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Majorana zero mode assisted spin pumping 马约拉纳零模辅助自旋泵
IF 6.5 2区 物理与天体物理 Q1 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-05-16 DOI: 10.1007/s11467-024-1407-6
Mingzhou Cai, Zhaoqi Chu, Zhen-Hua Wang, Yunjing Yu, Bin Wang, Jian Wang

We present a theoretical investigation of Majorana zero mode (MZM) assisted spin pumping which consists of a quantum dot (QD) and two normal leads. When the coupling between the MZM and the QD is absent, d.c. pure spin current can be excited by a rotating magnetic field where low energy spin down electrons are flipped to high energy spin up electrons by absorbing photons. However, when the coupling is turned on, the d.c. pure spin current vanishes, and an a.c. charge current emerges with its magnitude independent of the coupling strength. We reveal that this change is due to the formation of a highly localized MZM assisted topological Andreev state at the Fermi level, which allows only the injection of electron pairs with opposite spin into the QD. By absorbing or emitting photons, the electron pairs are separated to opposite spin electrons, and then return back to the lead again, generating an a.c. charge current without spin polarization. We demonstrate the switching from d.c. pure spin current to a.c. charge current based on both Kitaev model and a more realistic topological superconductor nanowire. Although this switching can also be induced by partially separated Andreev bound state (ps-ABS) in the topological trivial phase, it is extremely unstable and highly sensitive to the Zeeman field, which is different from the switching induced by MZM. Our result suggests that quantum spin pumping may be a feasible local transport method for detecting the presence of MZMs at the ends of a superconducting nanowire.

我们介绍了马约拉纳零模(MZM)辅助自旋泵浦的理论研究,它由一个量子点(QD)和两条法线组成。当 MZM 与量子点之间没有耦合时,旋转磁场可激发直流纯自旋电流,低能量自旋向下的电子通过吸收光子翻转为高能量自旋向上的电子。然而,当耦合打开时,d.c. 纯自旋电流消失,而出现了a.c. 电荷电流,其大小与耦合强度无关。我们发现,这种变化是由于在费米级形成了高度局域化的 MZM 辅助拓扑安德烈耶夫态,它只允许自旋相反的电子对注入 QD。通过吸收或发射光子,电子对被分离成自旋相反的电子,然后再次回到引线,产生没有自旋极化的交流电荷电流。我们基于基塔耶夫模型和更现实的拓扑超导体纳米线,演示了从直流纯自旋电流到交流电荷电流的切换。虽然这种切换也可以由拓扑三相中部分分离的安德烈耶夫束缚态(ps-ABS)诱导,但它极不稳定,而且对泽曼场高度敏感,这与 MZM 诱导的切换不同。我们的研究结果表明,量子自旋泵浦可能是探测超导纳米线两端是否存在 MZM 的一种可行的局部传输方法。
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引用次数: 0
Atom-field dynamics in curved spacetime 弯曲时空中的原子场动力学
IF 6.5 2区 物理与天体物理 Q1 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-05-16 DOI: 10.1007/s11467-024-1400-0
Syed Masood A. S. Bukhari, Li-Gang Wang

Some aspects of atom-field interactions in curved spacetime are reviewed. Of great interest are quantum radiative and entanglement processes arising out of Rindler and black hole spacetimes, which involve the role of Hawking–Unruh and dynamical Casimir effects. Most of the discussion surrounds the radiative part of interactions. For this, we specifically reassess the conventional understandings of atomic radiative transitions and energy level shifts in curved spacetime. We also briefly outline the status quo of entanglement dynamics study in curved spacetime, and highlight literature related to some novel insights, like entanglement harvesting. On one hand, the study of the role played by spacetime curvature in quantum radiative and informational phenomena has implications for fundamental physics, notably the gravity-quantum interface. In particular, one examines the viability of the Equivalence Principle, which is at the heart of Einstein’s general theory of relativity. On the other hand, it can be instructive for manipulating quantum information and light propagation in arbitrary geometries. Some issues related to nonthermal effects of acceleration are also discussed.

