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Quantum Detection Over Quantum Channels With Uncertainty 具有不确定性的量子信道上的量子探测
IF 4.6 Pub Date : 2025-10-24 DOI: 10.1109/TQE.2025.3625774
Jeremy Johnston;Xiaodong Wang
In quantum state discrimination, the design of measurement operators and probe states is typically formulated under the assumption that the set of possible states is perfectly known, but this may yield designs that are sensitive to deviations in the realized set of states. For example, the channel through which a transmitted state is sent may not be deterministic, but instead may be characterized by a classical distribution over quantum channels. In this article, we consider the design of measurement schemes and probe states for quantum detection over an uncertain quantum channel. We present stochastic-gradient-based algorithms to maximize the expected performance over the channel distribution under two design scenarios: joint design and two-stage design. We consider various design objectives, including detection probability and mutual information, with the latter leading to a hybrid scheme consisting of a von Neumann measurement and a classical hypothesis test. Furthermore, we introduce a channel discrimination scheme that leverages the isometric extension of a quantum channel, which increases channel distinguishability while simultaneously reducing the effective dimensionality and optimization complexity. In addition, we apply amortized optimization techniques to train a recurrent neural network in order to improve the convergence speed of the proposed algorithms. Finally, we apply the proposed algorithms to multicopy channel discrimination as well as to a novel joint channel–state discrimination scenario.
在量子态判别中,测量算子和探测态的设计通常是在假设可能状态集完全已知的情况下制定的,但这可能会产生对已实现状态集偏差敏感的设计。例如,发送传输状态所通过的信道可以不是确定的,而是可以以量子信道上的经典分布为特征。在本文中,我们考虑了不确定量子信道上量子探测的测量方案和探测状态的设计。在联合设计和两阶段设计两种设计方案下,我们提出了基于随机梯度的算法来最大化通道分布的预期性能。我们考虑了各种设计目标,包括检测概率和互信息,后者导致了一个由冯·诺伊曼测量和经典假设检验组成的混合方案。此外,我们还引入了一种利用量子信道等距扩展的信道识别方案,该方案在提高信道可分辨性的同时降低了有效维数和优化复杂性。此外,为了提高算法的收敛速度,我们应用了平摊优化技术来训练递归神经网络。最后,我们将提出的算法应用于多拷贝信道判别以及一种新的联合信道状态判别场景。
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引用次数: 0
Binary Tree Block Encoding of Classical Matrix 经典矩阵的二叉树块编码
IF 4.6 Pub Date : 2025-10-23 DOI: 10.1109/TQE.2025.3624699
Zexian Li;Xiao-Ming Zhang;Chunlin Yang;Guofeng Zhang
State preparation and block encoding are essential subroutines in quantum computing. The former provides basic encoding of quantum states, while the latter transforms classical data into a matrix representation within a quantum circuit. Some quantum advantages are built on the assumption that the block-encoding subroutine has been compiled in the quantum circuit, and this derives a problem of how to efficiently compile a block encoding. The resource tradeoffs of block encoding, such as circuit size, subnormalization factor, compilation complexity (both time and space), and robustness against errors, are central to its efficiency. In this work, the binary tree block-encoding (BITBLE) protocol is introduced, which optimizes these tradeoffs. For a classical matrix in $mathbb {C}^{2^{n}times 2^{n}}$, our approach reduces the compilation time to $mathcal {O}(n2^{2n})$ using $n$ ancilla qubits, achieving superior resource tradeoffs compared to existing methods. Numerical experiments further reveal that the approach outlined in BITBLE enhances compilation efficiency, resource scalability, and robustness against single-qubit gate errors in various standard data encoding tasks. Moreover, all algorithms are available as open source.
