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Min-Entropy Estimation for Continuous-Variable Quantum Random Number Generators via Deep Neural Networks 基于深度神经网络的连续变量子随机数生成器的最小熵估计
IF 4.3 Q1 OPTICS Pub Date : 2025-10-08 DOI: 10.1002/qute.202500072
Jian Cao, Weiqi Liu, Minghui Zhang, Lin Wang, Jinye Peng

The entropy source of a quantum random number generator (QRNG) is theoretically unpredictable, but in practice, imperfections in local oscillators and measuring devices introduce classical noise that inevitably contaminates the unpredictability of the quantum entropy source. This makes it a challenge for traditional methods to accurately estimate the min-entropy of QRNG, which in turn poses potential threats to the practical security of such systems. To address this issue, a novel min-entropy predictor based on deep neural networks is proposed to solve the min-entropy estimation problem for continuous-variable QRNG (CV-QRNG). First, the process of random number generation is systematically analyzed in CV-QRNG and the deviation between theoretical and practical randomness is discussed. Next, deep neural networks are used to construct a comprehensive min-entropy estimation strategy. Finally, extensive entropy estimation tests are conducted on various types of real-world quantum random number data. Experimental results show that the proposed predictor provides higher accuracy and reliability in min-entropy estimation for CV-QRNG, while also improving execution efficiency. In conclusion, the proposed predictor offers a simple and effective method for min-entropy estimation in CV-QRNG.

量子随机数发生器(QRNG)的熵源在理论上是不可预测的,但在实践中,局部振荡器和测量设备的缺陷引入了经典噪声,不可避免地污染了量子熵源的不可预测性。这使得传统方法难以准确估计QRNG的最小熵,从而对系统的实际安全性构成潜在威胁。针对这一问题,提出了一种基于深度神经网络的最小熵预测器来解决连续变量QRNG (CV-QRNG)的最小熵估计问题。首先,系统分析了CV-QRNG中随机数的生成过程,讨论了理论随机性与实际随机性之间的偏差。其次,利用深度神经网络构建综合的最小熵估计策略。最后,对现实世界中各种类型的量子随机数数据进行了广泛的熵估计测试。实验结果表明,该预测器在提高CV-QRNG最小熵估计精度和可靠性的同时,也提高了执行效率。综上所述,该预测器为CV-QRNG的最小熵估计提供了一种简单有效的方法。
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引用次数: 0
A Novel Quantum Multi-Party Private Set Intersection Protocol Based on Phase Encoding Without Third Party 一种基于相位编码的无第三方量子多方私有集交叉协议
IF 4.3 Q1 OPTICS Pub Date : 2025-10-08 DOI: 10.1002/qute.202500614
Huixin Sun, Xinyue Mao, Xue Zhang, Kejia Zhang, Tingting Song

The Quantum Private Set Intersection (QPSI) protocol, combining quantum technology, enables efficient extraction of the public elements of private sets while preserving the privacy of all parties. As known, existing solutions are mostly designed for two-party scenarios or typically rely on an honest or semi-honest third party to perform the private set intersection. In fact, establishing such third party may bring risks of single-point failures in real scenarios. To address these issues, a Quantum Multi-Party Private Set Intersection (QMPSI) protocol without third party is proposed for the first time. In this protocol, the quantum state phase encoding is applied to compute the intersection of participants' private set. According to this analysis, it can be seen that the presented protocol conducts a comprehensive correctness and security analysis, and simulates the core processes using IBM Qiskit to verify its feasibility. The proposed approach successfully solves the private set intersection problem while serving as a fundamental module for solving other multi-party collaborative computation scenarios.

