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Modeling Self-Rectifying Bipolar Resistive Switching Memory Through Machine Learning 基于机器学习的自整流双极电阻开关存储器建模
IF 2.8 Pub Date : 2025-12-01 DOI: 10.1002/apxr.202500116
Chen-Fang Kang, Shih-Min Huang, Yen-Hsuan Chen, Jian-Fu Tang, Po-Kang Yang

Resistive switching memory has emerged as a promising candidate for next-generation data storage and is regarded as a key enabler for the advancement of artificial intelligence technologies. However, conventional resistive memory architectures face critical challenges, including sneak-path current interference, poor scalability, and limited integration density, which hinder their practical deployment in high-density neuromorphic systems. In this study, a self-rectifying 3D 2 × 2 crossbar array based on a diode–memristor–diode (DMD) architecture using a Pt/SrMnO3/Pt configuration is demonstrated for the first time, exhibiting excellent electrical performance and outstanding operational stability. The device effectively suppresses sneak-path currents, thereby enabling the integration of high-density memory arrays. The reset process is quantitatively analyzed through machine learning applied to electrical transport characteristics, while the high-resistance state is accurately described using the Poisson–Boltzmann formalism. These results highlight the significant potential of the stacked Pt/SrMnO3/Pt structure for next-generation non-volatile memory and provide a solid foundation for its application in neuromorphic computing and artificial neural networks.

电阻开关存储器已成为下一代数据存储的有前途的候选者,并被视为人工智能技术进步的关键推动者。然而,传统的电阻式存储架构面临着严峻的挑战,包括潜行路径电流干扰、低可扩展性和有限的集成密度,这些都阻碍了它们在高密度神经形态系统中的实际部署。在这项研究中,首次展示了一种基于二极管-忆阻二极管(DMD)结构的自整流3D 2 × 2交叉棒阵列,该阵列采用Pt/SrMnO3/Pt结构,具有优异的电气性能和出色的工作稳定性。该器件有效地抑制了潜路电流,从而实现了高密度存储器阵列的集成。复位过程通过应用于电输运特性的机器学习进行定量分析,而高电阻状态则使用泊松-玻尔兹曼形式主义进行准确描述。这些结果突出了Pt/SrMnO3/Pt堆叠结构在下一代非易失性存储器中的巨大潜力,并为其在神经形态计算和人工神经网络中的应用提供了坚实的基础。
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引用次数: 0
Optimization of High-κ HfO2 Transistor Dielectrics by Atomic Layer Deposition as an Enabler of Novel Thin-Film Circuits and Sensors 利用原子层沉积技术优化高κ HfO2晶体管介质,实现新型薄膜电路和传感器
IF 2.8 Pub Date : 2025-12-01 DOI: 10.1002/apxr.202500191
Matin Forouzmehr, Hamed Pourkheirollah, Fabio Leite, Elin Howard, Sunil Kumar Behera, Amit Tewari, Jarmo Laakso, Kimmo Lahtonen, Cesar A. T. Laia, A. Jorge Parola, Phillipe Marrec, Donald Lupo, Paul. R. Berger

This study explores the integration of atomic layer deposited (ALD) HfO2 dielectric films with solution-processed In2O3 semiconductor channel, thin-film transistors (TFTs) for a silicon chip-free temperature sensor label. The inclusion of the HfO2 high-κ dielectric permits reduced voltage operation of the sensor label. HfO2 films are deposited by atomic layer deposition (ALD) at three different hot source temperatures (80°C, 90°C, 100°C), with XPS revealing improved stoichiometry and O/Hf ratios of 1.75, 1.92, and 1.95, respectively, as temperature increases. MOSCAP measurements show improved oxide/semiconductor interface with higher deposition temperatures. The extracted dielectric constants (εr ≈ 18.5–18.8) correspond to an equivalent oxide thickness (EOT) of about 3.1 nm, consistent with optimized high-κ film formation. To enhance drain current, a reduced 7.5 nm HfO2 film thickness is used, achieving higher current but reducing yield by 30% due to increased leakage probability in ultrathin films. A voltage divider circuit is developed to integrate an electrochemical thermal sensor, TFT, and an irreversible visual indicator (IVI), allowing for temperature monitoring with a resistivity change of three orders of magnitude at 8°C. The circuit is powered by a 60 mF supercapacitor array providing approximately 0.21 J of available energy, resulting in IVI activation within 40 min at measured activation currents of 20 µA. The system demonstrates potential for low-voltage, energy-efficient, silicon-free sensor labels in applications such as food safety and healthcare monitoring.

