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Overview of the process technology for the preparation of ultrahigh purity indium required for the fabrication of indium phosphide related epitaxial structures based devices needed for advanced electronic applications 概述了用于制造先进电子应用所需的磷化铟外延结构器件所需的超高纯度铟的制备工艺技术
IF 2.1 4区 工程技术 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2023-09-01 DOI: 10.2351/7.0001178
V. N. Mani, G. Muthukumaran, A. G. Ramu, J. Kumar
Indium, a rare metal, is created incidentally during the zinc refining process. When a zinc metal is produced, valuable elements, such as indium, are recovered and reused. The sulfide minerals, sphalerite, galena, and chalcopyrite, are all common hosts for indium metals. Indium metals of varying purities (from 99% to 99.9%) are used in many different commercial, other exclusive, specialty, dentistry, and research and development settings. In the production of indium phosphide and related select bulk single crystals, such as InP, InAs, InSb, etc., and select multilayered epitaxial material-systems based device structures, such as InGaAs/InP, InGaAsP/InP, etc., an ultrahigh purity (99.99999%) indium metal is used as one of the initial and primary input materials. light-emitting diodes, infrared detectors, lasers, and other components cannot be made without these device topologies. Triple junction solar cells made of GaInP, GaAs, and Ge with 40% conversion efficiency are being developed for use in space. Metal-organic and molecular beam epitaxial methods utilize trimethyl/triethyl-indium-epi-precursors, the high purity indium derivatives, as starting materials to develop and manufacture multilayered structures of InGaAs/InP, InGaAsP/InP, InGaN/InP AlInN, etc. The purpose of this review is to quickly touch on indium mineral sources, important uses for different indium metal grades, and the processes needed to refine, purify, and ultrahigh purify indium to higher purity levels using a zone refining–melting–leveling process, as well as impurity segregation considerations. The use of vacuum, inert gas environments, and an external electromagnetic field to efficiently segregate, levitate, stir, homogenize, and mix the molten zone/melt interface area (region) as well as purity analyses at ppb levels, class clean room, and packaging concepts were also discussed. This review also touched briefly on the use of ultrahigh purity indium in the preparation of TMIn, TEIn, and InCl precursors necessary for the growth of device structures by molecular beam, metal-organic vapor phase, atomic layer epitaxial, and chemical vapor deposition processes. Purifying and preparing polycrystalline indium to a type 7 N purity level as well as standardization and criticality testing for fine-tuning system parameters are essential parts of developing the purification process technology. It also highlights various compound semiconductors and epitaxial systems, such as high purity indium compounds, such as indium phosphide, for cutting-edge electronic applications. Material yield enhancement, impurity management (including C, O, N, and others), consistent results, impurity reduction (down to the ppb level), and class clean packaging are all active topics of research and development. There has been a rise in demand for ultrapure metals (7–10 N) with stringent purity criteria in the aerospace and defense sectors, where they are used in cutting-edge nanoelectronic applications. This
铟是一种稀有金属,在锌精炼过程中偶然产生。当生产锌金属时,有价值的元素,如铟,被回收和再利用。硫化物矿物,闪锌矿、方铅矿和黄铜矿,都是铟金属的常见宿主。不同纯度(从99%到99.9%)的铟金属用于许多不同的商业、其他独家、专业、牙科以及研发环境。在磷化铟和相关的选择体单晶(如InP、InAs、InSb等)以及选择基于多层外延材料系统的器件结构(如InGaAs/InP、GaAsP/InP等)的生产中,超高纯度(99.99999%)铟金属被用作初始和主要输入材料之一。没有这些器件拓扑结构,就无法制造发光二极管、红外探测器、激光器和其他组件。由GaInP、GaAs和Ge制成的具有40%转换效率的三结太阳能电池正在被开发用于太空。金属有机和分子束外延方法利用高纯度铟衍生物三甲基/三乙基铟外延前体作为起始材料,开发和制造InGaAs/InP、InGaAsP/InP、InGaN/InP-AlInN等多层结构,以及使用区域精炼-熔融-整平工艺将铟精炼、纯化和超高纯度提纯至更高纯度水平所需的工艺,以及杂质分离考虑因素。还讨论了使用真空、惰性气体环境和外部电磁场来有效地分离、悬浮、搅拌、均匀化和混合熔融区/熔体界面区域(区域),以及ppb水平的纯度分析、级洁净室和包装概念。本文还简要介绍了超高纯铟在通过分子束、金属有机气相、原子层外延和化学气相沉积工艺制备器件结构生长所需的TMIn、TEIn和InCl前体中的应用。提纯和制备7型多晶铟 N纯度水平以及用于微调系统参数的标准化和临界测试是开发纯化工艺技术的重要组成部分。它还重点介绍了用于尖端电子应用的各种化合物半导体和外延系统,如高纯度铟化合物,如磷化铟。提高材料产量、杂质管理(包括C、O、N和其他)、一致的结果、杂质减少(降至ppb水平)和级清洁包装都是研发的活跃主题。对超纯金属的需求有所增加(7-10 N) 在航空航天和国防领域具有严格的纯度标准,用于尖端的纳米电子应用。这篇文献综述深入探讨了这些以及与超高纯铟生产相关的主题。本综述的主要目的是简要总结截至本文撰写之时,超高纯度(7N-99.99999%)铟制备及其外延电子应用方面的研究和开发进展。
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引用次数: 0
