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Quantum and classical machine learning investigation of synthesis–structure relationships in epitaxially grown wide band gap semiconductors 外延生长宽带隙半导体合成-结构关系的量子和经典机器学习研究
IF 1.9 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-07-09 DOI: 10.1557/s43579-024-00590-z
A. S. Messecar, S. M. Durbin, R. A. Makin

Several hundred plasma-assisted molecular beam epitaxy synthesis experiments of GaN and ZnO thin film crystals were organized into data sets that correlate the operating parameters selected for growth to two figures of merit: a binary determination of surface morphology, and a continuous Bragg–Williams measure of lattice ordering (S2). Quantum as well as conventional supervised machine learning algorithms were optimized and trained on the data, enabling a comparison of their generalization performance. The models displaying the best generalization performance on each data set were subsequently used to predict each figure of merit across the ZnO and GaN processing spaces.

Graphical abstract

数百次氮化镓和氧化锌薄膜晶体的等离子体辅助分子束外延合成实验被整理成数据集,这些数据集将选择用于生长的操作参数与两个优点相关联:表面形态的二元测定和晶格有序度(S2)的连续布拉格-威廉姆斯测量。对量子和传统的监督机器学习算法进行了优化,并在数据上进行了训练,以比较它们的泛化性能。随后,在每个数据集上显示出最佳泛化性能的模型被用于预测氧化锌和氮化镓加工空间中的每个性能指标。
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引用次数: 0
Recent advances in integrated capture and electrochemical conversion of CO2 二氧化碳综合捕集与电化学转化的最新进展
IF 1.9 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-07-09 DOI: 10.1557/s43579-024-00575-y
Yongjun Kwon, Binhong Wu, Ning Zhang, David Hand, Tianyou Mou, Xue Han, Qiaowan Chang

Capturing and electrochemically converting carbon dioxide (CO2) from industrial point sources, such as flue gas, is a promising approach to mitigate the greenhouse effect and protect the environment. However, these processes are characterized by high energy consumption and low energy efficiency, which need optimization. This prospective article provides a summary of the current strategies for capturing and electrochemically converting dilute CO2 into valuable products. We will summarize strategies for capture and electrochemical reduction of CO2 in a dilute stream, compare the advantages and disadvantages of using amines, membranes, alkaline solutions, and molten salts for CO2 capture and conversion, and discuss the effects of CO2 concentrations and typical impurities in flue gas (NOx, SOx, and O2) on the performance of electrochemical CO2 conversion. We will also provide an outlook on future opportunities for developing integrated processes for capturing and electrochemically converting CO2 to valuable products.

Graphical abstract

从工业点源(如烟道气)中捕捉二氧化碳(CO2)并将其进行电化学转化,是缓解温室效应和保护环境的一种可行方法。然而,这些工艺的特点是能耗高、能效低,需要优化。这篇前瞻性文章总结了当前捕获稀释二氧化碳并将其电化学转化为有价值产品的策略。我们将总结捕集和电化学还原稀薄气流中二氧化碳的策略,比较使用胺、膜、碱性溶液和熔盐捕集和转化二氧化碳的优缺点,并讨论二氧化碳浓度和烟气中典型杂质(氮氧化物、硫氧化物和二氧化硫)对电化学二氧化碳转化性能的影响。我们还将展望未来开发二氧化碳捕获和电化学转化为有价值产品的集成工艺的机遇。
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引用次数: 0
Magnetically circular layered triboelectric nanogenerators by advanced self-sensing composites 先进自感应复合材料的磁环形层状三电纳米发电机
IF 1.9 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-07-09 DOI: 10.1557/s43579-024-00583-y
Ali Matin Nazar, Haifei Zhu, Haibo Xu, Zhiming Zhang, Arash Rayegani, Maria Rashidi

This paper provides a numerical simulation study of Magnetically Circular Layers of Triboelectric Nanogenerators (MCL-TENGs) for energy harvesting and self-powered sensing. The MCL-TENGs generate electrical energy by means of the conversion of mechanical energy into electrical energy through contact electrification and electrostatic induction. This paper concentrates on the numerical modeling of the copper/aluminum MCL-TENG and compares simulation results with experimental findings. The voltage comparison of copper MCL-TENGs (OC) between experimental and numerical simulations at 2000, 2500, and 3000 rpm showed Cu-EXP configuration voltages ranging from 4.1 to 4.4 V and Cu-FEM setup voltages ranging from 4 to 4.4 V. Meanwhile, aluminum MCL-TENGs showed Al-EXP configuration voltages ranging from 4.08 to 4.35 V and Al-FEM setup voltages ranging from 4 to 4.3 V across the third layer. The system can enhance the energy efficiency and sustainability of coastal bridge infrastructure by harvesting surplus energy from mechanical motion and converting it to electricity for self-powered sensing and monitoring systems.

