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Modeling and Performance Evaluation of Hybrid Classical–Quantum Serverless Computing Platforms 经典-量子混合无服务器计算平台建模与性能评估
Pub Date : 2025-03-06 DOI: 10.1109/TQE.2025.3567322
Claudio Cicconetti
While quantum computing technologies are evolving toward achieving full maturity, hybrid algorithms, such as variational quantum computing, are already emerging as valid candidates to solve practical problems in fields, such as chemistry and operations research. This situation calls for a tighter and better integration of classical and quantum computing infrastructures to improve efficiency and users' quality of service. Inspired by recent developments in cloud technologies, serverless computing has recently been considered a promising solution for this purpose by both industry and research. In this work, we define a system model for a hybrid classical–quantum serverless system, with an associated open-source numerical simulator that can be driven by production traces and stochastic workload models. We therefore describe how we produced a public dataset using IBM Qiskit in a local and remote infrastructure, with a sample application on optimization. The simulation results show initial insights on some distinguishing features of the platform simulated, measured in terms of user and system metrics, for jobs with heterogeneous problem sizes and priorities. We also report a few lessons we learned from developing the application with IBM Qiskit serverless and running it on IBM Quantum backends.
虽然量子计算技术正在朝着完全成熟的方向发展,但混合算法,如变分量子计算,已经成为解决化学和运筹学等领域实际问题的有效候选者。这种情况要求经典计算和量子计算基础设施更紧密、更好地融合,以提高效率和用户服务质量。受云技术最新发展的启发,无服务器计算最近被业界和研究机构认为是一种很有前途的解决方案。在这项工作中,我们定义了一个混合经典-量子无服务器系统的系统模型,以及一个相关的开源数值模拟器,该模拟器可以由生产轨迹和随机工作负载模型驱动。因此,我们描述了如何在本地和远程基础设施中使用IBM Qiskit生成公共数据集,并提供了一个关于优化的示例应用程序。模拟结果显示了对具有异构问题大小和优先级的作业的模拟平台的一些显著特征的初步见解,这些特征是根据用户和系统度量来度量的。我们还报告了使用IBM Qiskit无服务器开发应用程序并在IBM Quantum后端上运行它的一些经验教训。
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引用次数: 0
Quantum Circuit Compilation for Trapped-Ion Processors With the Drive-Through Architecture 基于免下车架构的阱离子处理器的量子电路编译
Pub Date : 2025-03-06 DOI: 10.1109/TQE.2025.3548423
Che-Ming Chang;Jie-Hong Roland Jiang;Dah-Wei Chiou;Ting Hsu;Guin-Dar Lin
Trapped-ion technologies stand out as leading contenders in the pursuit of quantum computing, due to their capacity for highly entangled qubits. Among many proposed trapped-ion architectures, the “drive-through” architecture has drawn increasing attention, notably for its remarkable ability to minimize heat generation, which is crucial for low-temperature operation and thermal noise reduction, thus reliable quantum computation. We present the first compilation system tailored for the drive-through architecture to achieve high-fidelity computation for intended quantum programs. Our approach accommodates the unique features of the new architecture that utilize transport gates to facilitate direct entanglement between static qubits and communication qubits. We optimize the qubit placement that changes over time for each trap, considering the cost of qubit swapping. Our method strategically balances the gate and swap distances, significantly improving the overall fidelity across various benchmarks.