Application of ultrafast laser beam shaping in micro-optical elements 超快激光光束整形在微光学元件中的应用
IF 2.1 4区 工程技术 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2023-08-01 DOI: 10.2351/7.0001033
Zhihao Qu, S. Sun, Jin Wang, M. Jiang, Fengyun Zhang, Xi Wang, J. Shao, Guanglei Liang, P. Wang
The manufacturing and application of micro-optical elements are constantly evolving toward miniaturization, integration, and intelligence and have important applications in holographic displays, optical imaging, laser processing, information processing, and other fields. Ultrafast lasers, with their ultrashort pulse width, extremely high peak power, high processing resolution, small thermal influence zone, and nondestructive material processing advantages, have become an important processing method for preparing micro-optical elements. However, the laser output from the laser usually has a Gaussian distribution, with limitations in spatial and temporal energy and shape distribution, making it difficult to meet the requirements of processing efficiency and quality, which poses new challenges to ultrafast laser manufacturing technology. Therefore, by shaping the ultrafast laser beam and regulating nonlinear optical effects, the optimization and adjustment of the beam shape can be achieved, thus improving the quality and efficiency of micro-optical element processing. Ultrafast laser beam shaping technology provides a new method for the manufacture of micro-optical elements. This article first introduces the commonly used manufacturing methods for micro-optical elements. Second, from the perspective of the temporal domain, spatial domain, and spatiotemporal domain, the basic principles, methods, and existing problems of ultrafast laser beam shaping are summarized. Then, the application of these shaping technologies in the preparation of micro-optical elements is elaborated. Finally, the challenges and future development prospects of ultrafast laser beam shaping technology are discussed.
微光学元件的制造和应用不断向小型化、集成化和智能化发展,在全息显示器、光学成像、激光加工、信息处理等领域有着重要的应用。超快激光器以其超短脉冲宽度、极高峰值功率、高加工分辨率、小热影响区和无损材料加工优势,已成为制备微光学元件的重要加工方法。然而,激光器输出的激光通常具有高斯分布,在空间和时间能量以及形状分布方面受到限制,难以满足加工效率和质量的要求,这对超快激光制造技术提出了新的挑战。因此,通过对超快激光束进行整形并调节非线性光学效应,可以实现光束形状的优化和调整,从而提高微光学元件加工的质量和效率。超快激光光束整形技术为微光学元件的制造提供了一种新的方法。本文首先介绍了常用的微光学元件的制造方法。其次,从时间域、空间域和时空域的角度,总结了超快激光束整形的基本原理、方法和存在的问题。然后,阐述了这些成型技术在微光学元件制备中的应用。最后,讨论了超快激光光束整形技术的挑战和未来发展前景。
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引用次数: 0
Response surface analysis, tensile properties, and microstructure of Ti–6.5Al–3.5Mo–1.5Zr–0.3Si fabricated by laser powder bed fusion 激光粉末床熔融制备Ti–6.5Al–3.5Mo–1.5Zr–0.3Si的响应面分析、拉伸性能和微观结构
IF 2.1 4区 工程技术 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2023-08-01 DOI: 10.2351/7.0000932
B. Ou, Lixin Lu, Xiangwei Meng, Qing He, Yilin Xie, Junxia Yan
In this work, Ti–6.5Al–3.5Mo–1.5Zr–0.3Si alloy samples under different laser process parameters were successfully fabricated by laser powder bed fusion technology. The influence of three processing parameters (laser power P, scanning speed V, and hatch spacing H) on the forming quality and tensile properties of Ti–6.5Al–3.5Mo–1.5Zr–0.3Si samples was investigated by response surface analysis. The Non-Dominated Sorting Genetic Algorithm-II was employed to optimize and attain laser process parameters with optimal forming quality and tensile properties. Specifically, the response surface was established to reveal the optimization method of two response values (forming densification and ultimate tensile strength). The results demonstrated that hatch spacing (H) and its secondary influencing factor (H2) exerted significant effects on densification. In addition, the secondary influencing factors of laser power and hatch spacing (P2 and H2) exerted significant effects on the ultimate tensile strength of Ti–6.5Al–3.5Mo–1.5Zr–0.3Si samples. The influence mechanism of laser process parameters on the densification and tensile properties of samples was further illuminated from the perspective of melting instability and the grain growth process. The maximum tensile strength of the Ti–6.5Al–3.5Mo–1.5Zr–0.3Si sample obtained after optimization reached above 1300 MPa. The maximum strain of the Ti–6.5Al–3.5Mo–1.5Zr–0.3Si sample with the optimal plastic performance reached 16.6%. The strength and toughness of Ti–6.5Al–3.5Mo–1.5Zr–0.3Si samples were analyzed from the aspects of the microstructure and phase composition.