本文回顾了弯曲时空中原子-场相互作用的一些方面。其中最令人感兴趣的是林德勒和黑洞时空中产生的量子辐射和纠缠过程,这涉及霍金-尤鲁效应和动态卡西米尔效应的作用。大部分讨论都围绕着相互作用的辐射部分。为此,我们特别重新评估了对弯曲时空中原子辐射跃迁和能级移动的传统理解。我们还简要概述了弯曲时空中纠缠动力学研究的现状,并重点介绍了与一些新见解(如纠缠捕获)相关的文献。一方面,研究时空曲率在量子辐射和信息现象中的作用对基础物理学,特别是引力-量子界面有影响。特别是,我们可以研究等效原理的可行性,该原理是爱因斯坦广义相对论的核心。另一方面,它对在任意几何结构中操纵量子信息和光传播也有指导意义。此外,还讨论了与加速的非热效应有关的一些问题。
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引用次数: 0
General properties of the spectral form factor in open quantum systems 开放量子系统频谱形式因子的一般特性
IF 6.5 2区 物理与天体物理 Q1 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-04-30 DOI: 10.1007/s11467-024-1406-7
Yi-Neng Zhou, Tian-Gang Zhou, Pengfei Zhang

The spectral form factor (SFF) can probe the eigenvalue statistic at different energy scales as its time variable varies. In closed quantum chaotic systems, the SFF exhibits a universal dip-ramp-plateau behavior, which reflects the spectrum rigidity of the Hamiltonian. In this work, we explore the general properties of SFF in open quantum systems. We find that in open systems the SFF first decays exponentially, followed by a linear increase at some intermediate time scale, and finally decreases to a saturated plateau value. We derive general relations between (i) the early-time decay exponent and Lindblad operators; (ii) the long-time plateau value and the number of steady states. We also explain the effective field theory perspective of general behaviors. We verify our theoretical predictions by numerically simulating the Sachdev–Ye–Kitaev (SYK) model, random matrix theory (RMT), and the Bose–Hubbard model.

频谱形式因子(SFF)可以随着时间变量的变化探测不同能量尺度的特征值统计量。在封闭的量子混沌系统中,SFF 表现出普遍的浸润-斜坡-高原行为,这反映了哈密顿的谱刚性。在这项工作中,我们探索了开放量子系统中 SFF 的一般特性。我们发现,在开放系统中,SFF 首先呈指数衰减,然后在某个中间时间尺度上呈线性增长,最后下降到饱和高原值。我们推导出 (i) 早期衰变指数与林德布拉德算子之间的一般关系;(ii) 长期高原值与稳态数量之间的一般关系。我们还从有效场论的角度解释了一般行为。我们通过数值模拟 Sachdev-Ye-Kitaev (SYK) 模型、随机矩阵理论 (RMT) 和玻色-哈伯德模型来验证我们的理论预测。
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引用次数: 0
Multi-terminal pectin/chitosan hybrid electrolyte gated oxide neuromorphic transistor with multi-mode cognitive activities 具有多模式认知活动的多端果胶/壳聚糖混合电解质门控氧化物神经形态晶体管
IF 6.5 2区 物理与天体物理 Q1 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-04-22 DOI: 10.1007/s11467-024-1401-z
Yan Li, You Jie Huang, Xin Li Chen, Wei Sheng Wang, Xin Huang, Hui Xiao, Li Qiang Zhu

In order to fulfill the urgent requirements of functional products, circuit integration of different functional devices are commonly utilized. Thus, issues including production cycle, cost, and circuit crosstalk will get serious. Neuromorphic computing aims to break through the bottle neck of von Neumann architectures. Electronic devices with multi-operation modes, especially neuromorphic devices with multi-mode cognitive activities, would provide interesting solutions. Here, pectin/chitosan hybrid electrolyte gated oxide neuromorphic transistor was fabricated. With extremely strong proton related interfacial electric-double-layer coupling, the device can operate at low voltage of below 1 V. The device can also operate at multi-operation mode, including bottom gate mode, coplanar gate and pseudo-diode mode. Interestingly, the artificial synapse can work at low voltage of only 1 mV, exhibiting extremely low energy consumption of ∼7.8 fJ, good signal-to-noise ratio of ∼229.6 and sensitivity of ∼23.6 dB. Both inhibitory and excitatory synaptic responses were mimicked on the pseudo-diode, demonstrating spike rate dependent plasticity activities. Remarkably, a linear classifier is proposed on the oxide neuromorphic transistor under synaptic metaplasticity mechanism. These results suggest great potentials of the oxide neuromorphic devices with multi-mode cognitive activities in neuromorphic platform.