由于具有高度纠缠量子位的能力,困离子技术在追求量子计算方面脱颖而出,成为领先的竞争者。在许多被提出的捕获离子架构中,“免下车”架构引起了越来越多的关注,特别是因为它具有显著的最小化热量产生的能力,这对于低温操作和降低热噪声至关重要,因此可靠的量子计算。我们提出了第一个为免下车架构量身定制的编译系统,以实现预期量子程序的高保真计算。我们的方法适应了新架构的独特功能,即利用传输门来促进静态量子比特和通信量子比特之间的直接纠缠。考虑到量子比特交换的成本,我们优化了每个陷阱随时间变化的量子比特位置。我们的方法战略性地平衡了门和交换距离,显著提高了各种基准测试的整体保真度。
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引用次数: 0
Explicit Quantum Circuit for Simulating the Advection–Diffusion–Reaction Dynamics 模拟平流-扩散-反应动力学的显式量子电路
Pub Date : 2025-02-21 DOI: 10.1109/TQE.2025.3544839
Claudio Sanavio;Enea Mauri;Sauro Succi
We assess the convergence of the Carleman linearization of advection–diffusion–reaction (ADR) equations with a logistic nonlinearity. It is shown that five Carleman iterates provide a satisfactory approximation of the original ADR across a broad range of parameters and strength of nonlinearity. To assess the feasibility of a quantum algorithm based on this linearization, we analyze the projection of the Carleman ADR matrix onto the tensor Pauli basis. It is found that the Carleman ADR matrix requires an exponential number of Pauli gates as a function of the number of qubits. This prevents the practical implementation of the Carleman approach to the quantum simulation of ADR problems on current hardware. We propose to address this limitation by resorting to block-encoding techniques for sparse matrix employing oracles. Such quantum ADR oracles are presented in explicit form and shown to turn the exponential complexity into a polynomial one. However, due to the low probability of successfully implementing the nonunitary Carleman operator, further research is needed to implement the multitimestep version of the present circuit.
我们评估了具有逻辑非线性的平流-扩散-反应(ADR)方程的Carleman线性化的收敛性。结果表明,五次Carleman迭代在很宽的参数范围和非线性强度范围内提供了原始ADR的满意近似值。为了评估基于这种线性化的量子算法的可行性,我们分析了Carleman ADR矩阵在张量泡利基上的投影。研究发现,Carleman ADR矩阵需要泡利门的指数个数作为量子比特数的函数。这阻碍了在当前硬件上实际实现Carleman方法对ADR问题的量子模拟。我们建议通过使用oracle的稀疏矩阵的块编码技术来解决这个限制。这种量子ADR预言以显式的形式呈现,并显示将指数复杂性转化为多项式复杂性。然而,由于成功实现非酉卡尔曼算子的概率较低,因此需要进一步研究如何实现本电路的多步版本。
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引用次数: 0
Qubit Rate Modulation-Based Time Synchronization Mechanism for Multinode Quantum Networks 基于量子比特率调制的多节点量子网络时间同步机制
Pub Date : 2025-02-17 DOI: 10.1109/TQE.2025.3542484
Marc Jofre
The combination of quantum and telecommunication networks enables to revolutionize the way information is used, offering unparalleled capabilities and making it an ideal choice for many critical applications. In this sense, quantum protocols generally have a unique requirement to have strict time synchronization in order to operate, which generally consume quantum resources of part of the exchanged qubits. Accordingly, work demonstrates and characterizes a temporal alignment mechanism for quantum networks based on frequency testing, allowing to preserve the quantum state of qubits. The time synchronization correction achieved is within 100 ns working at 5 MHz with temporal and relative frequency offsets commonly acquired in quantum links using conventional hardware clocks with temporal stability in the range of $10^{-8}$ and 200-ns jitter.
