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Phase diagram of CuInP2S6 across wide temperature and pressure ranges CuInP2S6在宽温度和压力范围的相图
IF 15 1区 物理与天体物理 Q1 PHYSICS, APPLIED Pub Date : 2025-12-23 DOI: 10.1063/5.0299899
Yifan Li, Yongfa Luo, Xiaodong Yao, Yinxin Bai, Junling Wang, Jinlong Zhu
CuInP2S6 (CIPS) exhibits significant potential for applications in high-integration ferroelectric devices, due to its van der Waals layered structure, which features dangling-bond-free surfaces and maintains room-temperature ferroelectricity down to nanometer-scale thicknesses. A key limitation to its practical application is its moderate polarization strength. This study reports the polarization evolution of CIPS across a wide range of temperatures and pressures and elucidates the mechanisms underlying polarization enhancement under various conditions. The polarization enhancement observed under high-pressure-high-temperature conditions is attributed to the increased occupancy of Cu ions at out-of-plane (CuO) sites, which correspond to high-polarization configurations. In contrast, the high-pressure-low-temperature polarization improvement stems from enhanced ordering of Cu ions. Furthermore, a phase diagram of CIPS over a wide range of temperatures and pressures was established based on Raman spectroscopy and ferroelectric polarization measurements. This diagram further illustrates dipole ordering and Cu-ion freezing in the low-temperature Cc phase. This work provides valuable insights into the thermodynamic and kinetic manipulation of ferroelectric polarization via stress engineering, offering both foundational principles and a deeper understanding of two-dimensional van der Waals ferroelectrics and their potential applications.
CuInP2S6 (CIPS)在高集成度铁电器件中表现出巨大的应用潜力,这是由于其范德华层状结构,其特点是无悬键表面,并将室温铁电性保持在纳米级厚度。其实际应用的一个关键限制是其中等极化强度。本研究报道了CIPS在大范围温度和压力下的极化演化,并阐明了不同条件下极化增强的机制。在高压-高温条件下观察到的极化增强是由于Cu离子在面外(CuO)位置的占据增加,这对应于高极化构型。相比之下,高压-低温极化的改善源于Cu离子有序性的增强。此外,基于拉曼光谱和铁电极化测量,建立了大范围温度和压力下的相变图。该图进一步说明了低温Cc相中偶极有序和cu离子冻结。这项工作通过应力工程为铁电极化的热力学和动力学操纵提供了有价值的见解,提供了基本原理和对二维范德华铁电体及其潜在应用的更深入理解。
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引用次数: 0
Thermal conductivity limits of MoS2 and MoSe2: Revisiting high-order anharmonic lattice dynamics with machine learning potentials MoS2和MoSe2的导热极限:用机器学习势重新审视高阶非调和晶格动力学
IF 15 1区 物理与天体物理 Q1 PHYSICS, APPLIED Pub Date : 2025-12-22 DOI: 10.1063/5.0300627
Tuğbey Kocabaş, Murat Keçeli, Tanju Gürel, Milorad V. Milošević, Cem Sevik
Group-VI transition metal dichalcogenides (TMDs), MoS2 and MoSe2, have emerged as prototypical low-dimensional systems with distinctive phononic and electronic properties, making them attractive for applications in nanoelectronics, optoelectronics, and thermoelectrics. However, their reported lattice thermal conductivities (κ) remain highly inconsistent, with experimental values and theoretical predictions differing by more than an order of magnitude. These discrepancies stem from uncertainties in measurement techniques, variations in computational protocols, and ambiguities in the treatment of higher-order anharmonic processes. In this study, we critically review these inconsistencies, first by mapping the spread of experimental and modeling results, and then by identifying the methodological origins of divergence. To this end, we bridge first-principles calculations, molecular dynamics simulations, and state-of-the-art machine learning force fields (MLFFs), including recently developed foundation models. We train and benchmark GAP, MACE, NEP, and HIPHIVE against density functional theory and rigorously evaluate the impact of third- and fourth-order phonon scattering processes on κ. The computational efficiency of MLFFs enables us to extend convergence tests beyond conventional limits and to validate predictions through homogeneous nonequilibrium molecular dynamics as well. Our analysis demonstrates that, contrary to some recent claims, fully converged four-phonon processes contribute negligibly to the intrinsic thermal conductivity of both MoS2 and MoSe2. These findings not only refine the intrinsic transport limits of 2D TMDs but also establish MLFF-based approaches as a robust and scalable framework for predictive modeling of phonon-mediated thermal transport in low-dimensional materials.