本工作采用激光粉末床熔融技术成功制备了不同激光工艺参数下的Ti–6.5Al–3.5Mo–1.5Zr–0.3Si合金样品。通过响应面分析研究了三个工艺参数(激光功率P、扫描速度V和图案间距H)对Ti–6.5Al–3.5Mo–1.5Zr–0.3Si样品成形质量和拉伸性能的影响。采用非支配排序遗传算法Ⅱ对激光工艺参数进行优化,得到了成形质量和拉伸性能最优的工艺参数。具体而言,建立了响应面,揭示了两个响应值(成形致密化和极限抗拉强度)的优化方法。结果表明,舱口间距(H)及其次要影响因素(H2)对致密化有显著影响。此外,激光功率和舱口间距(P2和H2)的次要影响因素对Ti–6.5Al–3.5Mo–1.5Zr–0.3Si样品的极限抗拉强度产生了显著影响。从熔融不稳定性和晶粒生长过程的角度进一步阐明了激光工艺参数对样品致密化和拉伸性能的影响机制。优化后得到的Ti–6.5Al–3.5Mo–1.5Zr–0.3Si样品的最大抗拉强度达到1300以上 MPa。具有最佳塑性性能的Ti–6.5Al–3.5Mo–1.5Zr–0.3Si试样的最大应变达到16.6%。从微观结构和相组成方面分析了Ti–6.5Al-3.5Mo–1.5 Zr–0.3 Si试样的强度和韧性。
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引用次数: 0
Preface to Special Topic: Laser-induced Breakdown Spectroscopy 专题前言:激光诱导击穿光谱学
4区 工程技术 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2023-08-01 DOI: 10.2351/7.0001190
Lianbo Guo
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引用次数: 0
Guiding and lasing comparison of Nd:YAG waveguide lasers fabricated by femtosecond laser inscription at 515 and 1030 nm 515和1030飞秒激光刻蚀Nd:YAG波导激光器的引导和激光比较 纳米
IF 2.1 4区 工程技术 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2023-08-01 DOI: 10.2351/7.0001155
W. Gebremichael, C. Dorrer, J. Qiao
We report the comparative investigation of fabricating type-II waveguide lasers in Nd:Y3Al5O12 (Nd:YAG) using femtosecond laser pulses at 515 and 1030 nm. We focus on the comparison in track morphologies, modification thresholds, and the overall efficiency of the ultrafast laser inscription (ULI) process in creating these waveguides. For both wavelengths, we demonstrated low propagation losses of 0.2 dB/cm. We achieved the lowest reported lasing threshold of 9 mW in a Nd:YAG waveguide laser. Superior performance was achieved with the 1030-nm ULI source, yielding a slope efficiency over 40% and achieving a lasing threshold at half the value observed for the 515-nm source.