量子和电信网络的结合能够彻底改变信息的使用方式,提供无与伦比的功能,使其成为许多关键应用的理想选择。从这个意义上说,量子协议通常有一个独特的要求,即严格的时间同步才能运行,这通常会消耗部分交换量子比特的量子资源。因此,工作展示并描述了基于频率测试的量子网络的时间对齐机制,允许保持量子位的量子状态。在5mhz工作时实现的时间同步校正在100ns以内,使用时间稳定性在$10^{-8}$和200ns抖动范围内的传统硬件时钟通常在量子链路中获得时间和相对频率偏移。
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引用次数: 0
Generating Shuttling Procedures for Constrained Silicon Quantum Dot Array 约束硅量子点阵列的穿梭生成程序
Pub Date : 2025-02-14 DOI: 10.1109/TQE.2025.3542462
Naoto Sato;Tomonori Sekiguchi;Takeru Utsugi;Hiroyuki Mizuno
In silicon quantum computers, a single electron is trapped in a microstructure called a quantum dot, and its spin is used as a qubit. For large-scale integration of qubits, we previously proposed an approach of sharing a control gate in the row or column of a 2-D quantum dot array. In our array, the shuttling of electrons is a useful technique to operate the target qubit independently and avoid crosstalk. However, since the shuttling is also conducted using shared control gates, the movement of qubits is complexly constrained. We, therefore, propose a formal model based on state transition systems to describe those constraints and operation procedures on the array. We also present an approach to generate operation procedures under the constraints. Utilizing this approach, we present a concrete method for our 16 × 8 quantum dot array. By implementing the proposed method as a quantum compiler, we confirmed that it is possible to generate operation procedures in a practical amount of time for arbitrary quantum circuits. We also demonstrated that crosstalk can be avoided by shuttling and that the fidelity in that case is higher than when crosstalk is not avoided.
在硅量子计算机中,单个电子被困在称为量子点的微观结构中,其自旋被用作量子位。对于量子比特的大规模集成,我们之前提出了一种在二维量子点阵列的行或列中共享控制门的方法。在我们的阵列中,电子的穿梭是一种有效的技术,可以独立操作目标量子比特并避免串扰。然而,由于穿梭也是使用共享控制门进行的,因此量子比特的运动受到复杂的约束。因此,我们提出了一个基于状态转换系统的形式化模型来描述阵列上的这些约束和操作过程。我们还提出了一种在约束条件下生成操作程序的方法。利用这种方法,我们提出了一种具体的16 × 8量子点阵列方法。通过将所提出的方法实现为量子编译器,我们证实了在实际时间内为任意量子电路生成操作程序是可能的。我们还证明了通过穿梭可以避免串扰,并且在这种情况下的保真度比不避免串扰时更高。
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引用次数: 0
Benchmarking Quantum Machine Learning Kernel Training for Classification Tasks 分类任务的量子机器学习核训练基准测试
Pub Date : 2025-02-13 DOI: 10.1109/TQE.2025.3541882
Diego Alvarez-Estevez
Quantum-enhanced machine learning is a rapidly evolving field that aims to leverage the unique properties of quantum mechanics to enhance classical machine learning. However, the practical applicability of these methods remains an open question, particularly beyond the context of specifically crafted toy problems, and given the current limitations of quantum hardware. This study focuses on quantum kernel methods in the context of classification tasks. In particular, it examines the performance of quantum kernel estimation and quantum kernel training (QKT) in connection with two quantum feature mappings, namely, ZZFeatureMap and CovariantFeatureMap. Remarkably, these feature maps have been proposed in the literature under the conjecture of possible near-term quantum advantage and have shown promising performance in ad hoc datasets. This study aims to evaluate their versatility and generalization capabilities in a more general benchmark, encompassing both artificial and established reference datasets. Classical machine learning methods, specifically support vector machines and logistic regression, are also incorporated as baseline comparisons. Experimental results indicate that quantum methods exhibit varying performance across different datasets. Despite outperforming classical methods in ad hoc datasets, mixed results are obtained for the general case among standard classical benchmarks. The experimental data call into question a general added value of applying QKT optimization, for which the additional computational cost does not necessarily translate into improved classification performance. Instead, it is suggested that a careful choice of the quantum feature map in connection with proper hyperparameterization may prove more effective.