状态准备和分组编码是量子计算中必不可少的子程序。前者提供量子态的基本编码,而后者将经典数据转换为量子电路中的矩阵表示。一些量子优势建立在块编码子程序已经在量子电路中编译的假设之上,这就产生了如何有效地编译块编码的问题。块编码的资源权衡,如电路大小、次标准化因素、编译复杂性(时间和空间)以及对错误的鲁棒性,是其效率的核心。在这项工作中,引入了二叉树块编码(BITBLE)协议,该协议优化了这些权衡。对于$mathbb {C}^{2^{n}乘以2^{n}}$的经典矩阵,我们的方法使用$n$辅助量子位将编译时间减少到$mathcal {O}(n2^{2n})$,与现有方法相比,实现了更好的资源权衡。数值实验进一步表明,BITBLE中概述的方法提高了编译效率、资源可扩展性以及在各种标准数据编码任务中对单量子比特门错误的鲁棒性。此外,所有算法都是开源的。
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引用次数: 0
Modeling and Evaluating Superconducting Ferroelectric SQUID Circuits 超导铁电SQUID电路的建模与评估
IF 4.6 Pub Date : 2025-10-09 DOI: 10.1109/TQE.2025.3619944
Shivendra Singh Parihar;Florian Klemme;Shamiul Alam;Ahmedullah Aziz;Yogesh Singh Chauhan;Hussam Amrouch
Ferroelectric superconducting quantum interference device (Fe-SQUID) has recently emerged as a viable option to realize superconducting computing due to its voltage-controlled switching, which is essential to build large-scale digital circuits. This is the first work to model Fe-SQUID-based logic circuits and develop standard cell libraries compatible with existing electronic design automation (EDA) tool flows. We provide a comprehensive evaluation of the power consumption and performance of a wide range of Fe-SQUID-based arithmetic circuits, benchmarking them against the state-of-the-art 5 nm fin field-effect transistor (FinFET)-based circuits. Our 5 nm FinFET transistor model is validated against industrial measurements. The validation is conducted not only at room temperature but also at extremely low temperatures, down to 10 K, for fair comparisons against Fe-SQUID superconducting circuits. Our findings revealed that contrary to CMOS-based circuits, circuits realized using Fe-SQUID dissipate significantly more power. This presents a substantial challenge within the constraints of limited cooling power budgets in state-of-the-art cryostats.
铁电超导量子干涉器件(Fe-SQUID)由于其压控开关特性而成为实现超导计算的可行选择,这对于构建大规模数字电路至关重要。这是第一次对基于fe - squid的逻辑电路进行建模,并开发与现有电子设计自动化(EDA)工具流兼容的标准单元库。我们对各种基于fe - squid的算术电路的功耗和性能进行了全面评估,并将其与最先进的5nm鳍场效应晶体管(FinFET)电路进行了基准测试。我们的5nm FinFET晶体管模型针对工业测量进行了验证。验证不仅在室温下进行,而且在极低的温度下进行,低至10 K,与Fe-SQUID超导电路进行公平比较。我们的研究结果表明,与基于cmos的电路相反,使用Fe-SQUID实现的电路功耗明显更高。这在最先进的低温恒温器有限的冷却功率预算的约束下提出了一个实质性的挑战。
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引用次数: 0
Network-Assisted Collective Operations for Efficient Distributed Quantum Computing 高效分布式量子计算的网络辅助集体运算
IF 4.6 Pub Date : 2025-10-08 DOI: 10.1109/TQE.2025.3619387
Iago Fernández Llovo;Guillermo Díaz-Camacho;Natalia Costas Lago;Andrés Gómez Tato
Distributed quantum computing relies on coordinated operations between remote quantum processing units (QPUs), yet most existing work either assumes full connectivity, unrealistic for large networks, or relies on entanglement swapping. To mitigate the overhead of communication, we propose a scheme for the distribution of collective quantum operations among remote QPUs by exploiting distributed fan-out operations to a central node in network architectures similar to those used for high-performance computing, which requires only preshared entanglement, local operations, and classical communication. We show that a general diagonal gate can be distributed among any number of nodes and provide the ebit cost bounds. For a single distributed multicontrolled gate, this amounts to a single additional Bell pair over the theoretically optimal calculation with all-to-all preshared entanglement, demonstrating better scalability when compared to current proposals based on entanglement swapping through a network. We provide a recipe for the lumped distribution of gates, such as arbitrarily sized Toffoli and multicontrolled Z and $R_{zz}(theta)$ gates. Finally, we provide an exact implementation of a distributed Grover's search algorithm using this protocol to partition the circuit, with Bell pair cost growing linearly with the number of Grover iterations and the number of partitions, and show how these techniques can be applied to other algorithms, such as quantum approximate optimization algorithm. Our results show that alternative approaches to entanglement swapping can provide major benefits in distributed quantum computing, pointing to promising avenues for future research.