为了满足功能性产品的迫切需求,不同功能器件的电路集成被普遍采用。因此,生产周期、成本和电路串扰等问题将变得十分严重。神经形态计算旨在突破冯-诺依曼架构的瓶颈。具有多操作模式的电子设备,尤其是具有多模式认知活动的神经形态设备,将提供有趣的解决方案。在此,我们制作了果胶/壳聚糖混合电解质门控氧化物神经形态晶体管。该器件具有极强的质子相关界面电双层耦合,可在低于 1 V 的低电压下工作,还可在底栅模式、共面栅模式和伪二极管模式等多操作模式下工作。有趣的是,人工突触可在仅 1 mV 的低电压下工作,能耗极低,仅为 7.8 fJ,信噪比高达 229.6,灵敏度为 23.6 dB。在伪二极管上模拟了抑制性和兴奋性突触反应,显示了与尖峰速率相关的可塑性活动。值得注意的是,在突触元弹性机制下,氧化物神经形态晶体管提出了一种线性分类器。这些结果表明,氧化物神经形态器件在神经形态平台的多模式认知活动方面具有巨大潜力。
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引用次数: 0
Information transmission through parallel multi-task-based recognition of high-resolution multiplexed orbital angular momentum 通过基于并行多任务的高分辨率多路轨道角动量识别进行信息传输
IF 6.5 2区 物理与天体物理 Q1 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-04-22 DOI: 10.1007/s11467-024-1402-y
Jingwen Zhou, Yaling Yin, Jihong Tang, Yong Xia, Jianping Yin

Orbital angular momentums (OAMs) greatly enhance the channel capacity in free-space optical communication. However, demodulation of superposed OAM to recognize them separately is always difficult, especially upon multiplexing more OAMs. In this work, we report a directly recognition of multiplexed fractional OAM modes, without separating them, at a resolution of 0.1 with high accuracy, using a multi-task deep learning (MTDL) model, which has not been reported before. Namely, two-mode, four-mode, and eight-mode superposed OAM beams, experimentally generated with a hologram carrying both phase and amplitude information, are well recognized by the suitable MTDL model. Two applications in information transmission are presented: the first is for 256-ary OAM shift keying via multiplexed fractional OAMs; the second is for OAM division multiplexed information transmission in an eightfold speed. The encouraging results will expand the capacity in future free-space optical communication.

轨道角动量(OAM)大大提高了自由空间光通信的信道容量。然而,解调叠加的 OAM 以分别识别它们总是很困难,尤其是在复用更多 OAM 时。在这项工作中,我们利用多任务深度学习(MTDL)模型,在 0.1 分辨率下直接识别复用的小数 OAM 模式,而无需将它们分开,识别准确率很高。也就是说,合适的 MTDL 模型能很好地识别实验生成的带有相位和振幅信息的全息图的双模、四模和八模叠加 OAM 光束。本文介绍了在信息传输中的两种应用:第一种是通过复用分数 OAM 进行 256ary OAM 移位键控;第二种是以八倍速度进行 OAM 分复用信息传输。这些令人鼓舞的结果将扩大未来自由空间光通信的容量。
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引用次数: 0
Unveiling the geometric meaning of quantum entanglement: Discrete and continuous variable systems 揭示量子纠缠的几何意义:离散和连续变量系统
IF 6.5 2区 物理与天体物理 Q1 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-04-16 DOI: 10.1007/s11467-024-1403-x
Arthur Vesperini, Ghofrane Bel-Hadj-Aissa, Lorenzo Capra, Roberto Franzosi