本研究探索了原子层沉积(ALD) HfO2介电薄膜与溶液处理的In2O3半导体通道,薄膜晶体管(TFTs)的集成,用于无硅芯片温度传感器标签。HfO2高κ介电介质的包含允许降低传感器标签的电压操作。采用原子层沉积法(ALD)在三种不同的热源温度下(80℃、90℃、100℃)沉积HfO2薄膜,XPS显示,随着温度的升高,HfO2薄膜的化学计量学和O/Hf比值分别为1.75、1.92和1.95。MOSCAP测量显示,随着沉积温度的升高,氧化物/半导体界面得到改善。得到的介电常数(εr≈18.5 ~ 18.8)对应的等效氧化物厚度(EOT)约为3.1 nm,与优化后的高κ膜形成一致。为了提高漏极电流,使用了减少7.5 nm的HfO2薄膜厚度,虽然获得了更高的电流,但由于超薄薄膜的泄漏概率增加,产量降低了30%。开发了分压器电路,集成了电化学热传感器,TFT和不可逆视觉指示器(IVI),允许在8°C时以三个数量级的电阻率变化进行温度监测。该电路由一个60 mF的超级电容器阵列供电,提供约0.21 J的可用能量,在测量的20 μ a激活电流下,在40分钟内实现IVI激活。该系统展示了在食品安全和医疗监控等应用中低压、节能、无硅传感器标签的潜力。
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引用次数: 0
Electrically Induced Liquid Metal Resonance Phenomena 电致液态金属共振现象
IF 2.8 Pub Date : 2025-11-30 DOI: 10.1002/apxr.202500160
Jingyi Li, Ju Wang, Xi Zhao, Jing Liu

Liquid metals possess excellent electrical conductivity, fluidity, and high density, exhibiting unique electroresponsive characteristics under applied electric fields. This article systematically investigates the instantaneous response, frequency synchronization, and resonance phenomena of gallium-based liquid metal droplets under square-wave alternating electric fields. We comprehensively clarify the effects of droplet volume, alloy composition, electric field intensity, and mechanical confinement on electrically induced resonance behavior. In free spaces, we reveal a critical transition in governing laws characterized by the modified Bond number (Bom) as the dimensionless parameter. We observe coordinated linear responses of transverse and longitudinal amplitudes to applied electric field amplitude for liquid metal droplets with Bom < 1, while droplets with Bom > 1 exhibit nonlinear responses featuring asymmetric deformation and multi-modal transitions. Within confined channels, droplets display multi-mode standing wave patterns, with the number of surface wave crests correlating with droplet volume. Multi-droplet systems display collective dynamics modulated by array size and the spatial positioning of droplets within the collective. These findings establish theoretical foundations for controlling and amplifying the electrically induced behavior of positionally stable liquid metal droplets, and open new pathways for developing liquid metal resonance-based multi-excitation point mixers, flexible actuators, and reconfigurable electronic systems.

液态金属具有优良的导电性、流动性和高密度,在外加电场作用下表现出独特的电响应特性。本文系统地研究了镓基液态金属液滴在方波交变电场作用下的瞬时响应、频率同步和共振现象。我们全面阐明了液滴体积、合金成分、电场强度和机械约束对电致共振行为的影响。在自由空间中,我们揭示了以修改的键数(Bom)作为无量纲参数为特征的控制律的关键转变。我们观察到具有Bom <; 1的液态金属液滴的横向和纵向振幅对外加电场振幅的协调线性响应,而具有Bom <; 1的液滴则表现出非对称变形和多模态转变的非线性响应。在狭窄的通道内,液滴表现出多模驻波模式,表面波峰的数量与液滴体积相关。多液滴系统显示由阵列大小和液滴在集体内的空间定位调制的集体动力学。这些发现为控制和放大位置稳定液态金属液滴的电诱导行为奠定了理论基础,并为开发基于液态金属共振的多励磁点混合器、柔性执行器和可重构电子系统开辟了新的途径。
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引用次数: 0
DFT-Based Insights Into Elastic, Thermophysical, Electronic, and Optical Properties of Topological Insulators XTe5 (X = Zr, Hf) 基于dft的拓扑绝缘体XTe5 (X = Zr, Hf)的弹性、热物理、电子和光学性质研究
IF 2.8 Pub Date : 2025-11-30 DOI: 10.1002/apxr.202500132
Syed Shovon Mahbub Mahin, Suptajoy Barua, B. Rahman Rano, Ishtiaque M. Syed, S. H. Naqib

