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Exploring rare-earth Kitaev magnets by massive-scale computational analysis 通过大规模计算分析探索稀土基塔耶夫磁体
IF 7.5 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-09-18 DOI: 10.1038/s43246-024-00634-w
Seong-Hoon Jang, Yukitoshi Motome
The Kitaev honeycomb model plays a pivotal role in the quest for quantum spin liquids, in which fractional quasiparticles would provide applications in decoherence-free topological quantum computing. The key ingredient is the bond-dependent Ising-type interactions, dubbed the Kitaev interactions, which require strong entanglement between spin and orbital degrees of freedom. Here we investigate the identification and design of rare-earth materials displaying robust Kitaev interactions. We scrutinize all possible 4f electron configurations, which require up to 6+ million intermediate states in the perturbation processes, by developing a parallel computational program designed for massive-scale calculations. Our analysis reveals a predominant interplay between the isotropic Heisenberg J and anisotropic Kitaev K interactions across all realizations of the Kramers doublets. Remarkably, instances featuring 4f3 and 4f11 configurations showcase the prevalence of K over J, presenting unexpected prospects for exploring the Kitaev quantum spin liquids in compounds, including Nd3+ and Er3+, respectively. Kitaev magnets are interesting as they can host quantum spin liquid phases and fractional quasiparticles for decoherence-free topological quantum computing. Here, a parallel computational program explores all possible 4f electron configurations of rare-earth Kitaev materials, identifying those configurations, such as 4f3 and 4f11 in Nd3+ and Er3+ compounds, where anisotropic Kitaev interactions prevail over isotropic Heisenberg exchange.
基塔耶夫蜂巢模型在探索量子自旋液体的过程中起着关键作用,其中的分数准粒子将在无退相干拓扑量子计算中得到应用。其中的关键因素是依赖于键的伊辛型相互作用,即基塔耶夫相互作用,它需要自旋和轨道自由度之间的强纠缠。在这里,我们研究了如何识别和设计具有强大基塔耶夫相互作用的稀土材料。我们通过开发一个专为大规模计算而设计的并行计算程序,仔细研究了所有可能的 4f 电子构型,这在扰动过程中需要多达 600 多万个中间状态。我们的分析揭示了各向同性的海森堡 J 相互作用和各向异性的基塔耶夫 K 相互作用在克拉默二重性的所有实现中的主要相互作用。值得注意的是,以 4f3 和 4f11 构型为特征的实例展示了 K 相对于 J 的普遍性,为探索包括 Nd3+ 和 Er3+ 在内的化合物中的基塔耶夫量子自旋液体带来了意想不到的前景。
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引用次数: 0
Scaleable production of highly loaded protein nanoparticles for immune modulation 用于免疫调节的高负载蛋白质纳米颗粒的规模化生产
IF 7.5 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-09-17 DOI: 10.1038/s43246-024-00626-w
Michael J. Caplan, Richard Baldwin, Xiangyun Yin, Alexander Grishin, Stephanie Eisenbarth, Hugh A. Sampson, Kim Bottomly, Robert K. Prud’homme
Immune modulation and  desensitization is a growing field of research and clinical investigation that requires precise delivery of antigens to immune system cells. Nanoparticles (NPs) have emerged as excellent candidates for antigen delivery, particularly in immune desensitization applications. NP-encapsulated protein antigens enable the delivery of protein and co-encapsulated adjuvant to antigen-presenting cells without systemic exposure and allergic response. Here, we show a method for producing poly(lactide-co-glycolide) (PLG) NPs in an efficient, high-yield, and large-scale inhomogeneous precipitation process. The process enables the production of compositionally complex PLG NPs containing protein while also incorporating DNA and E. coli phospholipids as integral adjuvants in the NP vehicle. Orally delivered PLG NPs activate the murine immune system, and encapsulated peanut allergen protein elicits approximately 10-fold lower levels of basophil activation than does unencapsulated protein in basophils isolated from peanut-allergic patients. This efficacy and safety evidence makes these PLG NPs excellent candidates for clinical applications. Protein-loaded nanoparticles are important for immunomodulatory applications. Here, an efficient method for producing protein-containing nanoparticles at large scale is developed which overcomes prior limitations on the use of poly(lactide-co-glycolide) nanoparticles.