Graphical abstract

本文对用于能量收集和自供电传感的磁性环形层三电纳米发电机(MCL-TENGs)进行了数值模拟研究。MCL-TENG 通过接触电化和静电感应将机械能转化为电能的方式产生电能。本文主要研究铜/铝 MCL-TENG 的数值建模,并将模拟结果与实验结果进行比较。铜 MCL-TENG (OC)在 2000、2500 和 3000 rpm 转速下的实验和数值模拟电压比较显示,Cu-EXP 配置电压范围为 4.1 至 4.4 V,Cu-FEM 设置电压范围为 4 至 4.4 V。同时,铝 MCL-TENG 在第三层显示出 4.08 至 4.35 V 的 Al-EXP 配置电压和 4 至 4.3 V 的 Al-FEM 设置电压。该系统可从机械运动中收集剩余能量并将其转化为电力,用于自供电传感和监测系统,从而提高沿海桥梁基础设施的能源效率和可持续性。
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引用次数: 0
Si-pillared MFI zeolites as promising supports for HDS catalysts 作为加氢脱硫催化剂的理想支撑物的硅柱 MFI 沸石
IF 1.9 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-07-09 DOI: 10.1557/s43579-024-00603-x
M. C. Maciel Arreola, J. A. Medina Cervantes, R. I. Yocupicio Gaxiola, A. Infantes Molina, R. Huirache-Acuña, S. Fuentes Moyado, G. Alonso Núñez

Nickel and cobalt sulfide-based catalysts supported on a silicon-pillared MFI zeolite were synthesized, characterized, and tested in the hydrodesulfurization reaction of dibenzothiophene. The metallic phases were incorporated by following the incipient wetness impregnation process, and different techniques were employed to determine the physicochemical properties of the obtained catalysts, such as X-ray diffraction, N2 adsorption–desorption at – 196 °C, Infrared Spectroscopy and High-Resolution Transmission Electron Microscopy. The catalytic performance in the hydrodesulfurization of dibenzothiophene showed that the NiW catalyst was the most active due to the redispersion of NiS on WS2 to form the active NiWS phase. Instead, the desired CoWS phase did not occur under the presence of cobalt, and therefore, the catalytic performance worsened.

Graphical abstract

在二苯并噻吩的加氢脱硫反应中,合成、表征并测试了硅柱 MFI 沸石上支撑的镍和钴硫化物基催化剂。通过初湿浸渍工艺掺入了金属相,并采用不同的技术测定了所获催化剂的理化性质,如 X 射线衍射、- 196 °C 下的 N2 吸附-解吸、红外光谱和高分辨率透射电子显微镜。二苯并噻吩加氢脱硫的催化性能表明,NiW 催化剂的活性最高,这是因为 NiS 在 WS2 上重新分散形成了活性 NiWS 相。相反,在钴存在的情况下,并没有出现所需的 CoWS 相,因此催化性能恶化。
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引用次数: 0
Temporally controlling the release of biofactors from polymeric microspheres 聚合物微球生物因子释放的时间控制
IF 1.9 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-07-09 DOI: 10.1557/s43579-024-00600-0
Sebastian Kharileh, Kariman Shama, Mariah Turner, Brittany Taylor

To improve the integrity of tendons, mitigating scar tissue formation by targeting the cellular activities that contribute to fibrosis during healing is crucial. Microparticles are a promising solution by delivering biofactors directly to the injury site. We synthesized poly (lactic-co-glycolic acid) microspheres with Labrafil oil to control the release profile. The release of biofactors was initially delayed, followed by an increased release rate. Thus, by increasing the hydrophobicity of the polymer, Labrafil oil delays microsphere degradation and ultimately controls the release of an encapsulated factor. Further, the system can be utilized for multi-factorial release to temporally complement tendon healing.