Transition metal penta-tellurides, ZrTe5 and HfTe5 have recently drawn a lot of attention due to their fascinating physical properties and for being prominent materials showing topological phase transitions. In this work, we present first in-depth investigation of elasto-mechanical, thermophysical, and optical properties of these compounds. In particular, we analyzed the directional dependence of the elastic properties, explored the optical response for different photon polarization directions and examined previously unreported potential industrial applications of these materials. We also studied their electronic and topological properties. We used Density Functional Theory (DFT) based calculations to study all of these properties. This study suggests that the materials are mechanically stable, possess high mechanical and bondinganisotropy, are soft and brittle in nature. Investigation of thermophysical properties indicates weak bonding strength in these compounds and suggests their possible application in acoustic and thermoelectric devices. Examination of their optical characteristics reveals that they have high refractive indices at low energy. They are very good ultraviolate absorbers and potential candidates for solar coating devices. Our study also reveals that these materials show characteristics of weak ℤ2 topological insulators. Spin-orbit interaction is responsible for enhancing energy gaps and promoting insulating characteristics in these compounds.

过渡金属五碲化物,ZrTe5和HfTe5由于其迷人的物理性质和表现出拓扑相变的突出材料近年来引起了人们的广泛关注。在这项工作中,我们首次深入研究了这些化合物的弹性力学、热物理和光学性质。特别地,我们分析了弹性特性的方向依赖性,探索了不同光子偏振方向下的光学响应,并研究了这些材料以前未报道的潜在工业应用。我们还研究了它们的电子和拓扑性质。我们使用基于密度泛函理论(DFT)的计算来研究所有这些性质。研究表明,该材料力学稳定,具有较高的力学和粘结各向异性,具有软脆性质。热物理性质的研究表明,这些化合物的结合强度较弱,并提出了它们在声学和热电器件中的可能应用。对其光学特性的研究表明,它们在低能量下具有高折射率。它们是非常好的紫外线吸收剂,是太阳能涂层器件的潜在候选材料。我们的研究还揭示了这些材料具有弱的拓扑绝缘体的特征。自旋轨道相互作用增强了这些化合物的能隙并促进了它们的绝缘特性。
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引用次数: 0
Role of Coherence in Polarization Response of Hybrid Monolayer MoS2-Gold Nanoparticle Systems 相干性在杂化单层mos2 -金纳米颗粒体系极化响应中的作用
IF 2.8 Pub Date : 2025-11-30 DOI: 10.1002/apxr.202500104
Laura Valencia Molina, Zlata Fedorova, Angela Barreda, Maximilian Weissflog, Rocio Camacho Morales, Seung Heon Han, Anastasia Romashkina, Antony George, Suprova Das, Tobias Bucher, Ralph Schlegel, Andrey Turchanin, Jeetendra Gour, Thomas Siefke, Thomas Pertsch, Falk Eilenberger, Dragomir Neshev, Isabelle Staude

Monolayers of transition metal dichacogenides (1L-TMDs) show strong second-order nonlinearity and symmetry-driven selection rules from their threefold lattice symmetry. This process resembles the valley-contrasting selection rules for photoluminescence (PL) in these materials. However, the underlying physical mechanisms fundamentally differ since second harmonic generation (SHG) is a coherent process, whereas PL is incoherent, leading to distinct interactions with photonic nanoresonators. In this study, the far-field circular polarization properties of SHG from MoS2 monolayers resonantly interacting with spherical gold nanoparticles were investigated. The results indicate that the coherence of the second harmonic allows its polarization to be mostly preserved, unlike in an incoherent process, where the polarization is scrambled. These findings provide important insights for future applications in valleytronics and quantum nanooptics, where both coherent and incoherent processes can be probed in such hybrid systems without altering sample geometry or operational wavelength.