We show that the manifold of quantum states is endowed with a rich and nontrivial geometric structure. We derive the Fubini–Study metric of the projective Hilbert space of a multi-qubit quantum system, endowing it with a Riemannian metric structure, and investigate its deep link with the entanglement of the states of this space. As a measure, we adopt the entanglement distance E preliminary proposed in Phys. Rev. A 101, 042129 (2020). Our analysis shows that entanglement has a geometric interpretation: E(∣ψ〉) is the minimum value of the sum of the squared distances between ∣ψ〉 and its conjugate states, namely the states νμ · σμψ〉, where νμ are unit vectors and μ runs on the number of parties. Within the proposed geometric approach, we derive a general method to determine when two states are not the same state up to the action of local unitary operators. Furthermore, we prove that the entanglement distance, along with its convex roof expansion to mixed states, fulfils the three conditions required for an entanglement measure, that is: i) E(∣ψ〉) = 0 iff ∣ψ〉 is fully separable; ii) E is invariant under local unitary transformations; iii) E does not increase under local operation and classical communications. Two different proofs are provided for this latter property. We also show that in the case of two qubits pure states, the entanglement distance for a state ∣ψ〉 coincides with two times the square of the concurrence of this state. We propose a generalization of the entanglement distance to continuous variable systems. Finally, we apply the proposed geometric approach to the study of the entanglement magnitude and the equivalence classes properties, of three families of states linked to the Greenberger–Horne–Zeilinger states, the Briegel Raussendorf states and the W states. As an example of application for the case of a system with continuous variables, we have considered a system of two coupled Glauber coherent states.

我们证明,量子态流形具有丰富的非微观几何结构。我们推导出多量子比特量子系统投影希尔伯特空间的富比尼-研究度量,赋予其黎曼度量结构,并研究其与该空间状态纠缠的深层联系。我们采用物理评论 A 101, 042129 (2020) 中初步提出的纠缠距离 E 作为衡量标准。我们的分析表明,纠缠具有几何解释:E(∣ψ〉是∣ψ〉与其共轭态(即νμ - σμ∣ψ〉,其中νμ是单位向量,μ则取决于各方的数量)之间距离平方和的最小值。在所提出的几何方法中,我们推导出了一种通用方法,用于确定在局部单元算子的作用下,什么时候两个状态不是同一个状态。此外,我们还证明了纠缠距离及其对混合状态的凸顶扩展满足纠缠度量所需的三个条件,即:i) E(∣ψ〉) = 0 iff ∣ψ〉 is fully separable; ii) E is invariant under local unitary transformations; iii) E does not increase under local operation and classical communications。对于后一个性质,我们提供了两种不同的证明。我们还证明,在两个量子比特纯态的情况下,态∣ψ〉的纠缠距离与该态并发度平方的两倍重合。我们提出了将纠缠距离推广到连续变量系统的方法。最后,我们将提出的几何方法应用于研究与格林伯格-霍恩-蔡林格态、布里格尔-劳森多夫态和 W 态相联系的三个态族的纠缠大小和等价类特性。作为连续变量系统的应用实例,我们考虑了两个耦合格劳伯相干态系统。
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引用次数: 0
Lecture notes on quantum entanglement: From stabilizer states to stabilizer channels 量子纠缠讲座笔记:从稳定器状态到稳定器通道
IF 6.5 2区 物理与天体物理 Q1 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-04-16 DOI: 10.1007/s11467-024-1397-4
Amir R. Arab

We study mathematical, physical and computational aspects of the stabilizer formalism arising in quantum information and quantum computation. The measurement process of Pauli observables with its algorithm is given. It is shown that to detect genuine entanglement we need a full set of stabilizer generators and the stabilizer witness is coarser than the GHZ (Greenberger–Horne–Zeilinger) witness. We discuss stabilizer codes and construct a stabilizer code from a given linear code. We also discuss quantum error correction, error recovery criteria and syndrome extraction. The symplectic structure of the stabilizer formalism is established and it is shown that any stabilizer code is unitarily equivalent to a trivial code. The structure of graph codes as stabilizer codes is identified by obtaining the respective stabilizer generators. The distance of embeddable stabilizer codes in lattices is obtained. We discuss the Knill–Gottesman theorem, tableau representation and frame representation. The runtime of simulating stabilizer gates is obtained by applying stabilizer matrices. Furthermore, an algorithm for updating global phases is given. Resolution of quantum channels into stabilizer channels is shown. We discuss capacity achieving codes to obtain the capacity of the quantum erasure channel. Finally, we discuss the shadow tomography problem and an algorithm for constructing classical shadow is given.