第六族过渡金属二硫化物(TMDs), MoS2和MoSe2,已经成为具有独特声子和电子特性的原型低维系统,使其在纳米电子学,光电子学和热电学中的应用具有吸引力。然而,他们报告的晶格热导率(κ)仍然高度不一致,实验值和理论预测相差超过一个数量级。这些差异源于测量技术的不确定性,计算协议的变化,以及处理高阶非调和过程的模糊性。在本研究中,我们首先通过绘制实验和建模结果的传播图,然后通过确定分歧的方法论起源,对这些不一致进行了批判性审查。为此,我们将第一性原理计算、分子动力学模拟和最先进的机器学习力场(MLFFs)结合起来,包括最近开发的基础模型。我们根据密度泛函理论对GAP、MACE、NEP和HIPHIVE进行了训练和基准测试,并严格评估了三阶和四阶声子散射过程对κ的影响。MLFFs的计算效率使我们能够将收敛性测试扩展到常规极限之外,并通过均匀非平衡分子动力学验证预测。我们的分析表明,与最近的一些说法相反,完全收敛的四声子过程对MoS2和MoSe2的固有热导率的贡献可以忽略不计。这些发现不仅完善了二维tmd的固有输运极限,而且建立了基于mlff的方法,作为低维材料中声子介导的热输运预测建模的稳健和可扩展的框架。
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引用次数: 0
A self-powered three-dimensional lower-limb motion monitoring system with full-posture biomechanical energy harvesting capability 具有全姿态生物力学能量收集能力的自供电三维下肢运动监测系统
IF 15 1区 物理与天体物理 Q1 PHYSICS, APPLIED Pub Date : 2025-12-22 DOI: 10.1063/5.0303989
Ze-Wen Chen, Xuan-Jun Wang, Rong-Hua Du, Kai-Wen Du, Jia-Yi He, Bing-Jian Zhang, Ke-Xiang Wei, Guang Meng, Hong-Xiang Zou, Lin-Chuan Zhao
Lower limb motion monitoring is in high demand across various application scenarios, such as sports training and rehabilitation. However, existing monitoring systems face significant challenges, including limited power supply sustainability and the lack of mature technologies for three-dimensional motion sensing. To overcome these limitations, this study presents a self-powered three-dimensional lower limb motion monitoring system with full-posture biomechanical energy harvesting capability (TDLM-FPBEH). The system integrates a full-posture biomechanical energy harvester (FPBEH) and a three-dimensional sensing triboelectric nanogenerator (TDS-TENG). The main component of the FPBEH is mounted on the human back, which is more suitable for load-bearing, and it harvests energy from various motion postures without imposing any rigid constraints on body movement, thereby achieving high output power. Meanwhile, the TDS-TENG accurately detects both the direction and the displacement of lower limb movements, enabling comprehensive three-dimensional motion tracking. Experimental results show that under traction excitation at a frequency of 1 Hz and a displacement of 300 mm, a single FPBEH unit delivers an average output power of up to 3.99 W. Furthermore, wearability tests confirm the FPBEH's strong adaptability to various users and motion patterns. The TDS-TENG demonstrates sensitivity to different directions and amplitudes of movement, producing distinguishable electrical signals. Demonstrations involving representative football movements further validate the feasibility of this system for self-powered three-dimensional lower limb motion tracking. Overall, the proposed system offers an integrated solution for sustainable energy harvesting and precise 3D motion monitoring, supporting the requirements of diverse real-world applications.