过渡金属二硫族化合物(1L-TMDs)单层具有强烈的二阶非线性和对称驱动的选择规则。这个过程类似于这些材料的光致发光(PL)的谷对比选择规则。然而,潜在的物理机制根本不同,因为二次谐波产生(SHG)是一个相干过程,而PL是非相干的,导致与光子纳米谐振器的不同相互作用。在本研究中,研究了二硫化钼单层与球形金纳米粒子共振相互作用的SHG的远场圆极化特性。结果表明,二次谐波的相干性使得其偏振大部分得以保留,而不像非相干过程中极化被打乱。这些发现为谷电子学和量子纳米光学的未来应用提供了重要的见解,在这些混合系统中,相干和非相干过程都可以在不改变样品几何形状或操作波长的情况下进行探测。
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引用次数: 0
Metal–Organic Framework-Based Materials for Dielectric Energy Storage 介质储能用金属有机骨架材料
IF 2.8 Pub Date : 2025-11-26 DOI: 10.1002/apxr.202500190
Seemab Hussnain, Song Ye, Yan Wang, Xiujuan Wang, Juan Liu, Qaisar Abbas Naqvi, Haibo Zeng, Weijin Li

Metal–organic frameworks (MOFs) present a unique class of crystalline materials with programmable architectures that enable precise control over dielectric behavior. Their well-defined metal nodes, organic linkers, and porous structures facilitate polarization mechanisms, critical for high-performance dielectrics. The beauties of the architectural design strategies from homogeneous MOFs, phase-engineered heterogeneous MOFs, MOFs incorporated into polymer matrices as fillers for low dielectric loss, stimuli-responsive MOFs, and conductive MOFs are systematically analyzed to reveal the fundamental interplay between framework structure, charge dynamics, and dielectric functionality. Importantly, their intrinsic structural regularity and defect control support high breakdown strength through deep trap states and uniform electric field distribution. Last but not least, the prospects of MOFs such as device-level integration, hybridization with 2D materials, and machine learning to connect structure-polarizability relationships and address their key state-of-the-art challenges are discussed.

金属有机框架(mof)是一类独特的晶体材料,具有可编程的结构,可以精确控制介电行为。其明确的金属节点、有机连接体和多孔结构促进了极化机制,这对高性能电介质至关重要。本文系统分析了均质mof、相位工程非均质mof、作为低介电损耗填料的聚合物基质mof、刺激响应mof和导电mof等结构设计策略的优点,揭示了框架结构、电荷动力学和介电功能之间的基本相互作用。重要的是,它们固有的结构规律性和缺陷控制通过深阱态和均匀的电场分布支持高击穿强度。最后,讨论了mof的前景,如器件级集成,与2D材料的杂交,以及连接结构-极化关系和解决其关键技术挑战的机器学习。
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引用次数: 0
Optimized Spectral Purity of Heralded Single Photons at the Telecom O-Band 电信o波段预告单光子的最佳光谱纯度
IF 2.8 Pub Date : 2025-11-25 DOI: 10.1002/apxr.202500167
Wu-Hao Cai, Soyoung Baek, Rui-Bo Jin, Fumihiro Kaneda

We report on optimizing the spectral purity of heralded single photons in the telecom O-band, where single photons can be propagated with low loss and low dispersion in a standard telecom optical fiber. We numerically searched for various group-velocity-matching conditions and corresponding optimal poling structures of a potassium titanyl phosphate crystal for spontaneous parametric downconversion. Our poling optimization results using phase-matching coherence-length and sub-coherence-length modulation schemes show % spectral purity with pump wavelengths ranging from 603.8 to 887.3 nm. Some optimized configurations are feasible with off-the-shelf lasers and single-photon detectors. Moreover, by investigating noise photon spectra for different poling optimization methods, we show that, in practice, appropriate, gentle spectral filtering helps achieve high purity. This study will pave the way for developing practical quantum sources for quantum information applications at the telecom O-band.