分布式量子计算依赖于远程量子处理单元(qpu)之间的协调操作,但大多数现有工作要么假设完全连接(对于大型网络来说不现实),要么依赖于纠缠交换。为了减少通信开销,我们提出了一种方案,通过在类似于用于高性能计算的网络架构中利用分布式扇出操作到中心节点,在远程qpu之间分配集体量子操作,该方案只需要预共享纠缠、本地操作和经典通信。我们证明了一般的对角线门可以分布在任意数量的节点之间,并提供了息税前成本界限。对于单个分布式多控制门,这相当于在具有所有对所有预共享纠缠的理论最佳计算上增加一个额外的贝尔对,与当前基于网络纠缠交换的建议相比,显示出更好的可扩展性。我们提供了门的集总分布的配方,例如任意大小的Toffoli和多控制的Z和$R_{zz}(theta)$门。最后,我们提供了使用该协议对电路进行划分的分布式Grover搜索算法的精确实现,其中Bell对代价随Grover迭代次数和划分次数线性增长,并展示了如何将这些技术应用于其他算法,例如量子近似优化算法。我们的研究结果表明,纠缠交换的替代方法可以为分布式量子计算提供重大好处,为未来的研究指明了有希望的途径。
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引用次数: 0
Quantum Key Distribution Network and Quantum Secure Cloud Technologies for Genome Medicine Use Cases 基因组医学用例中的量子密钥分配网络和量子安全云技术
IF 4.6 Pub Date : 2025-09-17 DOI: 10.1109/TQE.2025.3611335
Yoshimichi Tanizawa;Akira Murakami;Ririka Takahashi;Kazuaki Doi;Mamiko Kujiraoka;Hideaki Sato;Muneaki Shimada;Nobuo Yaegashi;Shogo Shigeta;Yasunobu Okamura;Kengo Kinoshita;Fumiki Katsuoka;Inaho Danjoh;Fuji Nagami;Masayuki Yamamoto;Mikio Fujiwara
Quantum key distribution (QKD) is a technology for distributing cryptographic keys between two communication parties based on the quantum physics for the secure communication. A trusted node-based key relay technique is integrated with QKD to overcome the technical limitations of QKD and to enable key distribution between two arbitrary communication parties in the trusted node network, which we refer to as the QKD network. In addition, secret-sharing technology has been integrated with the QKD network to realize secure data storage and secure data communication, which we call a quantum secure cloud. This article presents the development and evaluation of the proof-of-concept (PoC) system for the QKD network and a quantum secure cloud, especially applied to the genome medicine domain. The PoC system was developed at Tohoku University and Toshiba sites to address the “cancer clinical sequencing” use case. We evaluated three practical scenarios with the PoC system: 1) real-time transmission of genome analysis data; 2) “expert panel,” an online video conference for medical experts’ discussion; and 3) distributed backup of genome analysis data. To support these scenarios, we developed three new functions: 1) a function for monitoring output data and pipeline processing of data encryption/decryption and transmission for secure large-scale data transfer; 2) a key management system function to achieve both large-scale data transmission and low-latency data communication; and 3) a function for preemptive key data reading and direct access to storage devices to enable high-speed data transmission and distributed data backup using a secret-sharing scheme. These scenarios and functions were evaluated and demonstrated using real or simulated genome data. The evaluation results reveal that QKD network and quantum secure cloud technologies can be applied to cancer clinical sequencing as a use case of the genome medicine domain.