下肢运动监测在运动训练和康复等各种应用场景中都有很高的需求。然而,现有的监测系统面临着巨大的挑战,包括有限的电力供应可持续性和缺乏成熟的三维运动传感技术。为了克服这些限制,本研究提出了一种具有全姿态生物力学能量收集能力的自供电三维下肢运动监测系统(TDLM-FPBEH)。该系统集成了一个全姿态生物力学能量收集器(FPBEH)和一个三维传感摩擦电纳米发电机(TDS-TENG)。FPBEH的主要组成部分是安装在人类,更适合承载,这收获能量从各种运动姿势不强加任何刚性约束的身体运动,从而实现较高的输出功率。同时,TDS-TENG能够准确检测下肢运动的方向和位移,实现全面的三维运动跟踪。实验结果表明,在牵引激励频率为1 Hz,位移为300 mm的情况下,单个FPBEH单元的平均输出功率可达3.99 W。此外,可穿戴性测试证实了FPBEH对各种用户和运动模式的强适应性。TDS-TENG对不同的运动方向和幅度表现出敏感性,产生可区分的电信号。具有代表性的足球运动的演示进一步验证了该系统用于自供电三维下肢运动跟踪的可行性。总体而言,该系统为可持续能量收集和精确的3D运动监测提供了集成解决方案,支持各种实际应用的需求。
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引用次数: 0
Materials for quantum technologies: A roadmap for spin and topology 量子技术材料:自旋和拓扑的路线图
IF 15 1区 物理与天体物理 Q1 PHYSICS, APPLIED Pub Date : 2025-12-22 DOI: 10.1063/5.0294020
N. Banerjee, C. Bell, C. Ciccarelli, T. Hesjedal, F. Johnson, H. Kurebayashi, T. A. Moore, C. Moutafis, H. L. Stern, I. J. Vera-Marun, J. Wade, C. Barton, M. R. Connolly, N. J. Curson, K. Fallon, A. J. Fisher, D. A. Gangloff, W. Griggs, E. Linfield, C. H. Marrows, A. Rossi, F. Schindler, J. Smith, T. Thomson, O. Kazakova
In this perspective article, we explore some of the promising spin and topology material platforms (e.g., spins in semiconductors and superconductors, skyrmionic, topological, and two-dimensional materials) being developed for such quantum components as qubits, superconducting memories, sensing, and metrological standards, and discuss their figures of merit. Spin- and topology-related quantum phenomena have several advantages, including high coherence time, topological protection and stability, low error rate, relative ease of engineering and control, and simple initiation and readout. However, the relevant technologies are at different stages of research and development, and here, we discuss their state-of-the-art, potential applications, challenges, and solutions.
在这篇前瞻性文章中,我们探讨了一些有前途的自旋和拓扑材料平台(例如,半导体和超导体中的自旋,天空粒子,拓扑和二维材料)正在为量子比特,超导存储器,传感和计量标准等量子组件开发,并讨论了它们的优点。自旋和拓扑相关的量子现象具有高相干时间、拓扑保护和稳定性、低错误率、相对易于工程和控制以及简单的启动和读出等优点。然而,相关技术处于不同的研究和开发阶段,在这里,我们将讨论它们的最新技术、潜在应用、挑战和解决方案。
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引用次数: 0
Enabling bipolar photoresponse improvement of a-GaOx/Hf0.5Zr0.5O2 heterojunction self-powered solar-blind photodetector by coupling ferro-pyro-phototronic effect 利用铁-焦-光电子耦合效应提高a-GaOx/Hf0.5Zr0.5O2异质结自供电太阳盲探测器的双极光响应
IF 15 1区 物理与天体物理 Q1 PHYSICS, APPLIED Pub Date : 2025-12-17 DOI: 10.1063/5.0280051
Hao Xu, Bei Liu, Ling Xin, Weixu Hou, Yikun Li, Wenbo Peng, Qianqian Han, Yuanzheng Zhang, Yaju Zhang, Haiwu Zheng
Gallium oxide-based (GaOx-based) photodetectors possess outstanding weak solar-blind signal detection capability due to low background noise. The bipolar photodetectors with polarity-switchable photoresponse take advantage of multi-dimensional signal recognition and signal processing efficiency. However, as-reported bipolar photodetectors are limited primarily to complex multi-layer heterojunction architectures based on either multi-wavelength absorption or a competitive photoresponse mechanism. The lack of a regulation scheme for implementing and optimizing polarity-switchable photoresponse of simple-structured GaOx-based photodetectors becomes a bottleneck for friendly integration and efficient signal recognition. Herein, introducing a ferroelectric component endows amorphous GaOx/Hf0.5Zr0.5O2 (a-GaOx/HZO) heterojunction photodetectors with programmable self-powered characteristics. The self-powered solar-blind photodetector (SSBPD) exhibits boosted polarity-switchable photoresponse by the coupling of ferro-pyro-phototronic effect. A switchover between positive to negative photoresponse is enabled by switching polarization from the upward state to the downward state. Photo-induced pyroelectric effect boosts bipolar photoresponse of the SSBPD characterized by four-stage photocurrent dynamic behavior. Under superposition contributions of programmable ferroelectric polarization and pyroelectric effect, the photoresponse enhancement factor of the SSBPD is 341% (226%) under upward (downward)-polarization state. Correspondingly, the maximum responsivity and detectivity are up to 0.26 mA/W and 4.47 × 108 Jones, respectively. The SSBPD maintains excellent durability over a wide temperature range. Based on programmable bipolar photoresponse, a-GaOx/HZO photoelectric device displays application prospects in simulating a self-adaptive neuromorphic vision system and a nighttime anti-collision monitoring system. This work proposes a strategy to develop simple-architecture GaOx-based bipolar photodetectors by multiple-effect coupling.