量子私有集交集(QPSI)协议结合了量子技术,能够有效地提取私有集的公共元素,同时保护各方的隐私。众所周知,现有的解决方案大多是为两方场景设计的,或者通常依赖于诚实或半诚实的第三方来执行私有集交集。事实上,建立这样的第三方在实际场景中可能会带来单点故障的风险。为了解决这些问题,首次提出了一种无第三方的量子多方私有集交叉(QMPSI)协议。在该协议中,采用量子态相位编码来计算参与者私有集的交集。通过分析可以看出,本文协议进行了全面的正确性和安全性分析,并使用IBM Qiskit对核心流程进行了仿真,验证了其可行性。该方法成功地解决了私有集交叉问题,同时为解决其他多方协同计算场景提供了基础模块。
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引用次数: 0
Multi-Channel Convolutional Neural Quantum Embedding 多通道卷积神经量子嵌入
IF 4.3 Q1 OPTICS Pub Date : 2025-10-07 DOI: 10.1002/qute.202500575
Yujin Kim, Changjae Im, Taehyun Kim, Tak Hur, Daniel K. Park

Classification using variational quantum circuits is a promising frontier in quantum machine learning. Quantum supervised learning (QSL) applied to classical data using variational quantum circuits involves embedding the data into a quantum Hilbert space and optimizing the circuit parameters to train the measurement process. In this context, the efficacy of QSL is inherently influenced by the selection of quantum embedding. In this study, a classical-quantum hybrid approach is introduced for optimizing quantum embedding beyond the limitations of the standard circuit model of quantum computation (i.e., completely positive and trace-preserving maps) for general multi-channel data. The performance of various models is benchmarked in this framework using the CIFAR-10 and Tiny ImageNet datasets and provide theoretical analyses that guide model design and optimization.

利用变分量子电路进行分类是量子机器学习中一个很有前途的前沿研究方向。量子监督学习(QSL)应用于使用变分量子电路的经典数据,包括将数据嵌入量子希尔伯特空间并优化电路参数来训练测量过程。在这种情况下,量子嵌入的选择本质上影响着量子语义语义的有效性。在本研究中,引入了一种经典-量子混合方法来优化量子嵌入,超越了量子计算的标准电路模型(即完全正的和保留痕迹的映射)对一般多通道数据的限制。使用CIFAR-10和Tiny ImageNet数据集在该框架中对各种模型的性能进行基准测试,并提供指导模型设计和优化的理论分析。
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引用次数: 0
Additive Manufacturing for Advanced Quantum Technologies 先进量子技术的增材制造
IF 4.3 Q1 OPTICS Pub Date : 2025-10-06 DOI: 10.1002/qute.202500186
F. Wang, N. Cooper, D. Johnson, B. Hopton, A. Murray, R. McMullen, T. M. Fromhold, R. Hague, L. Turyanska, L. Hackermüller

The development of quantum technology has opened up exciting opportunities to revolutionize computing and communication, timing and navigation systems, enable noninvasive imaging of the human body, and probe fundamental physics with unprecedented precision. Alongside these advancements has come an increase in experimental complexity and a correspondingly greater dependence on compact, efficient and reliable hardware. The drive to move quantum technologies from laboratory prototypes to portable, real-world instruments has incentivized miniaturization of experimental systems relating to a strong demand for smaller, more robust, and less power-hungry quantum hardware and for increasingly specialized and intricate components. Additive manufacturing, already heralded as game-changing for many manufacturing sectors, is especially well-suited to this task owing to the comparatively large amount of design freedom it enables and its ability to produce intricate 3D forms and specialized components. Herein we review work conducted to date on the application of additive manufacturing to quantum technologies, discuss the current state of the art in additive manufacturing in optics, optomechanics, magnetic components and vacuum equipment, and consider pathways for future advancement. We also give an overview of the research and application areas most likely to be impacted by the deployment of additive manufacturing techniques within the quantum technology sector.

量子技术的发展为彻底改变计算和通信、定时和导航系统、实现人体非侵入性成像以及以前所未有的精度探索基础物理提供了令人兴奋的机会。伴随着这些进步而来的是实验复杂性的增加,以及对紧凑、高效和可靠的硬件的相应依赖。将量子技术从实验室原型转移到便携式、现实世界的仪器的驱动,刺激了实验系统的小型化,这与对更小、更强大、更节能的量子硬件以及越来越专业和复杂的组件的强烈需求有关。增材制造已经被许多制造业视为改变游戏规则的工具,它特别适合这项任务,因为它具有相对较大的设计自由度,并且能够生产复杂的3D形状和专用组件。在此,我们回顾了迄今为止在增材制造在量子技术中的应用方面所做的工作,讨论了光学、光力学、磁性元件和真空设备中增材制造的现状,并考虑了未来发展的途径。我们还概述了最有可能受到量子技术领域内增材制造技术部署影响的研究和应用领域。
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引用次数: 0
The High-Dimensional Quantum Toffoli Gate on Quantum Dot Spin 量子点自旋的高维量子Toffoli门
IF 4.3 Q1 OPTICS Pub Date : 2025-10-06 DOI: 10.1002/qute.202500534
Si-Ge Chen, Xiao-Ming Xiu, Zi-Lin Zhao, Xin-Yi Zhang, Ming Cong, Shi-Yi Li, Fei-Yu Su, Li Dong