免疫调节和脱敏是一个不断发展的研究和临床调查领域,需要将抗原精确传递到免疫系统细胞。纳米粒子(NPs)已成为抗原递送的绝佳候选材料,特别是在免疫脱敏应用中。NP 包裹的蛋白质抗原能将蛋白质和共包裹的佐剂传递给抗原呈递细胞,而不会引起全身暴露和过敏反应。在这里,我们展示了一种通过高效、高产和大规模非均相沉淀工艺生产聚乳酸-共聚乙二醇(PLG)NPs 的方法。该工艺能生产出成分复杂、含有蛋白质的 PLG NPs,同时还能在 NP 载体中加入 DNA 和大肠杆菌磷脂作为整体佐剂。口服 PLG NP 能激活小鼠的免疫系统,在从花生过敏症患者体内分离出的嗜碱性粒细胞中,封装的花生过敏原蛋白引起的嗜碱性粒细胞激活水平比未封装的蛋白低约 10 倍。这些有效性和安全性证据使 PLG NPs 成为临床应用的绝佳候选药物。
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引用次数: 0
Defect-engineered monolayer MoS2 with enhanced memristive and synaptic functionality for neuromorphic computing 用于神经形态计算的具有增强记忆和突触功能的缺陷工程单层 MoS2
IF 7.5 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-09-16 DOI: 10.1038/s43246-024-00632-y
Manisha Rajput, Sameer Kumar Mallik, Sagnik Chatterjee, Ashutosh Shukla, Sooyeon Hwang, Satyaprakash Sahoo, G. V. Pavan Kumar, Atikur Rahman
Two-dimensional transition metal dichalcogenides (TMDs)-based memristors are promising candidates for realizing artificial synapses in next-generation computing. However, practical implementation faces several challenges, such as high non-linearity and asymmetry in synaptic weight updates, limited dynamic range, and cycle-to-cycle variability. Here, utilizing optimal-power argon plasma treatment, we significantly enhance the performance matrix of memristors fabricated from monolayer MoS2. Our approach not only improves linearity and symmetry in synaptic weight updates but also increases the number of available synaptic weight updates and enhances Spike-Time Dependent Plasticity. Notably, it broadens the switching ratio by two orders, minimizes cycle-to-cycle variability, reduces non-linear factors, and achieves an energy consumption of  ~30 fJ per synaptic event. Implementation of these enhancements is demonstrated through Artificial Neural Network simulations, yielding a learning accuracy of  ~97% on the MNIST hand-written digits dataset. Our findings underscore the significance of defect engineering as a powerful tool in advancing the synaptic functionality of memristors. Memristors based on 2D materials are promising candidates for realizing artificial synapses in next-generation computing. Here, utilizing optimal-power argon plasma treatment, the authors enhance the performance of memristors fabricated from monolayer MoS2, reducing non-linearity and asymmetry in synaptic weight updates and minimizing cycle-to-cycle variability.