我们研究量子信息和量子计算中出现的稳定器形式主义的数学、物理和计算方面。我们给出了保利观测子的测量过程及其算法。研究表明,要检测真正的纠缠,我们需要一整套稳定器发生器,而且稳定器见证比 GHZ(格林伯格-霍恩-蔡林格)见证更粗糙。我们讨论了稳定器代码,并从给定的线性代码构建了稳定器代码。我们还讨论了量子纠错、错误恢复标准和综合征提取。我们建立了稳定器形式主义的交映体结构,并证明了任何稳定器代码都与三维代码具有单位等价性。通过获得各自的稳定器生成器,确定了作为稳定器码的图码结构。我们还得到了可嵌入稳定器码在网格中的距离。我们讨论了 Knill-Gottesman 定理、表图表示法和框架表示法。通过应用稳定器矩阵,我们得到了模拟稳定器门的运行时间。此外,我们还给出了更新全局相位的算法。我们还展示了将量子信道解析为稳定器信道的方法。我们讨论了获得量子消除信道容量的容量实现代码。最后,我们讨论了阴影层析问题,并给出了构建经典阴影的算法。
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引用次数: 0
Optimizing hydrogen evolution reaction: Computational screening of single metal atom impurities in 2D MXene Nb4C3O2 优化氢进化反应:二维 MXene Nb4C3O2 中单金属原子杂质的计算筛选
IF 6.5 2区 物理与天体物理 Q1 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-04-16 DOI: 10.1007/s11467-024-1392-9
Željko Šljivančanin

MXenes, a novel class of 2D transition metal carbides and nitrides, have recently emerged as a promising candidate in the quest for efficient catalysts for the hydrogen evolution reaction. To enhance the performance of 2D MXenes with modest or poor catalytic efficiency, a particularly prosperous strategy involves doping with transition and noble metal atoms. Taking the Nb4C3O2 monolayer as a model, we explore substitutional metallic impurities, which serve as single-atom catalysts embedded within the Nb4C3O2 surface. Our findings demonstrate the ability to finely tune the atomic H binding energy within a 0.6 eV range, showing the potential for precise control in catalytic applications. Across different transition and noble metals, the single atoms integrated into Nb4C3O2 effectively adjust the free energy of H adsorption at nearby O atoms, achieving values comparable to or superior to Pt catalysts. A comprehensive examination of the electronic properties around the impurities reveals a correlation between changes in local reactivity and charge transfer to neighboring O atoms, where H atoms bind.

二维过渡金属碳化物和氮化物(MXenes)是一类新型的二维过渡金属碳化物和氮化物,近来已成为氢气进化反应高效催化剂研究领域中一种前景广阔的候选物质。为了提高催化效率一般或较差的二维 MXenes 的性能,一种特别有效的策略是掺杂过渡金属和贵金属原子。我们以 Nb4C3O2 单层为模型,探索了嵌入 Nb4C3O2 表面的单原子催化剂--置换金属杂质。我们的研究结果表明,可以在 0.6 eV 的范围内微调原子 H 结合能,这显示了在催化应用中进行精确控制的潜力。在不同的过渡金属和贵金属中,整合到 Nb4C3O2 中的单原子有效地调整了附近 O 原子吸附 H 的自由能,达到了与铂催化剂相当或更高的值。对杂质周围电子特性的全面研究揭示了局部反应性变化与电荷转移到邻近 O 原子(H 原子与之结合)之间的相关性。
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引用次数: 0
Deep learning in two-dimensional materials: Characterization, prediction, and design 二维材料中的深度学习:表征、预测和设计
IF 6.5 2区 物理与天体物理 Q1 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-04-16 DOI: 10.1007/s11467-024-1394-7
Xinqin Meng, Chengbing Qin, Xilong Liang, Guofeng Zhang, Ruiyun Chen, Jianyong Hu, Zhichun Yang, Jianzhong Huo, Liantuan Xiao, Suotang Jia

Since the isolation of graphene, two-dimensional (2D) materials have attracted increasing interest because of their excellent chemical and physical properties, as well as promising applications. Nonetheless, particular challenges persist in their further development, particularly in the effective identification of diverse 2D materials, the domains of large-scale and high-precision characterization, also intelligent function prediction and design. These issues are mainly solved by computational techniques, such as density function theory and molecular dynamic simulation, which require powerful computational resources and high time consumption. The booming deep learning methods in recent years offer innovative insights and tools to address these challenges. This review comprehensively outlines the current progress of deep learning within the realm of 2D materials. Firstly, we will briefly introduce the basic concepts of deep learning and commonly used architectures, including convolutional neural and generative adversarial networks, as well as U-net models. Then, the characterization of 2D materials by deep learning methods will be discussed, including defects and materials identification, as well as automatic thickness characterization. Thirdly, the research progress for predicting the unique properties of 2D materials, involving electronic, mechanical, and thermodynamic features, will be evaluated succinctly. Lately, the current works on the inverse design of functional 2D materials will be presented. At last, we will look forward to the application prospects and opportunities of deep learning in other aspects of 2D materials. This review may offer some guidance to boost the understanding and employing novel 2D materials.

