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Quantum intelligence in medicine: Empowering thyroid disease prediction through advanced machine learning 医学中的量子智能:通过先进的机器学习增强甲状腺疾病预测能力
IF 2.8 Q3 QUANTUM SCIENCE & TECHNOLOGY Pub Date : 2023-12-19 DOI: 10.1049/qtc2.12078
Mohemmed Sha

The medical information system is rich in datasets, but no intelligent systems can easily analyse the disease. Recently, ML (Machine Learning)-based algorithms have acted as a handy diagnostic tool to identify whether a person is affected by thyroid or not. However, they produced classification with low accuracy and led to misclassification. Hence, the proposed system combines quantum computing with ML techniques to enhance computational power and precision. The system employs modified QPSO (Quantum Particle Swarm Optimisation) for feature selection since its searching performance is better than that of conventional PSO for selecting the optimum global position of the particle, thus selecting the relevant feature. Whereas, the QSVM (Quantum Support Vector Machine) is implemented for more accurate classification than classical SVM, as it tends to capture complex patterns in data produced due to high dimensional feature space applied by quantum kernel functions. This combination of modified QPSO and QSVM tends to increase the performance accuracy significantly. The efficiency of the proposed model is measured based on derivative parameters, such as F-1-score, recall, precision and accuracy, with corresponding confusion matrix and ROC. Further, the classification is compared with other traditional approaches to predict the accuracy of the proposed model with traditional methods.

医疗信息系统拥有丰富的数据集,但没有智能系统能轻松分析疾病。最近,基于机器学习(ML)的算法已成为一种便捷的诊断工具,可用于识别一个人是否患有甲状腺疾病。然而,这些算法的分类准确率较低,而且会导致误分类。因此,拟议的系统将量子计算与 ML 技术相结合,以提高计算能力和精确度。该系统采用改进的 QPSO(量子粒子群优化)进行特征选择,因为它的搜索性能比传统的 PSO 更好,可以选择粒子的最佳全局位置,从而选择相关特征。而 QSVM(量子支持向量机)的实施则是为了获得比经典 SVM 更准确的分类,因为量子支持向量机倾向于捕捉由于量子核函数应用的高维特征空间而产生的数据中的复杂模式。修正的 QPSO 和 QSVM 的组合可显著提高性能精度。根据衍生参数,如 F-1 分数、召回率、精确度和准确度,以及相应的混淆矩阵和 ROC,衡量了所提模型的效率。此外,还将分类与其他传统方法进行了比较,以预测所提模型与传统方法的准确性。
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引用次数: 0
Stochastic performance analysis of a time-of-arrival quantum random number generator 到达时间量子随机数发生器的随机性能分析
IF 2.8 Q3 QUANTUM SCIENCE & TECHNOLOGY Pub Date : 2023-12-12 DOI: 10.1049/qtc2.12080
Ágoston Schranz, Balázs Solymos, Miklós Telek

The performance analysis of a quantum random number generator (QRNG), operating based on the interarrival time differences between consecutive photon detections from a coherent light source, is presented. The proposed analysis approach accurately takes into account the physical properties of the single-photon detection systems, such as discretised time measurement, the correlations induced by the asynchronous arrival of photons with respect to the time resolution grid, and the dead time after observations and provides the QRNG's relevant performance measures, such as the joint distribution of bits, lag-r correlations, the bit generation overhead and the bit generation time. Analysis results are verified by computer simulations.

本文介绍了量子随机数发生器(QRNG)的性能分析,该发生器根据相干光源的连续光子检测之间的到达时间差运行。所提出的分析方法准确地考虑了单光子探测系统的物理特性,如离散时间测量、光子相对于时间分辨率网格的异步到达所引起的相关性以及观测后的死区时间,并提供了 QRNG 的相关性能指标,如比特联合分布、滞后相关性、比特生成开销和比特生成时间。分析结果通过计算机模拟进行了验证。
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引用次数: 0
Design-for-testability for reversible logic circuits based on bit-swapping 基于位交换的可逆逻辑电路的可测试性设计
IF 2.8 Q3 QUANTUM SCIENCE & TECHNOLOGY Pub Date : 2023-11-30 DOI: 10.1049/qtc2.12077
Joyati Mondal, Debesh Kumar Das, Bhargab B. Bhattacharya

The emerging technology of reversible circuits offers a potential solution to the synthesis of ultra low-power quantum computing systems. A reversible circuit can be envisaged as a cascade of reversible gates only, such as Toffoli gate, which has two components: k control bits and a target bit (k-CNOT), k ≥ 1. While analysing testability issues in a reversible circuit, the missing-gate fault model is often used for modelling physical defects in k-CNOT gates. A new design-for-testability (DFT) technique is proposed for reversible circuits that deploys bit-swapping using Fredkin reversible gates. It is shown that in an (n × n) circuit implemented with k-CNOT gates, addition of only two extra inputs along with a few Fredkin gates yields easy testability in the circuit. The modified design admits a universal test set of maximum size 2n + 1 that detects all detectable missing gate faults in the original circuit, where n is the number of input/output lines in the circuit. The DFT overhead in terms of quantum cost is much less compared to that of previous approaches. The method is more advantageous for large circuits.