基于二维过渡金属二钙化物(TMDs)的忆阻器有望在下一代计算中实现人工突触。然而,实际应用面临着一些挑战,例如突触权重更新的高度非线性和不对称性、有限的动态范围以及周期间的可变性。在这里,我们利用最佳功率氩等离子处理技术,显著提高了单层 MoS2 制成的忆阻器的性能矩阵。我们的方法不仅提高了突触权重更新的线性和对称性,还增加了可用突触权重更新的数量,并增强了尖峰时间相关可塑性。值得注意的是,它将开关比扩大了两个数量级,最大限度地减少了周期间的可变性,降低了非线性因素,并使每个突触事件的能耗降至 30 fJ。我们通过人工神经网络模拟演示了这些增强功能的实现,在 MNIST 手写数字数据集上的学习准确率达到了 97%。我们的研究结果强调了缺陷工程的重要性,它是提高忆阻器突触功能的有力工具。基于二维材料的忆阻器是实现下一代计算中人工突触的理想候选材料。在这里,作者利用最佳功率氩等离子体处理技术,提高了单层 MoS2 制成的忆阻器的性能,减少了突触权重更新的非线性和不对称,并最大限度地降低了周期间的可变性。
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引用次数: 0
High-temperature Brown-Zak oscillations in graphene/hBN moiré field effect transistor fabricated using molecular beam epitaxy 利用分子束外延技术制造的石墨烯/卤化硼莫伊里场效应晶体管中的高温布朗-扎克振荡
IF 7.5 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-09-14 DOI: 10.1038/s43246-024-00633-x
Oleg Makarovsky, Richard J. A. Hill, Tin S. Cheng, Alex Summerfield, Takeshi Taniguchi, Kenji Watanabe, Christopher J. Mellor, Amalia Patanè, Laurence Eaves, Sergei V. Novikov, Peter H. Beton
Graphene placed on hexagonal boron nitride (hBN) has received significant interest due to its excellent electrical performance and physics phenomena, such as superlattice Dirac points. Direct molecular beam epitaxy growth of graphene on hBN offers an alternative fabrication route for hBN/graphene devices. Here, we investigate the electronic transport of moiré field effect transistors (FETs) in which the conducting channel is monolayer graphene grown on hexagonal boron nitride by high temperature molecular beam epitaxy (HT-MBE). Alignment between hBN and HT-MBE graphene crystal lattices gives rise to a moiré-fringed hexagonal superlattice pattern. Its electronic band structure takes the form of a “Hofstadter butterfly”. When a strong magnetic field B is applied perpendicular to the graphene layer, the electrical conductance displays magneto-oscillations, periodic in B−1, over a wide range of gate voltages and temperatures up to 350 K. We attribute this behaviour to the quantisation of electronic charge and magnetic flux within each unit cell of the superlattice, which gives rise to so-called Brown-Zak oscillations, previously reported only in high-mobility exfoliated graphene. Thus, this HT-MBE graphene/hBN heterostructure provides a platform for observation of room temperature quantum effects and device applications. Moiré field-effect transistors based on graphene/hexagonal boron nitride heterostructures are promising for their high room-temperature carrier mobilities and magnetotransport properties. Here, high-temperature molecular beam epitaxy growth of graphene/hBN gives rise to a moiré-fringed hexagonal superlattice with Hofstadter butterfly electronic band structure and quantum magneto-oscillations above room temperature.
置于六方氮化硼(hBN)上的石墨烯因其优异的电气性能和超晶格狄拉克点等物理现象而备受关注。石墨烯在六方氮化硼上的直接分子束外延生长为六方氮化硼/石墨烯器件的制造提供了另一种途径。在这里,我们研究了摩尔场效应晶体管(FET)的电子传输,其中导电通道是通过高温分子束外延(HT-MBE)生长在六方氮化硼上的单层石墨烯。氮化硼和 HT-MBE 石墨烯晶格之间的排列产生了摩尔边六边形超晶格图案。其电子能带结构呈 "霍夫斯塔特蝴蝶 "状。当施加垂直于石墨烯层的强磁场 B 时,电导率在广泛的栅极电压和高达 350 K 的温度范围内显示出以 B-1 为周期的磁振荡。我们将这种行为归因于超晶格每个单元格内的电子电荷和磁通量的量化,从而产生了所谓的布朗-扎克振荡,这种振荡以前只在高迁移率剥离石墨烯中报道过。因此,这种 HT-MBE 石墨烯/hBN 异质结构为观察室温量子效应和器件应用提供了一个平台。基于石墨烯/六方氮化硼异质结构的莫伊里场效应晶体管具有很高的室温载流子迁移率和磁传输特性,因此前景广阔。在这里,石墨烯/六方氮化硼的高温分子束外延生长产生了具有霍夫施塔特蝶形电子能带结构和室温以上量子磁振荡的摩尔边六方超晶格。
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引用次数: 0
Toward direct band gaps in typical 2D transition-metal dichalcogenides junctions via real and energy spaces tuning 通过实空间和能量空间调整实现典型二维过渡金属二钙化结的直接带隙
IF 7.5 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-09-13 DOI: 10.1038/s43246-024-00631-z
Mei-Yan Tian, Yu-Meng Gao, Yue-Jiao Zhang, Meng-Xue Ren, Xiao-Huan Lv, Ke-Xin Hou, Chen-Dong Jin, Hu Zhang, Ru-Qian Lian, Peng-Lai Gong, Rui-Ning Wang, Jiang-Long Wang, Xing-Qiang Shi
