用次数: 0
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Journal of Surface Investigation: X-ray, Synchrotron and Neutron Techniques
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