基于氧化镓(gaox)的光电探测器由于其低背景噪声而具有出色的弱日盲信号探测能力。具有极性可切换光响应的双极光电探测器,具有多维信号识别和信号处理效率的优点。然而,目前报道的双极光电探测器主要局限于基于多波长吸收或竞争光响应机制的复杂多层异质结结构。缺乏一种调节方案来实现和优化结构简单的高压电探测器的极性可切换光响应,成为实现友好集成和高效信号识别的瓶颈。在此,引入铁电元件使非晶GaOx/Hf0.5Zr0.5O2 (a-GaOx/HZO)异质结光电探测器具有可编程自供电特性。自供电的太阳盲光电探测器(SSBPD)通过铁-焦-光电子效应的耦合表现出增强的极性可切换光响应。通过将偏振从向上状态切换到向下状态,可以实现正光响应到负光响应的切换。光致热释电效应增强了SSBPD的双极光响应,具有四阶光电流动态行为。在可编程铁电极化和热释电效应的叠加作用下,SSBPD在上(下)极化状态下的光响应增强因子为341%(226%)。相应的,最大响应度和探测率分别高达0.26 mA/W和4.47 × 108 Jones。SSBPD在很宽的温度范围内保持优异的耐久性。基于可编程双极光响应的a- gaox /HZO光电器件在模拟自适应神经形态视觉系统和夜间防撞监控系统方面显示出应用前景。这项工作提出了一种通过多效应耦合开发结构简单的基于高氧的双极光电探测器的策略。
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引用次数: 0
Reversed Cherenkov radiation via Fizeau–Fresnel drag 通过菲索-菲涅耳阻力逆转切伦科夫辐射
IF 15 1区 物理与天体物理 Q1 PHYSICS, APPLIED Pub Date : 2025-12-16 DOI: 10.1063/5.0296513
Bowen Zhang, Zheng Gong, Ruoxi Chen, Xuhuinan Chen, Yi Yang, Hongsheng Chen, Ido Kaminer, Xiao Lin
It has long been thought that the reversed Cherenkov radiation is impossible in homogeneous media with a positive refractive index n. Here, we break this long-held belief by revealing the possibility of creating reversed Cherenkov radiation from homogeneous positive-index moving media. The underlying mechanism is essentially related to the Fizeau–Fresnel drag effect, which provides a unique route to drag the emitted light in the direction of the moving medium and thus enables the possibility of dragging the emitted light in the opposite direction of the moving charged particle. Moreover, we discover the existence of a threshold for the velocity vmedium of moving media, only above which, namely, vmedium>c/n2, the reversed Cherenkov radiation may emerge, where c is the velocity of light in vacuum. Particularly, we find that the reversed Cherenkov radiation inside superluminal moving media (i.e., vmedium>c/n) can become thresholdless for the velocity of moving charged particles.
长期以来,人们一直认为反向切伦科夫辐射在具有正折射率n的均匀介质中是不可能的。在这里,我们通过揭示从均匀的正折射率移动介质中产生反向切伦科夫辐射的可能性来打破这一长期持有的信念。其潜在的机制本质上与菲索-菲涅耳拖拽效应有关,菲索-菲涅耳拖拽效应提供了一条独特的路径,使发射光沿运动介质的方向拖拽,从而使发射光沿运动带电粒子的相反方向拖拽成为可能。此外,我们发现运动介质的速度vmedium存在一个阈值,只有在此阈值之上,即vmedium&;gt;c/n2,可能出现反切伦科夫辐射,其中c是光在真空中的速度。特别地,我们发现在超光速运动介质(即vmedium&;gt;c/n)内的反向切伦科夫辐射对于运动带电粒子的速度可以变得无阈值。
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引用次数: 0
Integration of color centers into silicon photonic structures 硅光子结构中色心的集成
IF 15 1区 物理与天体物理 Q1 PHYSICS, APPLIED Pub Date : 2025-12-12 DOI: 10.1063/5.0258819
Hugo Quard, Sébastien Cueff, Hai Son Nguyen, Nicolas Chauvin, Thomas Wood
In recent years, silicon has emerged as a promising platform for quantum photonics, driven by its technological maturity and compatibility with large-scale photonic integration. Among the various approaches to implementing quantum emitters in silicon, color centers have gained significant attention due to their ability to operate as single-photon sources in the near-infrared, making them highly relevant for quantum communication and information processing. However, to fully exploit their potential, efficient integration into silicon photonic structures is essential to enhance photon extraction, control emission properties, and enable scalable architectures. This review provides a comprehensive overview of the progress in integrating color centers into silicon photonic structures. The most promising color centers studied to date are presented, along with the various methods developed for their creation. Strategies for coupling these emitters to photonic structures, such as waveguides and resonant cavities, are examined, highlighting their impact on emission properties, including enhanced radiative rates via the Purcell effect and improved control over emission directivity. Finally, key challenges and future directions are discussed to further advance silicon-based quantum emitters toward practical applications in quantum technologies.