The high-dimensional Toffoli gate functions in a broader Hilbert space, which empowers it to convey and handle greater amounts of information through parallel quantum pathways. In this study, a scheme of 3-qudit 4×4×4${4 times 4 times 4}$-D Toffoli gate in the QD cavity-coupling system with high fidelity is proposed. By modulating Purcell factor, the balanced condition r0=r${{r_0} = - r}$ is obtained so that the error induced by whether there is interaction between the QDs and cavities or not can be neglected. The scheme features a module circuit design, which not only ensures higher construction feasibility but also helps save resources. Meanwhile, it possesses technical scalability, enabling effective promotion to the application scenarios of n-qudit systems, which reduces the steps required to manipulate quantum states and makes it simpler to construct quantum computing circuits.

高维Toffoli门在更广阔的希尔伯特空间中起作用,这使它能够通过并行量子路径传递和处理更多的信息。本文提出了一种高保真QD空腔耦合系统中的3-qudit 4 × 4 × 4 ${4 × 4 × 4}$ -D Toffoli栅极方案。通过调制Purcell因子,得到平衡条件r 0 =−r ${{r_0} = - r}$,可以忽略量子点与空腔之间是否存在相互作用所引起的误差。本方案采用模块电路设计,既保证了较高的施工可行性,又有利于节约资源。同时,具有技术可扩展性,可有效推广到n-qudit系统的应用场景,减少了量子态的操作步骤,简化了量子计算电路的构建。
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引用次数: 0
Test and Characterization of Multilayer Ion Traps on Fused Silica 熔融二氧化硅多层离子阱的测试与表征
IF 4.3 Q1 OPTICS Pub Date : 2025-10-06 DOI: 10.1002/qute.202500412
Matthias Dietl, Marco Valentini, Fabian Anmasser, Alexander Zesar, Silke Auchter, Martin van Mourik, Thomas Monz, Rainer Blatt, Clemens Rössler, Philipp Schindler

Ion traps are a promising architecture to host a future quantum computer. Several challenges, such as signal-routing, power dissipation, and fabrication quality, need to be overcome to scale ion trap devices to hundreds of ions. Currently, ion traps are often fabricated on silicon substrates which result in high power dissipation. Substrates that lead to lower power dissipation are preferred. In this work, a multi-metal layer ion trap is presented on a fused silica substrate that is fabricated and tested in an industrial facility. Its design and material-stack are tailored to minimize power dissipation. Furthermore, the integrated temperature sensors are characterized and functionality down to 10 K is verified. Moreover, an automated wafer test is demonstrated to validate each trap chip prior to its integration into experimental setups. Subsequently, electric field noise and electric stray fields are characterized using a single trapped-ion as a probe, showing an improvement in trap performance over similar trap designs realized on silicon substrates.

离子阱是承载未来量子计算机的一种很有前途的架构。要将离子阱器件扩展到数百个离子,需要克服信号路由、功耗和制造质量等几个挑战。目前,离子阱通常是在硅衬底上制造的,这导致了高功耗。功耗较低的基板是首选。在这项工作中,在熔融二氧化硅衬底上提出了一种多金属层离子阱,该离子阱在工业设施中制造和测试。它的设计和材料堆栈是量身定制的,以尽量减少功耗。此外,对集成温度传感器进行了表征,并验证了其功能低至10 K。此外,在集成到实验装置之前,演示了自动化晶圆测试来验证每个陷阱芯片。随后,电场噪声和电杂散场被表征使用一个单一的捕获离子作为探针,显示出在硅衬底实现的类似陷阱设计的改进陷阱性能。
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引用次数: 0
Two-Parameter Estimation Via Photon Subtraction Operation Within a Feedback-Assisted Interferometer 反馈辅助干涉仪中光子减法的双参数估计
IF 4.3 Q1 OPTICS Pub Date : 2025-10-06 DOI: 10.1002/qute.202500489
Qingqian Kang, Zekun Zhao, Qisi Zhou, Teng Zhao, Cunjin Liu, Xin Su, Liyun Hu, Sanqiu Liu