新兴的可逆电路技术为合成超低功耗量子计算系统提供了潜在的解决方案。可逆电路可以设想为仅由可逆门(如托福利门)组成的级联,它有两个组成部分:k 个控制位和一个目标位(k-CNOT),k ≥ 1。在分析可逆电路的可测试性问题时,通常使用缺失门故障模型来模拟 k-CNOT 门的物理缺陷。本文针对可逆电路提出了一种新的可测试性设计(DFT)技术,即利用弗雷德金可逆门进行位交换。研究表明,在使用 k-CNOT 门实现的 (n × n) 电路中,只需增加两个额外的输入和几个弗雷德金门,就能轻松实现电路的可测试性。修改后的设计允许最大大小为 2n + 1 的通用测试集,它能检测出原始电路中所有可检测的缺失门故障,其中 n 是电路中输入/输出线的数量。与之前的方法相比,DFT 在量子成本方面的开销要小得多。这种方法对大型电路更有优势。
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引用次数: 0
Quantum computing applications for Internet of Things 量子计算在物联网中的应用
IF 2.8 Q3 QUANTUM SCIENCE & TECHNOLOGY Pub Date : 2023-11-28 DOI: 10.1049/qtc2.12079
Mritunjay Shall Peelam, Anjaney Asreet Rout, Vinay Chamola

The rapidly developing discipline of quantum computing (QC) employs ideas from quantum physics to improve the performance of traditional computers and other devices. Because of the dramatically improved speed at which it processes data, it can be applied to various issues. QC has many potential applications, but three of the most exciting applications are unstructured search, quantum simulation, and network optimisation. Several existing technologies, such as machine learning, may benefit from its increased speed and precision. In this study, the authors will explore how the principles of QC might be applied to the Internet of Things (IoT) to improve its accuracy, speed, and security. Several approaches exist for achieving this goal, such as network optimisation in IoT using QC, faster computation at IoT endpoints, securing IoT using QC, a quantum sensor for IoT, quantum digital marketing, quantum-secured smart lock etc.

量子计算(QC)是一门迅速发展的学科,它利用量子物理学的思想来提高传统计算机和其他设备的性能。由于其处理数据的速度大幅提高,因此可以应用于各种问题。量子计算有许多潜在应用,但其中最令人兴奋的三个应用是非结构化搜索、量子模拟和网络优化。一些现有技术,如机器学习,可能会受益于其速度和精度的提高。在本研究中,作者将探讨如何将质量控制原理应用于物联网(IoT),以提高其准确性、速度和安全性。实现这一目标的方法有多种,如在物联网中使用 QC 进行网络优化、在物联网端点加快计算速度、使用 QC 确保物联网安全、物联网量子传感器、量子数字营销、量子安全智能锁等。
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引用次数: 0
Analysis of Atom against quantum attacks 针对量子攻击的 Atom 分析
IF 2.8 Q3 QUANTUM SCIENCE & TECHNOLOGY Pub Date : 2023-11-09 DOI: 10.1049/qtc2.12076
Ravi Anand, Rimpa Nandi, Takanori Isobe

A significant amount of study is being done to review the security promises made for the various ciphers now in use as a result of the development of quantum computing technology. A general attack against symmetric key cryptography primitives that can reduce search costs to the square root is Grover's search algorithm. To implement Grover's algorithm, it is necessary that the target cipher be implemented as a quantum circuit. Despite being relatively new, this area of study has received significant attention from the research community. The authors have estimated the cost of Grover's key search attack against the stream cipher Atom, for the first time, under circuit depth restrictions defined in National Institute of Standards and Technology (NIST) PQC standardisation process. The authors implement the quantum circuit of Atom in QISKIT, (open-source software development kit for working with quantum computers running on IBM Quantum Experience). The results are also compared with other existing literature on LFSR-based stream ciphers, such as Grain-v1, Grain-128-AEAD, and Lizard. The authors also find that, to the best of their knowledge, in the existing literature on estimating the cost of Grover's attack on symmetric ciphers, Atom is the only 128-bit key cipher that meets the threshold of ≈2170 set by NIST for quantum security of 128-bit key ciphers. The authors also analyse the security of Atom against quantum TMDTO attacks.