量子密钥分发(QKD)是一种基于量子物理原理在通信双方之间分发加密密钥以实现安全通信的技术。将一种基于可信节点的密钥中继技术与QKD相结合,克服了QKD的技术局限性,实现了可信节点网络中任意通信双方之间的密钥分发,我们称之为QKD网络。此外,将秘密共享技术与QKD网络相结合,实现数据的安全存储和数据的安全通信,我们称之为量子安全云。本文介绍了QKD网络和量子安全云的概念验证(PoC)系统的开发和评估,特别是应用于基因组医学领域。PoC系统是在日本东北大学和东芝公司开发的,用于解决“癌症临床测序”用例。我们评估了PoC系统的三种实际场景:1)基因组分析数据的实时传输;2)“专家小组”,医学专家讨论的在线视频会议;3)基因组分析数据的分布式备份。为了支持这些场景,我们开发了三个新的功能:1)监控输出数据和数据加密/解密和传输的管道处理功能,用于安全的大规模数据传输;2)具有密钥管理系统功能,实现大规模数据传输和低延迟数据通信;3)先发制人读取关键数据并直接访问存储设备的功能,利用保密共享方案实现高速数据传输和分布式数据备份。使用真实或模拟的基因组数据对这些场景和功能进行了评估和演示。评估结果表明,QKD网络和量子安全云技术可以作为基因组医学领域的用例应用于癌症临床测序。
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引用次数: 0
End-to-End Workflow for Machine-Learning-Based Qubit Readout With QICK and hls4ml 基于机器学习的量子比特读出端到端工作流程与快速和hls4ml
IF 4.6 Pub Date : 2025-09-11 DOI: 10.1109/TQE.2025.3604712
Giuseppe Di Guglielmo;Botao Du;Javier Campos;Alexandra Boltasseva;Akash Dixit;Farah Fahim;Zhaxylyk Kudyshev;Santiago Lopez;Ruichao Ma;Gabriel N. Perdue;Nhan Tran;Omer Yesilyurt;Daniel Bowring
In this article, we present an end-to-end workflow for superconducting qubit readout that embeds codesigned neural networks into the quantum instrumentation control kit (QICK). Capitalizing on the custom firmware and software of the QICK platform, which is built on Xilinx radiofrequency system-on-chip field-programmable gate arrays (FPGAs), we aim to leverage machine learning (ML) to address critical challenges in qubit readout accuracy and scalability. The workflow utilizes the hls4ml package and employs quantization-aware training to translate ML models into hardware-efficient FPGA implementations via user-friendly Python application programming interfaces. We experimentally demonstrate the design, optimization, and integration of an ML algorithm for single transmon qubit readout, achieving 96% single-shot fidelity with a latency of 32.25 ns and less than 16% FPGA lookup table resource utilization. Our results offer the community an accessible workflow to advance ML-driven readout and adaptive control in quantum information processing applications.
在本文中,我们提出了超导量子比特读出的端到端工作流程,该工作流程将协同设计的神经网络嵌入到量子仪器控制套件(QICK)中。利用基于赛灵思射频系统芯片现场可编程门阵列(fpga)的QICK平台的定制固件和软件,我们的目标是利用机器学习(ML)来解决量子比特读出精度和可扩展性方面的关键挑战。该工作流利用hls4ml包并采用量化感知训练,通过用户友好的Python应用程序编程接口将ML模型转换为硬件高效的FPGA实现。我们通过实验展示了用于单传输量子比特读出的ML算法的设计、优化和集成,实现了96%的单次保真度,延迟为32.25 ns, FPGA查找表资源利用率低于16%。我们的研究结果为社区提供了一个可访问的工作流程,以推进量子信息处理应用中的ml驱动读出和自适应控制。
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引用次数: 0
Benchmarking the Ability of a Controller to Execute Quantum Error Corrected Non-Clifford Circuits 对控制器执行量子纠错非克利福德电路的能力进行基准测试
IF 4.6 Pub Date : 2025-09-09 DOI: 10.1109/TQE.2025.3608053
Yaniv Kurman;Lior Ella;Ramon Szmuk;Oded Wertheim;Benedikt Dorschner;Sam Stanwyck;Yonatan Cohen
Reaching fault-tolerant quantum computation relies on the successful implementation of non-Clifford circuits with quantum error correction (QEC). In QEC, quantum gates and measurements encode quantum information into an error-protected Hilbert space, while classical processing decodes the measurements into logical errors. QEC non-Clifford gates pose the greatest computation challenge from the classical controller's perspective, as they require mid-circuit decoding-dependent feed-forward—modifying the physical gate sequence based on the decoding outcome of previous measurements within the same circuit. In this work, we introduce the first benchmarks to holistically evaluate the capability of a combined controller–decoder system to run non-Clifford QEC circuits. We show that executing an error-corrected non-Clifford circuit, comprised of numerous non-Clifford gates, strictly hinges upon the classical controller–decoder system. Particularly, its ability to perform decoding-based feed-forward with low latency, defined as the time between the last measurement required for decoding and the dependent mid-circuit quantum operation. We analyze how the system's latency dictates the circuit's operational regime: latency divergence, classical-controller-limited runtime, or quantum-operation-limited runtime. Based on this understanding, we introduce latency-based benchmarks to set a standard for developing QEC control systems as the essential components of fault-tolerant quantum computation.