In this paper, the effect of multi-photon subtraction operations in a feedback-assisted interferometer can enhance measurement precision for single-parameter and two-parameter estimation is analyzed under both ideal and photon-loss conditions. The effects of the feedback strength R$R$, the optical parametric amplifier's gain g$g$, the coherent state amplitude α$alpha$, and the order of multi-photon subtraction on system performance are examined. It is demonstrated that an optimal feedback strength Ropt$R_{opt}$ exists in both conditions. Selecting a suitable R$R$ can significantly boost the system's robustness to photon loss, and markedly improve measurement precision. And the photon subtraction operations within a feedback-assisted interferometer can further enhance measurement precision effectively. Additionally, it is found that increasing intramode correlations while decreasing intermode correlations can improve estimation accuracy. This work investigates a new method through the synergistic integration of feedback topology and non-Gaussian operations into a multiparameter estimation system, along with their systematic study under both ideal and loss conditions. The findings may contribute to improving quantum-enhanced measurements and hold promise for high-precision quantum sensing research.

本文分析了在理想和光子损耗条件下,反馈辅助干涉仪中多光子减法操作对提高单参数和双参数估计精度的影响。研究了反馈强度R$ R$、光参量放大器增益g$ g$、相干态幅值α $ α $和多光子减法阶数对系统性能的影响。证明了在这两种情况下存在最优反馈强度R opt $R_{opt}$。选择合适的R$ R$可以显著提高系统对光子损耗的鲁棒性,并显著提高测量精度。在反馈辅助干涉仪内进行光子减法操作,可以进一步有效地提高测量精度。此外,增加模内相关而减少模间相关可以提高估计精度。本文研究了一种将反馈拓扑和非高斯运算协同集成到多参数估计系统中的新方法,并在理想条件和损失条件下对其进行了系统研究。这一发现可能有助于改进量子增强测量,并为高精度量子传感研究带来希望。
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引用次数: 0
Leveraging Quantum Annealing for Layout Optimization 利用量子退火进行布局优化
IF 4.3 Q1 OPTICS Pub Date : 2025-09-29 DOI: 10.1002/qute.202500358
Luca Nigro, Simone Sala, Alfonso Amendola, Enrico Prati

Layout optimization problems involve finding the optimal arrangement of elements in order to maximize efficiency. For instance, the wind farm layout optimization (WFLO) problem consists of the best turbine placement to maximize energy production while minimizing wake losses. As its nonlinear and combinatorial nature makes it challenging for traditional optimization methods, alternative approaches such as quantum annealing and quantum-classical hybrid methods offer a promising alternative for tackling such complex problems. Here, WFLO is formulated as a Quadratic Unconstrained Binary Optimization (QUBO) problem using the Jensen wake model. A quantum annealer is compared, the Gurobi solver, and the Quantum Approximate Optimization Algorithm (QAOA). The quantum annealer provides solutions one order of magnitude faster than Gurobi with at most 3% lower power output, making it suitable for rapid suboptimal approximations. These findings highlight the trade-off between the quality of the solution and the computational time and demonstrate how quantum methods, especially when combined with classical solvers, can contribute to efficient renewable energy optimization.