在电信o波段,单光子可以在标准的电信光纤中以低损耗和低色散的方式传播。我们用数值方法搜索了磷酸钛基钾晶体的各种群速度匹配条件和相应的最佳极化结构,以实现自发参数下转换。采用相位匹配相干长度和亚相干长度调制方案的极化优化结果表明,泵浦波长范围为603.8 ~ 887.3 nm,光谱纯度为%。一些优化的配置在现成的激光器和单光子探测器上是可行的。此外,通过研究不同极化优化方法的噪声光子光谱,我们表明,在实践中,适当、温和的光谱滤波有助于实现高纯度。该研究将为开发用于电信o波段量子信息应用的实用量子源铺平道路。
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引用次数: 0
Influence of Substrate Type and Synthesis Time on Morphological and Structural Properties of Carbon Nanowalls 衬底类型和合成时间对碳纳米壁形貌和结构性能的影响
IF 2.8 Pub Date : 2025-11-24 DOI: 10.1002/apxr.202500156
Bauyrzhan Ye Zhumadilov, Rakhymzhan Ye Zhumadilov, Renata R. Nemkayeva, Aiymkul A. Markhabayeva, Farabi Bozheyev, Tlekkabul S. Ramazanov, Yerassyl Yerlanuly, Maratbek T. Gabdullin

In the past decades, carbon nanowalls (CNWs) have attracted great interest due to their specific electronic structure and morphology suitable for optoelectronic, photo- and electrochemical systems. This report presents a comparative study on the growth of CNWs on various substrates–quartz (SiO2), stainless steel (SS304), tantalum (Ta), and titanium (Ti) using the capacitively coupled plasma-enhanced chemical vapor deposition (CCP-PECVD). It is found that the substrate properties significantly influence the morphology, degree of graphitization, and electrochemical characteristics of the CNWs. SiO2 provides the lowest defect density and highest structural order, while Ta and Ti promote accelerated CNWs growth due to their high thermal conductivity. Electrochemical tests reveal pronounced photoelectrochemical activity of the CNWs, especially on metallic substrates. Impedance spectroscopy indicates an increase in the electrochemical activity after CNWs growth. The results highlight the importance of substrate selection for controlling the structural and functional properties of the CNWs.

在过去的几十年里,碳纳米墙(CNWs)由于其特殊的电子结构和形态而引起了人们的极大兴趣,适合于光电、光电和电化学系统。本文介绍了利用电容耦合等离子体增强化学气相沉积(cp - pecvd)技术在石英(SiO2)、不锈钢(SS304)、钽(Ta)和钛(Ti)等不同基质上CNWs生长的对比研究。研究发现,衬底性质对CNWs的形貌、石墨化程度和电化学特性有显著影响。SiO2具有最低的缺陷密度和最高的结构有序度,而Ta和Ti由于其高导热性促进了CNWs的加速生长。电化学测试表明cnw具有明显的光电化学活性,特别是在金属衬底上。阻抗谱分析表明,CNWs生长后电化学活性增加。研究结果强调了衬底选择对于控制CNWs的结构和功能特性的重要性。
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引用次数: 0
Unrevealing the Carrier Dynamics Behavior of Cu–In–Zn–S-Based Quantum Dot Light-Emitting Diodes by Transient Electroluminescence Spectroscopy 利用瞬态电致发光光谱揭示cu - in - zn基量子点发光二极管的载流子动力学行为
IF 2.8 Pub Date : 2025-11-23 DOI: 10.1002/apxr.202500178
Jinxing Zhao, Bingyan Zhu, Siyao Niu, Xiankun Zheng, Xiulin Xie, Xu Li, Wenyu Ji, Aiwei Tang