实现容错量子计算依赖于具有量子纠错(QEC)的非clifford电路的成功实现。在QEC中,量子门和测量将量子信息编码为错误保护的希尔伯特空间,而经典处理将测量解码为逻辑错误。从经典控制器的角度来看,QEC非clifford门带来了最大的计算挑战,因为它们需要中路解码相关的前馈,根据同一电路中先前测量的解码结果修改物理门序列。在这项工作中,我们引入了第一个基准,以全面评估组合控制器-解码器系统运行非clifford QEC电路的能力。我们证明了执行由许多非克利福德门组成的纠错非克利福德电路严格依赖于经典的控制器-解码器系统。特别是,它能够以低延迟执行基于解码的前馈,定义为解码所需的最后一次测量与相关中路量子操作之间的时间。我们分析了系统的延迟如何决定电路的运行状态:延迟发散,经典控制器限制运行时间,或量子操作限制运行时间。基于这种理解,我们引入了基于延迟的基准来为开发QEC控制系统设定标准,作为容错量子计算的基本组成部分。
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引用次数: 0
Amplifying Two-Mode Squeezing in Nanomechanical Resonators 纳米机械谐振器中双模压缩放大
IF 4.6 Pub Date : 2025-08-27 DOI: 10.1109/TQE.2025.3603459
Muhdin Abdo Wodedo;Tesfay Gebremariam Tesfahannes;Tewodros Yirgashewa Darge;Mauro Pereira;Berihu Teklu
Quantum squeezing plays a crucial role in enhancing the precision of quantum metrology and improving the efficiency of quantum information processing protocols. We thus propose a scheme to amplify two-mode squeezing in nanomechanical resonators, harnessing parametric amplification and two-tone laser controls. The red-detuned laser drives facilitate the cooling of the nanomechanical resonators down to their ground state and allow optimal quantum state transfer in the weak-coupling resolved sideband regime. In particular, the competing blue-detuned lasers in the driving pairs induce displacement squeezing in mechanical resonators. Thus, the quantum state transfer of squeezing in nanomechanical resonators and the intracavity correlated photons of the parametric amplifier significantly enhance two-mode mechanical squeezing. Notably, increasing the coupling strength of the red-detuned laser and the ratio of blue-to-red-detuned laser dramatically amplifies two-mode mechanical squeezing under realistic experimental parameters of a typical optomechanical system. Our findings reveal that the proposed cooperative mechanism effectively enhances the level of two-mode mechanical squeezing with a considerable improvement and demonstrates exceptional resilience to thermal noise.