布局优化问题涉及到寻找元素的最优排列以实现效率最大化。例如,风电场布局优化(WFLO)问题包括最佳的涡轮机布局,以最大限度地提高能源产量,同时最小化尾流损失。由于其非线性和组合性使得传统的优化方法面临挑战,量子退火和量子经典混合方法等替代方法为解决此类复杂问题提供了有希望的替代方法。在这里,WFLO被表述为使用Jensen尾流模型的二次无约束二元优化(QUBO)问题。比较了量子退火炉、古罗比求解器和量子近似优化算法(QAOA)。量子退火器提供的解决方案比Gurobi快一个数量级,功率输出最多降低3%,使其适合快速次优近似。这些发现强调了解决方案的质量和计算时间之间的权衡,并展示了量子方法,特别是与经典求解器结合使用时,如何有助于有效的可再生能源优化。
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引用次数: 0
Quantum Interference-Enhanced Ground State Cooling in Dual-Cavity Optomechanical System 双腔光机械系统中量子干涉增强基态冷却
IF 4.3 Q1 OPTICS Pub Date : 2025-09-27 DOI: 10.1002/qute.202500601
Liang Wang, Kai-Xin Hu, Si-Yu Guan, Tie Wang, Shou Zhang, Hong-Fu Wang

A scheme is proposed to achieve ground state cooling in a dual-cavity optomechanical system. By solving the optimal coupling conditions in both red-detuned and blue-detuned regimes, it is demonstrated that ground state cooling is achievable over a wide range of parameters. The quantum interference effect induced by the cavity-cavity coupling plays a crucial role in suppressing the heating process and enhancing the cooling process, enabling ground state cooling of the mechanical resonator even in the blue-detuned regime. Furthermore, the SSH model is studied with next-nearest-neighbor (NNN) coupling and it is found that the NNN coupling not only induces the edge state but also enables ground state cooling of the mechanical resonator. The scheme provides new insights into the connection between optomechanical systems and topological models, paving the way for further exploration of their synergistic effects.

提出了一种在双腔光机械系统中实现基态冷却的方案。通过求解红失谐和蓝失谐状态下的最优耦合条件,证明了基态冷却可以在很大的参数范围内实现。由腔腔耦合引起的量子干涉效应在抑制加热过程和增强冷却过程中起着至关重要的作用,即使在蓝失谐状态下也能实现机械谐振器的基态冷却。在此基础上,利用次近邻(NNN)耦合研究了SSH模型,发现NNN耦合不仅可以诱导边缘状态,还可以使机械谐振器的基态冷却。该方案为光力学系统和拓扑模型之间的联系提供了新的见解,为进一步探索它们的协同效应铺平了道路。
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引用次数: 0
Universal Entanglement Protection for Quantum Teleportation Over Amplitude Damping Channels With Various Entangled States 具有不同纠缠态的振幅阻尼信道上量子隐形传态的通用纠缠保护
IF 4.3 Q1 OPTICS Pub Date : 2025-09-27 DOI: 10.1002/qute.202500382
Sajede Harraz, Shuang Cong

Achieving high-fidelity quantum teleportation requires the distribution of maximally entangled states through noiseless channels, a condition rarely met in practical implementations. In realistic environments, decoherence processes, such as amplitude damping, severely degrade entanglement quality. In this study, a universal strategy is proposed for protecting entanglement against amplitude damping noise by introducing escort qubits—ancillary qubits specifically designed to assist in the distribution process. This method involves CNOT operations and measurement of the escort qubits. Modeling the amplitude damping channel with a Lindblad master equation, it is showed analytically that the method achieves unit fidelity under ideal operations, independent of the damping rate, with a certain success probability. This method is applied to teleportation with Bell and W states, and compare its performance with weak measurement and environment-assisted measurement protocols. This approach offers superior fidelity, experimental feasibility, and independence from noise parameters, as confirmed through simulation and Qiskit implementation.

实现高保真量子隐形传态需要通过无噪声信道分配最大纠缠态,这在实际实现中很少遇到。在现实环境中,退相干过程,如振幅阻尼,会严重降低纠缠质量。在本研究中,提出了一种通用策略,通过引入陪护量子比特(专门设计用于协助分配过程的辅助量子比特)来保护纠缠免受振幅阻尼噪声的影响。该方法包括CNOT操作和伴游量子比特的测量。利用Lindblad主方程对幅值阻尼通道进行建模,分析表明,该方法在理想工况下可实现单位保真度,且与阻尼率无关,具有一定的成功概率。将该方法应用于贝尔态和W态的隐形传态,并与弱测量和环境辅助测量协议进行了性能比较。通过仿真和Qiskit实现证实,该方法具有优异的保真度、实验可行性和不受噪声参数影响。
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引用次数: 0
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Advanced quantum technologies
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