我们报道了用515和1030飞秒激光脉冲在Nd:Y3Al5O12(Nd:YAG)中制备II型波导激光器的比较研究 nm。我们重点比较了在创建这些波导过程中,超快激光铭文(ULI)工艺的轨迹形态、修饰阈值和整体效率。对于这两种波长,我们证明了0.2的低传播损耗 dB/cm。我们实现了9的最低激光阈值 mW。1030nm ULI源实现了优异的性能,产生了超过40%的斜率效率,并实现了515nm源观测值的一半的激光阈值。
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引用次数: 0
Grain size manipulation by wire laser direct energy deposition of 316L with ultrasonic assistance 超声辅助下线激光直接能量沉积316L的晶粒尺寸控制
IF 2.1 4区 工程技术 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2023-08-01 DOI: 10.2351/7.0001090
M. Heidowitzsch, Leonid Gerdt, Conrad Samuel, Jacob-Florian Maetje, J. Kaspar, M. Riede, E. López, F. Brueckner, C. Leyens
The epitaxial growth of coarse and columnar grain structures along the build direction of additive manufactured metals is a usual phenomenon. As a result, as-built components often exhibit pronounced anisotropic mechanical properties, reduced ductility, and, hence, a high cracking susceptibility. To enhance the mechanical properties and processability of additive manufactured parts, the formation of equiaxed and fine grained structures is thought to be most beneficial. In this study, the potential of grain refinement by ultrasonic excitation of the melt pool during laser wire additive manufacturing has been investigated. An ultrasound system was developed and integrated in a laser wire deposition machine. AISI 316L steel was used as a substrate and feedstock material. A conversion of coarse, columnar grains (dm = 284.5 μm) into fine, equiaxed grains (dm = 130.4 μm) and a weakening of typical <100>-fiber texture with increasing amplitude were verified by means of light microscopy, scanning electron microscopy, and electron backscatter diffraction analysis. It was demonstrated that the degree of grain refinement could be controlled by the regulation of ultrasound amplitude. No significant changes in the dendritic structure have been observed. The combination of sonotrode/melt pool direct coupling and the laser wire deposition process represents a pioneering approach and promising strategy to investigate the influence of ultrasound on grain refinement and microstructural tailoring.
粗晶和柱状晶粒沿增材制造金属的构筑方向外延生长是一种常见的现象。因此,成品部件通常表现出明显的各向异性力学性能,降低了延展性,因此具有很高的开裂敏感性。为了提高增材制造零件的力学性能和可加工性,等轴和细晶组织的形成被认为是最有利的。本文研究了激光增材制造过程中熔池超声激发晶粒细化的潜力。研制了一种超声系统,并将其集成到激光线沉积机上。采用aisi316l钢作为基体和原料。通过光镜、扫描电镜和电子背散射衍射分析,证实了粗柱状晶粒(dm = 284.5 μm)向细等轴晶粒(dm = 130.4 μm)的转变,以及典型纤维织构随振幅增大而减弱。结果表明,超声振幅的调节可以控制晶粒的细化程度。树枝状结构未见明显变化。超声电极/熔池直接耦合与激光丝沉积工艺相结合,是研究超声对晶粒细化和显微组织裁剪影响的一种开创性的方法和有前途的策略。
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引用次数: 0
Experimenting on semiconductors using ablative laser propulsion to investigate propulsion parameters 烧蚀激光推进在半导体上的实验研究推进参数
IF 2.1 4区 工程技术 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2023-08-01 DOI: 10.2351/7.0000965
A. Abbas, M. Q. Zakaria, Syeda Tehreem Iqbal, Y. Jamil
A laser can be used to propel distant objects. The ability of silicon to produce thrust and its propulsive parameters are needed to be studied in ablative laser propulsion (ALP). In this work, pure silicon and silicon doped with indium were subjected to ALP to achieve the momentum coupling coefficient and specific impulse to investigate its worth as a propellant. The experiment was conducted using the Nd:YAG laser (Quantel Brilliant) operating at fundamental harmonic (λ = 1064 nm and 5 ns pulse duration). In the given range of fluence, 1 × 105–5 × 105 J/m2, no significant difference among both samples for values of momentum coupling coefficient (Cm) and specific impulse (Isp) is observed; for instance, both propellants follow a decreasing trend for Cm. However, maximum enhancement for Cm and Isp is observed with a cavity aspect ratio of one. Cm and Isp are enhanced about 1.75 and 4.5 times, respectively, for pure silicon. The external cavity does not have any impact on Cm values for indium-doped silicon while values of Isp showed considerable enhancement.