Most of the van der Waals homo- and hetero-junctions of group VIB two-dimensional (2D) transition-metal dichalcogenides (TMDs; MoS2, WS2, MoSe2, and WSe2) show indirect energy band gaps which hinders some of their applications especially in optoelectronics. In the current work, we demonstrate that most of the bilayers and even few-layers consisting of group VIB TMDs can have direct gaps by efficient weakening of their interlayer interactions via real and/or energy spaces tuning, which is based on insights from quantitative analyses of interlayer electronic hybridizations. Real space tuning here means introducing large-angle rotational misalignment between layers, which has been realized in a very recent experiment; and, energy space tuning means introducing energy mismatch between layers which can be introduced efficiently by different means thanks to the small vertical dielectric constant of 2D semiconducting TMDs. The efficient tuning in both real and energy spaces proposed here paves an avenue for indirect-direct gap regulation of homo- and hetero-junctions of TMDs and other 2D semiconductors. Notably, both tuning can be permanently preserved and hence our work is of great significance for the diverse applications of 2D semiconductors. Most van der Waals homo- and hetero-junctions of 2D transition-metal dichalcogenides of group VIB have indirect bandgaps. Here, the authors demonstrate a way of inducing direct gaps in these systems by tuning interlayer interactions via rotational misalignment or energy mismatch between layers.
VIB 族二维(2D)过渡金属二卤化物(TMDs;MoS2、WS2、MoSe2 和 WSe2)的大多数范德华同结和异结显示出间接能带隙,这阻碍了它们的一些应用,尤其是在光电子领域。在当前的研究中,我们基于对层间电子杂化的定量分析,证明了大多数由 VIB 族 TMDs 组成的双层甚至少数层可以通过实际和/或能量空间调整有效削弱层间相互作用,从而获得直接能带隙。这里的实空间调整是指在层间引入大角度旋转错位,这已在最近的一次实验中实现;能量空间调整是指在层间引入能量失配,由于二维半导体 TMD 的垂直介电常数较小,因此可以通过不同的方法有效地引入能量失配。本文提出的实空间和能空间的高效调谐为 TMD 和其他二维半导体的同质结和异质结的间接-直接间隙调节铺平了道路。值得注意的是,这两种调节都可以永久保留,因此我们的工作对二维半导体的各种应用具有重要意义。VIB 族二维过渡金属二卤化物的大多数范德华同结和异结都具有间接带隙。在这里,作者展示了一种通过旋转错位或层间能量失配来调整层间相互作用,从而在这些系统中诱导直接带隙的方法。
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引用次数: 0
Transformation of europium metal-organic framework from 3D via 2D into exfoliating 3D for enzyme immobilization 将铕金属有机框架从三维通过二维转化为用于酶固定的剥离三维
IF 7.5 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-09-12 DOI: 10.1038/s43246-024-00624-y
Ani Vardanyan, Guojun Zhou, Nayoung Kim, Tetyana M. Budnyak, Vadim G. Kessler, Insung S. Choi, Zhehao Huang, Gulaim A. Seisenbaeva
Metal-organic frameworks (MOFs) have emerged as highly promising materials for hosting functional biomolecules. Here, a 1,2,4-benzenetricarboxylate ligand with a flat asymmetric shape is applied to infuse an unusual behavior to a 3D europium MOF (SLU-1). Solvent addition results in the 3D MOF splitting into a 2D one (SLU-2), and in the presence of excess water, gets cross-linked into a different 3D MOF (SLU-3) prone to spontaneous exfoliation. SLU-3 features a combination of highly hydrophilic and hydrophobic spots and serves as an attractive host for incorporating large active species. As a representative demonstration, horseradish peroxidase (HRP) is incorporated into the exfoliated 3D-layered structure by simple mixing, and secured by an outer silica layer in the form of core-shell structures. The resulting HRP-based biocatalyst exhibited enhanced stability and reusability, effectively degrading phenol. This work showcases the potential of reconfigurable MOFs, offering upheld applications through the controlled uptake and retention of biocatalytic agents. Metal-organic frameworks are promising materials for hosting functional biomolecules. Here, a 3D europium metal-organic framework could split into a 2D one upon solvent addition and re-cross-link to 3D with excess solvent which can host enzymes as a biocatalyst.