量子增强机器学习是一个快速发展的领域,旨在利用量子力学的独特特性来增强经典机器学习。然而,这些方法的实际适用性仍然是一个悬而未决的问题,特别是在特别制作的玩具问题的背景下,并且考虑到当前量子硬件的局限性。本研究的重点是分类任务背景下的量子核方法。特别地,它研究了量子核估计和量子核训练(QKT)与两个量子特征映射(即ZZFeatureMap和CovariantFeatureMap)的性能。值得注意的是,这些特征映射是在可能的近期量子优势的假设下在文献中提出的,并且在特定数据集中显示出有希望的性能。本研究旨在评估其通用性和泛化能力在更一般的基准,包括人工和建立的参考数据集。经典的机器学习方法,特别是支持向量机和逻辑回归,也被纳入基线比较。实验结果表明,量子方法在不同的数据集上表现出不同的性能。尽管在特殊数据集中优于经典方法,但在标准经典基准的一般情况下获得了混合结果。实验数据对应用QKT优化的一般附加价值提出了质疑,因为额外的计算成本并不一定转化为改进的分类性能。相反,建议仔细选择与适当的超参数化相关的量子特征映射可能会证明更有效。
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引用次数: 0
Entanglement Routing in Quantum Networks: A Comprehensive Survey 量子网络中的纠缠路由:综述
Pub Date : 2025-02-11 DOI: 10.1109/TQE.2025.3541123
Amar Abane;Michael Cubeddu;Van Sy Mai;Abdella Battou
Entanglement routing in near-term quantum networks consists of choosing the optimal sequence of short-range entanglements to combine through swapping operations to establish end-to-end entanglement between two distant nodes. Similar to traditional routing technologies, a quantum routing protocol uses network information to choose the best paths to satisfy a set of end-to-end entanglement requests. However, in addition to network state information, a quantum routing protocol must also take into account the requested entanglement fidelity, the probabilistic nature of swapping operations, and the short lifetime of entangled states. In this work, we formulate a practical entanglement routing problem and analyze and categorize the main approaches to address it, drawing comparisons to, and inspiration from, classical network routing strategies where applicable. We classify and discuss the studied quantum routing schemes into reactive, proactive, and hybrid routing.
近距离量子网络中的纠缠路由是选择最优的短程纠缠序列,通过交换操作将其组合在一起,从而在两个相距较远的节点之间建立端到端纠缠。与传统路由技术类似,量子路由协议利用网络信息选择最佳路径来满足一组端到端纠缠请求。然而,除了网络状态信息外,量子路由协议还必须考虑所要求的纠缠保真度、交换操作的概率性质以及纠缠状态的短寿命。在这项工作中,我们制定了一个实际的纠缠路由问题,并分析和分类了解决该问题的主要方法,并在适用的情况下与经典网络路由策略进行了比较和借鉴。我们将研究的量子路由方案分为被动路由、主动路由和混合路由。
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引用次数: 0
Engineering Quantum Error Correction Codes Using Evolutionary Algorithms 使用进化算法的工程量子纠错码
Pub Date : 2025-02-05 DOI: 10.1109/TQE.2025.3538934
Mark A. Webster;Dan E. Browne
Quantum error correction and the use of quantum error correction codes are likely to be essential for the realization of practical quantum computing. Because the error models of quantum devices vary widely, quantum codes that are tailored for a particular error model may have much better performance. In this work, we present a novel evolutionary algorithm that searches for an optimal stabilizer code for a given error model, number of physical qubits, and number of encoded qubits. We demonstrate an efficient representation of stabilizer codes as binary strings, which allows for random generation of valid stabilizer codes as well as mutation and crossing of codes. Our algorithm finds stabilizer codes whose distance closely matches the best-known-distance codes of Grassl (2007) for $n leq 20$ physical qubits. We perform a search for optimal distance Calderbank–Steane–Shor codes and compare their distance to the best known codes. Finally, we show that the algorithm can be used to optimize stabilizer codes for biased error models, demonstrating a significant improvement in the undetectable error rate for $[[12,1]]_{2}$ codes versus the best-known-distance code with the same parameters. As part of this work, we also introduce an evolutionary algorithm QDistEvol for finding the distance of quantum error correction codes.