Graphical abstract

要改善肌腱的完整性,关键是要针对愈合过程中导致纤维化的细胞活动,减轻疤痕组织的形成。微颗粒是一种很有前景的解决方案,它能将生物因子直接输送到受伤部位。我们用 Labrafil 油合成了聚(乳酸-共聚乙醇酸)微球,以控制释放曲线。生物因子的释放最初是延迟的,随后释放速度加快。因此,通过增加聚合物的疏水性,Labrafil 油可以延缓微球降解,并最终控制封装因子的释放。此外,该系统还可用于多因子释放,在时间上补充肌腱愈合。
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引用次数: 0
A mechano-diffusion characterization platform for probing strain-programmable nanoparticle diffusion in hydrogels 用于探测水凝胶中应变可编程纳米粒子扩散的机械扩散表征平台
IF 1.9 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-07-09 DOI: 10.1557/s43579-024-00596-7
Chuwei Ye, Shaoting Lin

Nanoparticle diffusion is a fundamental process that ubiquitously exists in life science and engineering technology. Recent studies demonstrate the potential of harnessing mechanical deformation to program nanoparticle diffusion in hydrogels, offering an expanded spectrum of nanoparticle diffusivities with precise and on-demand control. Here, we develop a mechano-diffusion characterization platform (MDCP) that integrates a mechanical system to apply controlled tension and torsion loads to deformable mediums, and an imaging system to capture spatiotemporal diffusion profiles of nanoparticles. Employing the MDCP, we study the impact of mechanical deformation on nanoparticle diffusion in hydrogels subjected to controlled stress states and loading rates.

Graphical abstract

纳米粒子扩散是生命科学和工程技术中普遍存在的一个基本过程。最近的研究表明,利用机械变形来控制纳米粒子在水凝胶中的扩散具有很大的潜力,它能通过精确的按需控制来扩大纳米粒子的扩散范围。在这里,我们开发了一个机械扩散表征平台(MDCP),该平台集成了一个机械系统,可对可变形介质施加受控拉力和扭力载荷,以及一个成像系统,可捕捉纳米粒子的时空扩散曲线。利用 MDCP,我们研究了机械变形对纳米粒子在受控应力状态和加载速率的水凝胶中扩散的影响。
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引用次数: 0
Durability of metal oxide nanostructures synthesized by hot water treatment 通过热水处理合成的金属氧化物纳米结构的耐久性
IF 1.9 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-07-09 DOI: 10.1557/s43579-024-00604-w
Blessing I. Hammer, Ranjitha K. Hariharalakshmanan, S. M. Sayem, Shanzida Haque, Tansel Karabacak

Metal oxide nanostructures (MONSTRs) have become popular in various fields. This study investigates the durability of MONSTRs synthesized through hot water treatment (HWT) using copper, aluminum, and zinc as the source metals of choice. The physical durability tests include pressure, scratch, and scotch tape adhesion tests, and chemical durability tests such as corrosion resistance tests, heat resistance, and solar exposure tests. Results showed that MONSTRs synthesized from HWT are highly durable under the tested conditions except for NaOH and HCl immersion tests for copper oxide and zinc oxide. The study concluded that HWT is a sustainable synthesis method for MONSTRs.

Graphical Abstract

金属氧化物纳米结构(MONSTRs)在各个领域都很受欢迎。本研究以铜、铝和锌为金属源,研究通过热水处理(HWT)合成的金属氧化物纳米结构的耐久性。物理耐久性测试包括压力测试、划痕测试和胶带附着力测试,化学耐久性测试包括耐腐蚀测试、耐热测试和太阳曝晒测试。结果表明,除了氧化铜和氧化锌的 NaOH 和 HCl 浸泡测试外,用 HWT 合成的 MONSTR 在其他测试条件下都具有很高的耐久性。研究认为,HWT 是一种可持续的 MONSTRs 合成方法。
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引用次数: 0
The oxygen plasma etching behavior onto diamond-like carbon coating for micro-texturing: Experimental and molecular dynamics study 氧等离子体对用于微纹理加工的类金刚石碳涂层的蚀刻行为:实验与分子动力学研究
IF 1.9 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-07-09 DOI: 10.1557/s43579-024-00605-9
Ersyzario Edo Yunata, Evi Suaebah, Rizal Arifin

In this study, the experiment and molecular dynamic simulations were used to show how oxygen plasma etching works on diamond-like carbon (DLC) for micro-texturing. On the experimental side, C–C bonds on the DLC were dissociated by the irradiated oxygen. The physical bombardment of reactive oxygen ions selectively removes the carbon atoms in the unmasked area via the generation and desorption of gaseous carbon monoxide and carbon dioxide molecules. Molecular dynamic simulation exhibits the reactivity of O2 molecules with C atoms in the DLC. The quantity of O2 molecules and the formation of new molecules (CO) were proven in this simulation.