金属有机框架(MOFs)已成为极具潜力的承载功能性生物分子的材料。在这里,一种具有扁平不对称形状的 1,2,4-苯三羧酸配体被用于为三维铕 MOF(SLU-1)注入不寻常的行为。溶剂的添加会导致三维 MOF 分裂成二维 MOF(SLU-2),而在过量水的情况下,又会交联成另一种容易自发剥离的三维 MOF(SLU-3)。SLU-3 兼具高亲水性和疏水性的特点,是加入大型活性物质的理想宿主。作为一个代表性的示范,辣根过氧化物酶(HRP)通过简单的混合被加入到剥离的三维层状结构中,并以核壳结构的形式被外层二氧化硅层固定。由此产生的基于 HRP 的生物催化剂具有更高的稳定性和可重复使用性,能有效降解苯酚。这项工作展示了可重构 MOFs 的潜力,通过控制生物催化剂的吸收和保留,提供了可持续的应用。
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引用次数: 0
Stable and sustainable perovskite solar modules by optimizing blade coating nickel oxide deposition over 15 × 15 cm2 area 通过优化 15 × 15 平方厘米面积上的叶片涂层氧化镍沉积,实现稳定、可持续的过氧化物太阳能模块
IF 7.5 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-09-12 DOI: 10.1038/s43246-024-00576-3
Farshad Jafarzadeh, Luigi Angelo Castriotta, Emanuele Calabrò, Pierpaolo Spinelli, Amanda Generosi, Barbara Paci, David Becerril Rodriguez, Marco Luce, Antonio Cricenti, Francesco Di Giacomo, Fabio Matteocci, Francesca Brunetti, Aldo Di Carlo
Perovskite solar cells have rapidly advanced, achieving over 26% power conversion efficiency on the laboratory scale. However, transitioning to large-scale production remains a challenge due to limitations in conventional fabrication methods like spin coating. Here, we introduce an optimized blade coating process for the scalable fabrication of large-area (15 cm × 15 cm) perovskite solar modules with a nickel oxide hole transport layer, performed in ambient air and utilizing a non-toxic solvent system. Self-assembled monolayers between the nickel oxide and perovskite layer improve the uniformity and morphology of the perovskite film. Perovskite solar modules with a 110 cm2 active area achieve a power conversion efficiency of 12.6%. Moreover, encapsulated modules retained 84% of their initial efficiency after 1,000 hours at 85 °C in air (ISOS-T-1). This study demonstrates progress in the large-scale production of perovskite solar cells that combine efficiency with long-term stability. Perovskite solar cells and have shown great promise on the lab scale, but work is needed to scale-up their fabrication. Here, blade coating is used to fabricate 15 cm×15 cm perovskite modules with a nickel oxide hole transport layer, achieving high power conversion efficiency and stability.