激光可以用来推动远处的物体。在烧蚀激光推进(ALP)中,需要对硅产生推力的能力及其推进参数进行研究。本文通过对纯硅和掺杂铟的硅进行ALP实验,获得了动量耦合系数和比冲,考察了其作为推进剂的价值。实验采用Nd:YAG激光器(Quantel Brilliant),工作在基频下(λ = 1064 nm,脉冲持续时间为5ns)。在给定的影响范围1 × 105 ~ 5 × 105 J/m2内,两种样品的动量耦合系数(Cm)和比冲(Isp)值无显著差异;例如,两种推进剂的Cm都呈下降趋势。然而,当腔宽高比为1时,Cm和Isp的增强效果最大。对于纯硅,Cm和Isp分别提高了1.75倍和4.5倍。外腔对掺铟硅的Cm值没有影响,而Isp值有明显的增强。
{"title":"Experimenting on semiconductors using ablative laser propulsion to investigate propulsion parameters","authors":"A. Abbas, M. Q. Zakaria, Syeda Tehreem Iqbal, Y. Jamil","doi":"10.2351/7.0000965","DOIUrl":"https://doi.org/10.2351/7.0000965","url":null,"abstract":"A laser can be used to propel distant objects. The ability of silicon to produce thrust and its propulsive parameters are needed to be studied in ablative laser propulsion (ALP). In this work, pure silicon and silicon doped with indium were subjected to ALP to achieve the momentum coupling coefficient and specific impulse to investigate its worth as a propellant. The experiment was conducted using the Nd:YAG laser (Quantel Brilliant) operating at fundamental harmonic (λ = 1064 nm and 5 ns pulse duration). In the given range of fluence, 1 × 105–5 × 105 J/m2, no significant difference among both samples for values of momentum coupling coefficient (Cm) and specific impulse (Isp) is observed; for instance, both propellants follow a decreasing trend for Cm. However, maximum enhancement for Cm and Isp is observed with a cavity aspect ratio of one. Cm and Isp are enhanced about 1.75 and 4.5 times, respectively, for pure silicon. The external cavity does not have any impact on Cm values for indium-doped silicon while values of Isp showed considerable enhancement.","PeriodicalId":50168,"journal":{"name":"Journal of Laser Applications","volume":" ","pages":""},"PeriodicalIF":2.1,"publicationDate":"2023-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41359937","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Investigation of microstructure evolution on different planes in laser welding of aluminum alloy 铝合金激光焊接不同平面组织演变的研究
IF 2.1 4区 工程技术 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2023-08-01 DOI: 10.2351/7.0001129
Yuewei Ai, Shibo Han, Yachao Yan
The solidification behavior of a molten pool is a critical factor affecting the mechanical properties of welded joints. This paper develops a multi-scale model combining the macroscale heat transfer and fluid flow model with the microscale phase field model for calculating the microstructure evolution on two different planes that are perpendicular to the thickness direction in the laser welding of the aluminum alloy. To obtain the time-varying temperature gradient (G) and solidification velocity (R) used in the simulation, a transient solidification conditions model is proposed. These models are validated by comparing the simulation results with the experimental results. The results indicate that G decreases, while R increases during solidification process. G/R decreases on both two planes, which results in the transformation of the microstructure from planar to cellular and then to the columnar grain. Additionally, it is found that the primary dendrite arm spacing of columnar grains on the lower plane is smaller, which is related to lower G−1/2R−1/4.
熔池的凝固行为是影响焊接接头力学性能的关键因素。本文开发了一个将宏观传热和流体流动模型与微观相场模型相结合的多尺度模型,用于计算铝合金激光焊接中垂直于厚度方向的两个不同平面上的微观组织演变。为了获得模拟中使用的时变温度梯度(G)和凝固速度(R),提出了一个瞬态凝固条件模型。通过仿真结果与实验结果的比较,验证了这些模型的正确性。结果表明,在凝固过程中,G减小,R增大。G/R在两个平面上都降低,这导致微观结构从平面到蜂窝状再到柱状晶粒的转变。此外,还发现下平面柱状晶粒的一次枝晶臂间距较小,这与较低的G−1/2R−1/4有关。
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引用次数: 1
Achieving superhydrophobicity of the FeCoCrMnNi surface via synergistic laser texturing and low temperature annealing 通过协同激光织构和低温退火技术实现FeCoCrMnNi表面的超疏水性
IF 2.1 4区 工程技术 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2023-07-31 DOI: 10.2351/7.0001053
Chao Wang, Hu Huang, Mingming Cui, Zhiyu Zhang, Lin Zhang, Jiwang Yan
Superhydrophobic surfaces are highly desirable due to their remarkable water-repellent behavior. Laser texturing with subsequent low surface energy modification is a versatile strategy for creating such surfaces. In this study, via synergistic laser texturing and low temperature annealing, superhydrophobicity was first attempted to be achieved on the FeCoCrMnNi surface. By optimizing the laser parameters, the arrays with large depth-to-width ratios were constructed. Subsequently, by annealing at a low temperature, the transition process from superhydrophilicity to superhydrophobicity was successfully achieved on the FeCoCrMnNi surface. The effects of the hatching interval on the wettability were investigated, and the mechanism of wettability transition for FeCoCrMnNi was discussed. According to the experimental results and analysis, the textured surfaces exhibited excellent superhydrophobicity at different hatching intervals and a maximum contact angle of 165° was obtained. Furthermore, the created superhydrophobic surfaces possessed good liquid capture and self-cleaning capabilities and enabled magnification for optical imaging. The wettability transition after low temperature annealing was attributed to the absorption of airborne organic compounds. This study provides an efficient, clean, and versatile strategy to achieve superhydrophobicity of the FeCoCrMnNi surface by laser processing.