近年来,由于硅的技术成熟度和与大规模光子集成的兼容性,硅已成为一个有前景的量子光子学平台。在硅中实现量子发射体的各种方法中,色心由于其在近红外中作为单光子源的能力而获得了极大的关注,这使得它们与量子通信和信息处理高度相关。然而,为了充分利用它们的潜力,有效地集成到硅光子结构中对于增强光子提取、控制发射特性和实现可扩展架构至关重要。本文综述了将色中心集成到硅光子结构中的研究进展。介绍了迄今为止研究的最有前途的色中心,以及为其创造而开发的各种方法。研究了将这些发射体耦合到光子结构(如波导和谐振腔)的策略,强调了它们对发射特性的影响,包括通过Purcell效应增强的辐射率和对发射指向性的改进控制。最后,讨论了进一步推进硅基量子发射体在量子技术中的实际应用的关键挑战和未来方向。
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引用次数: 0
Shedding light on unprecedented spatial confinement of metal clusters by metal/covalent organic frameworks for photocatalysis 揭示了金属/共价有机框架光催化对金属团簇的空前空间限制
IF 15 1区 物理与天体物理 Q1 PHYSICS, APPLIED Pub Date : 2025-12-12 DOI: 10.1063/5.0285638
Irshad Ahmad, Huan Li, Samia Ben Ahmed, Mohammed T. Alotaibi, Gao Li
Atomically precise metal clusters have gained widespread attention in the rational design of high-performance photocatalysts due to their distinctive characteristics, such as tunable size, elemental composition, and surface chemistry. A promising research avenue involves the anchoring of metal clusters within the porous materials, including metal–organic frameworks (MOFs), covalent organic frameworks (COFs), etc., to construct hybrid composites. Considering the rapid development of metal cluster-anchored porous frameworks as efficient photocatalysts, a comprehensive review is essential to further advance this domain, which begins by outlining the fundamental mechanisms and photocatalytic properties of the selected porous frameworks. We emphasize the synthesis methods used for fabricating cluster-anchored porous frameworks. Subsequently, a detailed classification of metal cluster-anchored porous M/COF composites and the mechanisms responsible for the observed improvements in photocatalytic performance is presented. Finally, this review addresses existing challenges and outlines future research directions, aiming to inspire the development of intelligent cluster@M/COF composites with significantly improved photocatalytic results.