过氧化物太阳能电池发展迅速,在实验室规模上实现了超过 26% 的功率转换效率。然而,由于旋涂等传统制造方法的局限性,过渡到大规模生产仍然是一个挑战。在此,我们介绍了一种优化的叶片涂层工艺,用于在环境空气中利用无毒溶剂系统规模化制造带有氧化镍空穴传输层的大面积(15 厘米 × 15 厘米)过氧化物太阳能模块。氧化镍和包晶层之间的自组装单层提高了包晶薄膜的均匀性和形态。活性面积为 110 平方厘米的包光体太阳能模块的功率转换效率达到了 12.6%。此外,封装模块在 85 °C 的空气中经过 1,000 小时后(ISOS-T-1),其初始效率保持了 84%。这项研究表明,在大规模生产兼具效率和长期稳定性的包晶体太阳能电池方面取得了进展。
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引用次数: 0
Secondary phase increases the elastic modulus of a cast aluminum-cerium alloy 二次相增加了铝铈合金铸件的弹性模量
IF 7.5 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-09-12 DOI: 10.1038/s43246-024-00611-3
Max L. Neveau, William R. Meier, Hyojin Park, Michael J. Thompson, Nitish Bibhanshu, Catrin Böcher, Tomer Fishman, David Weiss, Matthew F. Chisholm, Orlando Rios, Gerd Duscher
Alloying in metal castings is one of the principal methods of strengthening an alloy for various structural and functional applications, but very rarely does it modify an alloy’s elastic modulus. We report a methodology of combining isostructural Laves phases to form a multi-component, high symmetry, isotropic phase that was discovered to enhance the elastic modulus of a cast aluminum alloy to 91.5 ± 7.4 GPa. Flux grown single crystals of the rhombicuboctahedron phase (RCO), so named for the observed morphology, were used to enhance understanding of the structure and mechanical properties of the phase. The pure RCO phase’s structure and site occupancies were co-refined using x-ray and neutron diffraction. Dynamic nanomechanical testing of the cast alloy shows the primary RCO phase has a high, relatively isotropic, elastic modulus. This RCO containing aluminum alloy is found to have a specific modulus that exceeds that of the leading Al, Mg, Steel, and Ti alloys. The elastic properties of alloys are typically insensitive to changes in microstructure. Here, an as-cast Al-Ce alloy achieves a large Young’s modulus of approximately 92 GPa, due to the presence of isotropic, high symmetry secondary phase.
在金属铸件中进行合金化是强化合金以满足各种结构和功能应用的主要方法之一,但很少能改变合金的弹性模量。我们报告了一种结合等结构 Laves 相以形成多组分、高对称性、各向同性相的方法,发现这种方法可将铸铝合金的弹性模量提高到 91.5 ± 7.4 GPa。菱形立方体相(RCO)因其观察到的形态而得名,通量生长的菱形立方体相单晶被用于加深对该相结构和机械性能的理解。利用 X 射线和中子衍射共同提炼了纯 RCO 相的结构和位点占位。对铸造合金的动态纳米力学测试表明,初级 RCO 相具有较高的、相对各向同性的弹性模量。这种含有 RCO 的铝合金的比模量超过了主要的铝、镁、钢和钛合金。
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引用次数: 0
High-performance single-crystalline In2O3 field effect transistor toward three-dimensional large-scale integration circuits 面向三维大规模集成电路的高性能单晶 In2O3 场效应晶体管
IF 7.5 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-09-11 DOI: 10.1038/s43246-024-00625-x
Shunpei Yamazaki, Fumito Isaka, Toshikazu Ohno, Yuji Egi, Sachiaki Tezuka, Motomu Kurata, Hiromi Sawai, Ryosuke Motoyoshi, Etsuko Asano, Satoru Saito, Tatsuya Onuki, Takanori Matsuzaki, Michio Tajima
Formation of a single crystalline oxide semiconductor on an insulating film as a channel material capable of three-dimensional (3D) stacking would enable 3D very-large-scale integration circuits. This study presents a technique for forming single-crystalline In2O3 having no grain boundaries in a channel formation region on an insulating film using the (001) plane of c-axis-aligned crystalline indium gallium zinc oxide as a seed. Vertical field-effect transistors using the single-crystalline In2O3 had an off-state current of 10−21 A μm−1 and electrical characteristics were improved compared with those using non-single-crystalline In2O3: the subthreshold slope was improved from 95.7 to 86.7 mV dec.−1, the threshold voltage showing normally-off characteristics (0.10 V) was obtained, the threshold voltage standard deviation was improved from 0.11 to 0.05 V, the on-state current was improved from 22.5 to 28.8 μA, and a 17-digit on/off ratio was obtained at 27 °C. Three-dimensional stacking of single-crystalline oxide semiconductors on insulating films is key to large-scale integration of electronic circuits. Here, a technique is reported for single-crystalline In2O3 formation over an insulting film with no grain boundaries, achieving high processing speed and low power consumption.