超疏水表面是非常可取的,因为它们具有显著的拒水性。激光纹理与随后的低表面能修改是创建这种表面的通用策略。在本研究中,通过协同激光织构和低温退火,首次尝试在FeCoCrMnNi表面实现超疏水性。通过对激光参数的优化,构建了具有较大深宽比的阵列。随后,通过低温退火,FeCoCrMnNi表面成功实现了从超亲水性到超疏水性的转变过程。研究了孵化间隔对FeCoCrMnNi润湿性的影响,探讨了FeCoCrMnNi润湿性转变的机理。实验结果和分析表明,在不同的孵化间隔下,织构表面表现出优异的超疏水性,最大接触角为165°。此外,所创建的超疏水表面具有良好的液体捕获和自清洁能力,并能够放大光学成像。低温退火后的润湿性转变归因于空气中有机化合物的吸收。本研究提供了一种高效、清洁和通用的方法,通过激光加工实现FeCoCrMnNi表面的超疏水性。
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引用次数: 0
Identification and classification of metal copper based on laser-induced breakdown spectroscopy 基于激光诱导击穿光谱的金属铜识别与分类
IF 2.1 4区 工程技术 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2023-07-20 DOI: 10.2351/7.0001051
Boyuan Han, Ziang Chen, Jun Feng, Yuzhu Liu
Precious and half-precious metals are widely used in various fields, which makes it of great significance to recycle them, and copper was taken as an example for the investigation in this paper. A system based on laser-induced breakdown spectroscopy combined with machine learning algorithms was developed and employed in the lab to identify and classify several metal devices that contain copper element. According to the obtained emission spectra, 36 characteristic spectral lines of copper element are observed in the spectrogram of high-purity copper, as well as some metallic elements including Zn, Ca, Mg, and Na that also appeared. Moreover, eight types of similar metal devices containing copper element which are common in life (electrode, copper plug, copper tape, carbon brush, wire, circuit board, gasket, and coil) were selected to perform spectral analysis. Rough classification can be achieved by observing the spectra of eight metal devices. The effective classification process of metal devices was implemented by conducting principal component analysis, which built a model to reduce the dimension of spectral data for classification. Several samples are distributed at different positions in the principal component space, which is established based on the three principal components as the coordinate axis. K-nearest neighbors were employed to verify the classification effectiveness, acquiring the final classification accuracy of 99%. The results show that the development system has a broad development prospect for identifying metal copper and classifying metal devices that contain copper element.
贵金属和半贵金属在各个领域都有广泛的应用,回收利用它们具有重要意义,本文以铜为例进行了研究。开发了一个基于激光诱导击穿光谱和机器学习算法的系统,并在实验室中用于识别和分类几种含有铜元素的金属器件。根据获得的发射光谱,在高纯度铜的光谱图中观察到36条铜元素的特征谱线,以及一些金属元素,包括Zn、Ca、Mg和Na也出现了。此外,选择生活中常见的八种含有铜元素的类似金属器件(电极、铜插头、铜带、碳刷、电线、电路板、垫圈和线圈)进行光谱分析。通过观察八种金属器件的光谱可以实现粗略的分类。通过主成分分析实现了金属器件的有效分类过程,建立了一个降低光谱数据维数的模型进行分类。几个样本分布在主分量空间的不同位置,主分量空间是基于三个主分量作为坐标轴建立的。采用K近邻对分类有效性进行了验证,最终分类准确率达到99%。结果表明,该开发系统在识别金属铜和对含有铜元素的金属器件进行分类方面具有广阔的开发前景。
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引用次数: 0
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Journal of Laser Applications
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