The device performance of Cu–In–Zn–S (CIZS)-based quantum-dot light-emitting diodes (QLEDs) still lags far behind CdSe-based QLEDs, which mainly arise from unique trap-related recombination in the CIZS quantum dots (QDs). Herein, the carrier dynamics behavior of CIZS-based and CdSe-based QLEDs was studied by transient electroluminescence (TrEL) technology, and the difference in the falling edge of the TrEL response was obviously observed in both QLEDs. The results show that Cu-related defect states (Cu-states) created a substantial hole injection barrier, making traditional hole-transport layer modifications ineffective for carrier injection and transport balance. By engineering the ZnO electron transport layer (ETL), the electron injection and transport were reduced, which suppressed trap-state-mediated non-radiative recombination. At last, carrier dynamics models were proposed to clarify the phenomenon of falling edge overshoot in the CIZS-based QLEDs. This approach overcomes the intrinsic hole transport limitation in CIZS QDs caused by Cu-states, offering a viable method to balance the carrier injection and transport without enhancing hole injection.

基于Cu-In-Zn-S (CIZS)的量子点发光二极管(qled)的器件性能仍然远远落后于基于cdse的qled,这主要是由于CIZS量子点(QDs)中独特的阱相关重组引起的。本文采用瞬态电致发光(TrEL)技术研究了基于ciz和基于cdse的qled的载流子动力学行为,发现两种qled的TrEL响应下降沿存在明显差异。结果表明,cu相关缺陷态(Cu-states)产生了大量的空穴注入屏障,使得传统的空穴输运层修改对载流子注入和输运平衡无效。通过设计ZnO电子传递层(ETL),减少了ZnO的电子注入和电子输运,抑制了阱态介导的非辐射复合。最后,提出了载流子动力学模型来解释基于ciz的qled中的降沿超调现象。该方法克服了铜态对CIZS量子点固有空穴输运的限制,提供了一种在不增强空穴注入的情况下平衡载流子注入和输运的可行方法。
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引用次数: 0
SERS Detection of SARS-CoV-2 Spike Proteins and IgG Antibodies Using Metallic H-type Nano-Apertures 金属h型纳米孔SERS检测SARS-CoV-2刺突蛋白和IgG抗体
IF 2.8 Pub Date : 2025-11-23 DOI: 10.1002/apxr.202500143
Yifei (Effie) Gao, Zilin Jiang, Nikolaos K. Ioannou, Domna G. Kotsifaki

The rapid and accurate detection of viral biomarkers is critical for controlling infectious disease outbreaks, as highlighted by the COVID-19 pandemic. Here, we present a label-free platform for the ultrasensitive detection of SARS-CoV-2 spike protein and IgG antibodies in liquid using surface-enhanced Raman spectroscopy (SERS) based on an array of plasmonic H-shaped nano-apertures. The nanostructure is designed to support a resonance at 777.8 nm. The Raman signal of both biomolecules was recorded at several locations on the nanostructure under off-resonance laser excitation at 785 nm, confirming its reproducibility. The designed nanostructure enables limit of detection of 0.85 ng/mL in a liquid environment, without the need for complex surface functionalization or labeling. Using principal component analysis (PCA), we successfully distinguished between spike protein, IgG antibodies, and their mixtures, highlighting the platform's ability to analyze complex biological matrices. This work advances the development of sensitive SERS-based biosensors for the rapid and accurate detection of emerging pathogens in liquid environments.

正如2019冠状病毒病大流行所强调的那样,快速准确地检测病毒生物标志物对于控制传染病暴发至关重要。在这里,我们提出了一个无标记的平台,用于基于等离子体h形纳米孔阵列的表面增强拉曼光谱(SERS)超灵敏检测液体中SARS-CoV-2刺突蛋白和IgG抗体。该纳米结构被设计为支持777.8 nm的共振。在785 nm的非共振激光激发下,在纳米结构上的多个位置记录了两种生物分子的拉曼信号,证实了其重复性。所设计的纳米结构能够在液体环境中检测0.85 ng/mL,而不需要复杂的表面功能化或标记。利用主成分分析(PCA),我们成功区分了刺突蛋白、IgG抗体及其混合物,突出了该平台分析复杂生物基质的能力。这项工作推进了灵敏的基于sers的生物传感器的发展,用于快速准确地检测液体环境中新出现的病原体。
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引用次数: 0
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