在绝缘薄膜上形成单晶氧化物半导体作为能够进行三维(3D)堆叠的沟道材料,可实现三维超大规模集成电路。本研究提出了一种在绝缘薄膜上的沟道形成区域形成没有晶界的单晶 In2O3 的技术,该技术以 c 轴对齐的晶体氧化铟镓锌的 (001) 平面为种子。与使用非单晶 In2O3 的晶体管相比,使用单晶 In2O3 的垂直场效应晶体管的离态电流为 10-21 A μm-1,电气特性也有所改善:阈下斜率从 95.7 mV dec.-阈值电压显示正常关断特性(0.10 V),阈值电压标准偏差从 0.11 V 减小到 0.05 V,导通电流从 22.5 μA 减小到 28.8 μA,并且在 27 °C 时获得了 17 位数的导通/关断比。
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引用次数: 0
Learning grain boundary segregation behavior through fingerprinting complex atomic environments 通过复杂原子环境指纹识别学习晶界偏析行为
IF 7.5 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-09-10 DOI: 10.1038/s43246-024-00616-y
Jacob P. Tavenner, Ankit Gupta, Gregory B. Thompson, Edward M. Kober, Garritt J. Tucker
Although continuum-scale segregation is a well-documented behavior in multi-species materials, detailed site-specific behavior remains largely unexplored. This is partially due to the complexity of analyzing materials at the requisite time and length scales for describing segregation with full atomic accuracy. Here, we better evaluate the segregation behavior of disordered grain boundary (GB) atomic environments through leveraging a set of Strain Functional Descriptors (SFDs) to generate an atomic descriptor (i.e., fingerprint). Using this atomic fingerprint, we resolve key relationships between atomic structure and segregation energy. Machine learning (ML) techniques are utilized in concert with this SFD fingerprint to elucidate complex relationships relating segregation potential to changes in specific features of the local Gaussian density captured by the SFDs. Finally, we identify relationships that indicate both individual and joint structure-property correlations. Linking atomic segregation energy to key structural features demonstrates the value of higher-order descriptors for uncovering complex structure-property relationships at an atomic scale. Describing site-specific segregation in multi-species materials is a computationally complex task that typically requires model simplification, at the expense of atomic accuracy, or limitation to small samples. Here, the relationships between local atomic environments at grain boundaries and their segregation energies are investigated by developing suitable machine learning atomic descriptors.
尽管连续尺度的偏析是多物种材料中一种有据可查的行为,但详细的特定位点行为在很大程度上仍未得到探索。这部分是由于在必要的时间和长度尺度上分析材料的复杂性造成的,而这些尺度是以完全原子精度来描述偏析的。在这里,我们通过利用一组应变功能描述符(SFD)来生成原子描述符(即指纹),从而更好地评估了无序晶界(GB)原子环境的偏析行为。利用该原子指纹,我们解决了原子结构与偏析能之间的关键关系。我们将机器学习(ML)技术与 SFD 指纹结合起来使用,以阐明偏析电位与 SFD 捕获的局部高斯密度特定特征变化之间的复杂关系。最后,我们确定了表明个体和联合结构-性质相关性的关系。将原子偏析能与关键结构特征联系起来,证明了高阶描述符在揭示原子尺度上复杂的结构-性质关系方面的价值。
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Communications Materials
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