自从分离出石墨烯以来,二维(2D)材料因其优异的化学和物理性质以及广阔的应用前景,吸引了越来越多的关注。然而,二维材料的进一步发展仍然面临着特殊的挑战,特别是在有效识别各种二维材料、大规模和高精度表征领域以及智能功能预测和设计方面。这些问题主要通过计算技术来解决,如密度函数理论和分子动态模拟,这需要强大的计算资源和高时间消耗。近年来蓬勃发展的深度学习方法为解决这些难题提供了创新的见解和工具。本综述全面概述了深度学习在二维材料领域的最新进展。首先,我们将简要介绍深度学习的基本概念和常用架构,包括卷积神经网络、生成对抗网络以及 U-net 模型。然后,讨论深度学习方法对二维材料的表征,包括缺陷和材料识别,以及自动厚度表征。第三,将简要评估预测二维材料独特性能的研究进展,包括电子、机械和热力学特征。最近,我们还将介绍目前在二维功能材料逆向设计方面所做的工作。最后,我们将展望深度学习在二维材料其他方面的应用前景和机遇。这篇综述或许能为人们理解和应用新型二维材料提供一些指导。
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引用次数: 0
Hardware-efficient quantum principal component analysis for medical image recognition 用于医学图像识别的硬件高效量子主成分分析
IF 6.5 2区 物理与天体物理 Q1 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-04-08 DOI: 10.1007/s11467-024-1391-x
Zidong Lin, Hongfeng Liu, Kai Tang, Yidai Liu, Liangyu Che, Xinyue Long, Xiangyu Wang, Yu-ang Fan, Keyi Huang, Xiaodong Yang, Tao Xin, Xinfang Nie, Dawei Lu

Principal component analysis (PCA) is a widely used tool in machine learning algorithms, but it can be computationally expensive. In 2014, Lloyd, Mohseni & Rebentrost proposed a quantum PCA (qPCA) algorithm [Nat. Phys. 10, 631 (2014)] that has not yet been experimentally demonstrated due to challenges in preparing multiple quantum state copies and implementing quantum phase estimations. In this study, we presented a hardware-efficient approach for qPCA, utilizing an iterative approach that effectively resets the relevant qubits in a nuclear magnetic resonance (NMR) quantum processor. Additionally, we introduced a quantum scattering circuit that efficiently determines the eigenvalues and eigenvectors (principal components). As an important application of PCA, we focused on classifying thoracic CT images from COVID-19 patients and achieved high accuracy in image classification using the qPCA circuit implemented on the NMR system. Our experiment highlights the potential of near-term quantum devices to accelerate qPCA, opening up new avenues for practical applications of quantum machine learning algorithms.

主成分分析(PCA)是机器学习算法中广泛使用的一种工具,但它的计算成本很高。2014 年,Lloyd、Mohseni & Rebentrost 提出了一种量子 PCA(qPCA)算法 [Nat. Phys. 10, 631 (2014)],由于在准备多个量子态副本和实现量子相位估计方面存在挑战,该算法尚未得到实验验证。在本研究中,我们为 qPCA 提出了一种硬件高效方法,利用一种迭代方法有效重置核磁共振(NMR)量子处理器中的相关量子比特。此外,我们还引入了量子散射电路,可有效确定特征值和特征向量(主成分)。作为 PCA 的一项重要应用,我们重点对 COVID-19 患者的胸部 CT 图像进行了分类,并利用在 NMR 系统上实施的 qPCA 电路实现了较高的图像分类准确率。我们的实验凸显了近期量子设备加速 qPCA 的潜力,为量子机器学习算法的实际应用开辟了新途径。
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引用次数: 0
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Frontiers of Physics
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