Graphical abstract

本研究通过实验和分子动力学模拟,展示了氧等离子体蚀刻是如何在类金刚石碳(DLC)上产生微纹理的。在实验方面,DLC 上的 C-C 键被辐照氧解离。活性氧离子的物理轰击通过气态一氧化碳和二氧化碳分子的生成和解吸,选择性地清除了未掩蔽区域的碳原子。分子动力学模拟显示了 O2 分子与 DLC 中 C 原子的反应性。模拟证明了 O2 分子的数量和新分子(CO)的形成。
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引用次数: 0
Toward soft robotic inspection for aircraft: An overview and perspective 实现飞机软机器人检测:概述与展望
IF 1.9 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-07-03 DOI: 10.1557/s43579-024-00586-9
LoriAnne Groo, Abigail T. Juhl, Luke A. Baldwin

Aircraft in both the commercial and defense sectors undergo significant disassembly in order to access and inspect critical structures and components. To limit the extent of disassembly needed and thus increase system availability, the concept of mobile robotic inspection has been notionally discussed for over 20 years. Notably this interest in mobile robotic inspection extends beyond aircraft to include civil infrastructure, pipelines, and nuclear plants where some robotic platforms are currently in use. However, the unique challenges associated with complex aircraft systems and structures remain to be addressed. With advancements in the fields of durable polymers, autonomous materials, flexible electronics, tailorable actuation, and others, soft robotics are an increasingly viable solution to the challenge of inspection in access-limited spaces. This perspective article will overview key advancements in pertinent technical areas and highlight scientific barriers to wide-spread use and acceptance of soft robotics for aircraft inspection.

Graphical abstract

商业和国防领域的飞机都需要进行大量拆卸,以便接触和检查关键结构和部件。为了限制所需的拆卸程度,从而提高系统的可用性,移动机器人检测的概念已经讨论了 20 多年。值得注意的是,人们对移动机器人检测的兴趣已经超越了飞机,延伸到了民用基础设施、管道和核电站,这些地方目前也在使用一些机器人平台。然而,与复杂的飞机系统和结构相关的独特挑战仍有待解决。随着耐用聚合物、自主材料、柔性电子器件、可定制的驱动装置等领域的进步,软机器人技术日益成为应对有限空间检测挑战的可行解决方案。本视角文章将概述相关技术领域的主要进展,并强调在飞机检测中广泛使用和接受软机器人技术的科学障碍。
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引用次数: 0
Structural, electronic and optical properties of complex lead-free ferroelectric Ba0.7Ca0.3TiO3 materials: A DFT study 复杂无铅铁电体 Ba0.7Ca0.3TiO3 材料的结构、电子和光学特性:DFT 研究
IF 1.9 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-07-01 DOI: 10.1557/s43579-024-00599-4
Ngo Huyen Ngan, Vu Tien Lam, Nguyen Huu Lam, Pham Thi Huyen, Duong Quoc Van, Nguyen Hoang Thoan, Dang Duc Dung

The effect of randomly distributed Ca dopants within the BaTiO3 lattice was investigated using first principle calculations. We examined electronic properties to understand how different orbitals contribute to the conduction and valence bands in doped materials. Our findings indicate that the valence band is primarily composed of Ti-3d and O-2p orbital states, while the conduction band is influenced by the collective contributions of Ba-4d, Ti-3d, and Ca-3d orbital states. Additionally, our results demonstrate a reduction in the bandgap due to Ca doping, with the extent of variation depending on the substituted sites of the Ca atoms. Furthermore, we investigated modifications in optical properties such as absorption, conductivity, dielectric function, refractive index, extinction coefficient, loss function, and reflectivity in the energy range from 0 to 40 eV. The findings reveal the stability of these characteristics in the infrared and visible light regions, and they also depend on the site substitution of Ca cations within the BaTiO3 lattice. We expected that our findings would deepen the understanding of the mechanism and site effect of Ca dopant on the properties of BaTiO3 materials, thereby contributing to the development of lead-free ferroelectric materials with enhanced properties for multifunctional applications.

Graphical abstract

我们利用第一性原理计算研究了在 BaTiO3 晶格中随机分布的掺杂钙元素的影响。我们研究了电子特性,以了解不同轨道如何对掺杂材料的导带和价带起作用。我们的研究结果表明,价带主要由 Ti-3d 和 O-2p 轨道态组成,而导带则受到 Ba-4d、Ti-3d 和 Ca-3d 轨道态集体贡献的影响。此外,我们的研究结果表明,掺杂钙元素会导致带隙减小,其变化程度取决于钙原子的取代位点。此外,我们还研究了 0 至 40 eV 能量范围内吸收、传导、介电常数、折射率、消光系数、损耗函数和反射率等光学特性的变化。研究结果揭示了这些特性在红外和可见光区域的稳定性,它们还取决于 BaTiO3 晶格中 Ca 阳离子的位点置换。我们期望我们的研究结果能加深人们对 Ca 掺杂对 BaTiO3 材料性能的影响机制和位点效应的理解,从而有助于开发性能更强的无铅铁电材料,实现多功能应用。
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引用次数: 0
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