量子压缩对于提高量子计量的精度和提高量子信息处理协议的效率起着至关重要的作用。因此,我们提出了一种利用参数放大和双音激光控制来放大纳米机械谐振器中的双模压缩的方案。红色失谐激光驱动器有助于纳米机械谐振器冷却到基态,并允许在弱耦合分辨边带状态下实现最佳量子态转移。特别是,在驱动对中竞争的蓝色失谐激光器在机械谐振器中引起位移挤压。因此,纳米机械谐振腔中的压缩量子态转移和参数放大器的腔内相关光子显著增强了双模机械压缩。值得注意的是,在典型光机械系统的实际实验参数下,增加红失谐激光的耦合强度和蓝/红失谐激光的比值显著地放大了双模机械压缩。我们的研究结果表明,所提出的合作机制有效地提高了双模机械挤压水平,并有相当大的改善,并表现出对热噪声的特殊弹性。
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引用次数: 0
Toward Axion Signal Extraction in Semiconductor Spin Qubits via Spectral Engineering 基于光谱工程的半导体自旋量子比特的轴子信号提取
IF 4.6 Pub Date : 2025-08-15 DOI: 10.1109/TQE.2025.3599670
Xiangjun Tan;Zhanning Wang
Recent advances in quantum sensing and computational technologies indicate the possibility of improving the precision of measurements aimed at detecting cosmological particles and weakly interacting massive particles using various qubit platforms. While recent progress has been made, mitigating environmental noise remains a challenge in extracting particle parameters with high fidelity. Addressing these challenges requires efforts on two levels. At the device level, the qubit and its array acting as a probe must be isolated from electrical and magnetic noise through optimized device geometry. At the signal processing level, it is necessary to develop filtering methods targeting specific noise spectra based on different qubit architectures. In this work, we explore the possibility of using semiconductor quantum dot spin qubits as a platform to search for quantum chromodynamics (QCD) axions and, more broadly, axion-like particles. Starting by deriving an effective Hamiltonian for electron–axion interactions, we identify an axion-induced effective magnetic field and determine the characteristic axion oscillation frequency. To suppress charge noise in the devices and environmental noise, we first analyze the charge noise spectrum and then develop a dedicated filtering and noise-reduction protocol, paving the way for exploring feasible axion mass ranges. Our preliminary study holds promise for enhancing the screening of various axion signals using quantum technologies. We expect that our analysis and filtering protocol can help advance the use of semiconductor quantum dot spin qubit arrays in axion detection.
量子传感和计算技术的最新进展表明,使用各种量子位平台可以提高用于探测宇宙粒子和弱相互作用大质量粒子的测量精度。虽然最近取得了一些进展,但在高保真度提取粒子参数方面,降低环境噪声仍然是一个挑战。应对这些挑战需要在两个层面上作出努力。在器件级,作为探针的量子位及其阵列必须通过优化器件几何结构与电磁噪声隔离。在信号处理层面,有必要开发基于不同量子比特架构的针对特定噪声谱的滤波方法。在这项工作中,我们探索了使用半导体量子点自旋量子比特作为搜索量子色动力学(QCD)轴子和更广泛地说,轴子样粒子的平台的可能性。从推导电子-轴子相互作用的有效哈密顿量开始,我们确定了轴子诱导的有效磁场,并确定了轴子振荡的特征频率。为了抑制器件中的电荷噪声和环境噪声,我们首先分析了电荷噪声谱,然后制定了专用的滤波降噪方案,为探索可行的轴子质量范围铺平了道路。我们的初步研究有望利用量子技术增强对各种轴子信号的筛选。我们期望我们的分析和滤波协议可以帮助推进半导体量子点自旋量子比特阵列在轴子检测中的应用。
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引用次数: 0
Automated Charge Transition Detection in Quantum Dot Charge Stability Diagrams 量子点电荷稳定性图中的自动电荷跃迁检测
IF 4.6 Pub Date : 2025-08-06 DOI: 10.1109/TQE.2025.3596392
Fabian Hader;Fabian Fuchs;Sarah Fleitmann;Karin Havemann;Benedikt Scherer;Jan Vogelbruch;Lotte Geck;Stefan van Waasen
Gate-defined semiconductor quantum dots require an appropriate number of electrons to function as qubits. The number of electrons is usually tuned by analyzing charge stability diagrams, in which charge transitions manifest as edges. Therefore, to fully automate qubit tuning, it is necessary to recognize these edges automatically and reliably. This article investigates possible detection methods, describes their training with simulated data from the SimCATS framework, and performs a quantitative comparison with a future hardware implementation in mind. Furthermore, we investigated the quality of the optimized approaches on experimentally measured data from a GaAs and a SiGe qubit sample.
门定义半导体量子点需要适当数量的电子来发挥量子比特的作用。电子的数量通常是通过分析电荷稳定性图来调整的,在电荷稳定性图中,电荷跃迁表现为边缘。因此,为了完全自动化量子比特调优,有必要自动可靠地识别这些边缘。本文研究了可能的检测方法,用SimCATS框架的模拟数据描述了它们的训练,并与未来的硬件实现进行了定量比较。此外,我们在GaAs和SiGe量子比特样本的实验测量数据上研究了优化方法的质量。
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引用次数: 0
期刊
IEEE Transactions on Quantum Engineering
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