原子精密金属团簇由于其独特的特性,如尺寸可调、元素组成和表面化学性质,在高性能光催化剂的合理设计中得到了广泛的关注。一个很有前途的研究途径是在多孔材料中锚定金属团簇,包括金属有机框架(MOFs)、共价有机框架(COFs)等,以构建混合复合材料。考虑到金属簇锚定多孔框架作为高效光催化剂的快速发展,全面的综述是进一步推进这一领域的必要条件,首先概述了所选多孔框架的基本机制和光催化性能。我们强调用于制造簇锚定多孔框架的合成方法。随后,介绍了金属团簇锚定多孔M/COF复合材料的详细分类以及所观察到的光催化性能改善的机制。最后,本文总结了目前存在的问题,并对未来的研究方向进行了概述,旨在促进智能cluster@M/COF复合材料的发展,使其光催化效果得到显著改善。
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引用次数: 0
Thermal conductivity of low-dimensional materials: Recent progress, prospects, and challenges 低维材料的导热性:最新进展、前景和挑战
IF 15 1区 物理与天体物理 Q1 PHYSICS, APPLIED Pub Date : 2025-12-11 DOI: 10.1063/5.0274620
Ali Sheraz, Oleg Korotchenkov, Mohammad Ali Nasiri, Marco Antonio López de la Torre, Andrés Cantarero
The performance and reliability of thermoelectric materials and devices based on low-dimensional materials are strongly influenced by heat dissipation and thermal stability, which are directly linked to the thermal conductivity of the materials. Therefore, accurate determination of the thermal properties remains a critical aspect of material development efforts, which requires the continuous advancement and refinement of the measurement techniques. In recent years, substantial progress has been achieved in theoretical and experimental approaches for the characterization of thermal conductivity in low-dimensional materials. This article reviews these advances, focusing on recent developments in the measurement of thermal conductivity in thin films, two-dimensional materials, and other nanostructures. The fundamental concepts underlying a range of experimental and theoretical techniques are presented together with their theoretical framework, underscoring the critical role of selecting a measurement approach appropriate to the sample thickness, thermal conductivity regime, and material characteristics. Special attention is paid to the thermal conductivity of emerging materials relevant for thermal management, including carbon-based materials, black phosphorus, MXenes, and boron nitride. Furthermore, the advantages and limitations of the different measurement techniques are discussed, in relation to the type and structure of the material under study. Finally, the review summarizes the key findings and outlines future research opportunities, highlighting promising directions across different classes of low-dimensional materials.
基于低维材料的热电材料和器件的性能和可靠性受到散热和热稳定性的强烈影响,而散热和热稳定性与材料的导热性直接相关。因此,准确测定热性能仍然是材料开发工作的一个关键方面,这需要不断改进和改进测量技术。近年来,在表征低维材料导热性的理论和实验方法方面取得了实质性进展。本文回顾了这些进展,重点介绍了薄膜、二维材料和其他纳米结构中热导率测量的最新进展。一系列实验和理论技术的基本概念与其理论框架一起提出,强调了选择适合样品厚度,导热率制度和材料特性的测量方法的关键作用。特别关注与热管理相关的新兴材料的导热性,包括碳基材料,黑磷,MXenes和氮化硼。此外,根据所研究材料的类型和结构,讨论了不同测量技术的优点和局限性。最后,综述总结了主要发现并概述了未来的研究机会,突出了不同类别低维材料的有前途的方向。
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引用次数: 0
Construction of polar topological nanodevices for neuromorphic computing 用于神经形态计算的极性拓扑纳米器件的构建
IF 15 1区 物理与天体物理 Q1 PHYSICS, APPLIED Pub Date : 2025-12-10 DOI: 10.1063/5.0294235
Guo Tian, Wentao Shuai, Wenjie Li, Zhiqing Song, Jiaqi Zhang, Yihang Guo, Houlin Zhou, Shuoshuo Ma, Jianbiao Xian, Songhua Cai, Zhen Fan, Minghui Qin, Ji-Yan Dai, Jun-Ming Liu, Xingsen Gao
The research field of polar topological domains has witnessed rapid expansion in recent years, inspired by the vast application potentials for future topological electronic devices. Nonetheless, such topological devices remain elusive. In this study, we implemented the polar topological domain structures as neuromorphic computing elements, and present 12-state non-volatile ferroelectric topological nanodevices that demonstrate exceptional neuromorphic computing capabilities through the controlled formation and erasure of walls. These nanodevices exhibit near-linear long-term potentiation and long-term depression characteristics under repetitive voltage pulses, achieving a remarkable dynamic range. Simulations using a convolutional neural network model with these devices attain 95% recognition accuracy on the Modified National Institute of Standards and Technology handwritten digits dataset within 100 epochs. These results expand the functional scope of polar topological electronic devices to future neuromorphic computing systems.
近年来,由于未来拓扑电子器件的巨大应用潜力,极拓扑域的研究领域得到了迅速发展。尽管如此,这种拓扑装置仍然难以捉摸。在这项研究中,我们实现了极性拓扑结构作为神经形态计算元件,并提出了12态非易失性铁电拓扑纳米器件,通过控制壁的形成和擦除,展示了卓越的神经形态计算能力。这些纳米器件在重复电压脉冲下表现出近线性的长期增强和长期抑制特性,具有显著的动态范围。使用这些设备的卷积神经网络模型进行模拟,在修改的美国国家标准与技术研究所手写数字数据集上,识别准确率在100个epoch内达到95%。这些结果将极性拓扑电子器件的功能范围扩展到未来的神经形态计算系统。
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Applied physics reviews
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