量子纠错和量子纠错码的使用可能是实现实际量子计算所必需的。由于量子器件的误差模型差异很大,针对特定误差模型量身定制的量子代码可能具有更好的性能。在这项工作中,我们提出了一种新的进化算法,该算法为给定的错误模型、物理量子比特数和编码量子比特数搜索最佳稳定器代码。我们证明了稳定码的有效表示为二进制字符串,它允许随机生成有效的稳定码以及代码的突变和交叉。我们的算法找到了稳定器代码,其距离与grasl(2007)对$n leq 20$物理量子位的最著名的距离代码非常匹配。我们搜索了距离最优的Calderbank-Steane-Shor码,并将其与已知码的距离进行了比较。最后,我们证明了该算法可用于优化有偏差误差模型的稳定器代码,证明了与具有相同参数的已知距离代码相比,$[[12,1]]_{2}$代码的不可检测错误率有显着改善。作为这项工作的一部分,我们还引入了一种进化算法QDistEvol,用于寻找量子纠错码的距离。
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引用次数: 0
Security and Fairness in Multiparty Quantum Secret Sharing Protocol 多方量子秘密共享协议的安全性与公平性
Pub Date : 2025-01-29 DOI: 10.1109/TQE.2025.3535823
Alessio Di Santo;Walter Tiberti;Dajana Cassioli
Quantum secret sharing (QSS) is a cryptographic protocol that leverages quantum mechanics to distribute a secret among multiple parties. With respect to the classical counterpart, in QSS, the secret is encoded into quantum states and shared by a dealer such that only an authorized subsets of participants, i.e., the players, can reconstruct it. Several state-of-the-art studies aim to transpose classical secret sharing into the quantum realm, while maintaining their reliance on traditional network topologies (e.g., star, ring, and fully connected), and require that all the $n$ players calculate the secret. These studies exploit the Greenberger–Horne–Zeilinger state, which is a type of maximally entangled quantum state involving three or more qubits. However, none of these works account for redundancy, enhanced security/privacy features, or authentication mechanisms able to fingerprint players. To address these gaps, in this article, we introduce a new concept of QSS, which leans on a generic distributed quantum network, based on a threshold scheme, where all the players collaborate also to the routing of quantum information among them. The dealer, by exploiting a custom flexible weighting system, takes advantage of a newly defined quantum Dijkstra algorithm to select the most suitable subset of $t$ players, out of the entire set on $n$ players, to involve in the computation. To fingerprint and authenticate users, CRYSTAL-Kyber primitives are adopted, while also protecting each player’s privacy by hiding their identities. We show the effectiveness and performance of the proposed protocol by testing it against the main classical and quantum attacks, thereby improving the state-of-the-art security measures.
量子秘密共享(QSS)是一种利用量子力学在多方之间分发秘密的加密协议。相对于经典的对等体,在QSS中,秘密被编码成量子态并由经销商共享,这样只有参与者的授权子集(即玩家)才能重建它。一些最先进的研究旨在将经典的秘密共享转移到量子领域,同时保持对传统网络拓扑(例如,星型,环型和全连接)的依赖,并要求所有$n$参与者计算秘密。这些研究利用了greenberger - horn - zeilinger态,这是一种涉及三个或更多量子比特的最大纠缠量子态。然而,这些工作都没有考虑到冗余、增强的安全/隐私功能或能够指纹玩家的身份验证机制。为了解决这些差距,在本文中,我们引入了一个新的QSS概念,它依赖于一个基于阈值方案的通用分布式量子网络,其中所有参与者也协作以实现量子信息在它们之间的路由。发牌方利用自定义的灵活加权系统,利用新定义的量子Dijkstra算法,从$n$玩家的整个集合中选择$t$玩家中最合适的子集,以参与计算。为了指纹和认证用户,采用了CRYSTAL-Kyber原语,同时也通过隐藏他们的身份来保护每个玩家的隐私。我们通过对主要的经典攻击和量子攻击进行测试来展示所提出协议的有效性和性能,从而改进了最先进的安全措施。
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引用次数: 0
2024 Index IEEE Transactions on Quantum Engineering Vol. 5 IEEE量子工程学报第5卷
Pub Date : 2025-01-28 DOI: 10.1109/TQE.2025.3535319
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引用次数: 0
期刊
IEEE Transactions on Quantum Engineering
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