由于量子计算技术的发展,目前正在进行大量研究,以审查目前使用的各种密码的安全承诺。格罗弗搜索算法是针对对称密钥加密原理的一般攻击,它可以将搜索成本降低到平方根。要实现格罗弗算法,必须将目标密码作为量子电路来实现。尽管这一研究领域相对较新,但已受到研究界的极大关注。作者首次估算了在美国国家标准与技术研究院(NIST)PQC 标准化流程规定的电路深度限制下,格罗弗针对流密码 Atom 的密钥搜索攻击的成本。作者在 QISKIT(用于在 IBM Quantum Experience 上运行量子计算机的开源软件开发工具包)中实现了 Atom 的量子电路。研究结果还与基于 LFSR 的流密码的其他现有文献进行了比较,如 Grain-v1、Grain-128-AEAD 和 Lizard。作者还发现,据他们所知,在估算格罗弗对对称密码攻击成本的现有文献中,Atom 是唯一符合 NIST 为 128 位密钥密码量子安全性设定的 ≈2170 门限的 128 位密钥密码。作者还分析了 Atom 对抗量子 TMDTO 攻击的安全性。
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引用次数: 0
Integrated semi-quantum layered communication 集成半量子分层通信
IF 2.8 Q3 QUANTUM SCIENCE & TECHNOLOGY Pub Date : 2023-11-07 DOI: 10.1049/qtc2.12075
Rajni Bala, Sooryansh Asthana, V. Ravishankar

In recent times, secure quantum communication in layered networks has emerged as an important area of study. The authors harness the potential offered by multidimensional states in secure quantum communication with only one quantum participant and all the other classical participants. Three protocols are proposed for—(i) entanglement-based layered semi-quantum key distribution, (ii) layered semi-quantum secret sharing, and (iii) integrated layered semi-quantum key distribution and secret sharing to share secret information in arbitrarily layered networks. These protocols integrate the features of semi-quantum communication in layered networks. All three protocols allow for simultaneous distribution of secure information in all the layers of a network, thanks to the employment of multidimensional states. These protocols are presented for a small network of at most five participants and three layers and show the robustness of the same against various eavesdropping strategies. Finally, a detailed procedure is provided for generalisations of the proposed protocols to distribute keys/secrets in any arbitrarily structured quantum network.

近来,分层网络中的安全量子通信已成为一个重要的研究领域。作者利用多维态在安全量子通信中提供的潜力,只让一个量子参与者和所有其他经典参与者进行通信。他们提出了三种协议--(i) 基于纠缠的分层半量子密钥分发;(ii) 分层半量子秘密共享;(iii) 集成分层半量子密钥分发和秘密共享,以便在任意分层网络中共享秘密信息。这些协议集成了分层网络中半量子通信的特点。由于采用了多维状态,这三个协议都能在网络的所有层中同时分发安全信息。这些协议是针对一个最多有五个参与者和三个层的小型网络提出的,并显示了它们在应对各种窃听策略时的鲁棒性。最后,还提供了一个详细的程序,用于在任何任意结构的量子网络中分发密钥/秘密。
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引用次数: 0
The quantum internet: A synergy of quantum information technologies and 6G networks 量子互联网:量子信息技术与 6G 网络的协同效应
Q3 QUANTUM SCIENCE & TECHNOLOGY Pub Date : 2023-10-22 DOI: 10.1049/qtc2.12069
Georgi Gary Rozenman, Neel Kanth Kundu, Ruiqi Liu, Leyi Zhang, Alona Maslennikov, Yuval Reches, Heung Youl Youm

The quantum internet is a cutting-edge paradigm that uses the unique characteristics of quantum technology to radically alter communication networks. This new network type is expected to collaborate with 6G networks, creating a synergy that will fundamentally alter how we communicate, engage, and trade information. The improved security, increased speed, and increased network capacity of the quantum internet will lead to the emergence of a broad variety of new applications and services. The current state of quantum technology and its integration with 6G networks are summarised in this study, with an emphasis on the key challenges and untapped possibilities. The main goal is to get knowledge about how the quantum internet might impact communication in the future and alter several economic and societal sectors.

量子互联网是一种前沿模式,它利用量子技术的独特特性从根本上改变了通信网络。这种新型网络有望与 6G 网络合作,产生协同效应,从根本上改变我们的通信、参与和信息交易方式。量子互联网安全性的提高、速度的加快和网络容量的增加,将带来各种新的应用和服务。本研究总结了量子技术的现状及其与 6G 网络的融合,重点关注关键挑战和尚未开发的可能性。研究的主要目的是了解量子互联网将如何影响未来的通信并改变多个经济和社会领域。
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引用次数: 2
Towards quantum-secure software defined networks 实现量子安全的软件定义网络
IF 2.8 Q3 QUANTUM SCIENCE & TECHNOLOGY Pub Date : 2023-09-14 DOI: 10.1049/qtc2.12073
Mohammad Reza Nosouhi, Keshav Sood, Vinay Chamola, Jongkil Jay Jeong, Anuroop Gaddam

The evolution of quantum computers is considered a serious threat to public-key cryptosystems (e.g. RSA, ECDSA, ECDH, etc.). This is indeed a big concern for security of the Internet and other data communication and storage systems. The reason is that public-key schemes are the basis in the generation of shared symmetric keys that are used to perform data encryption/decryption in communication and data transfer protocols. One possible approach to address this issue is to use Quantum Key Distribution (QKD) (instead of public-key schemes) for the ultra-secure generation of symmetric keys. QKD is a physical layer technology that allows two parties (equipped with optical communication interfaces) to generate secure random keys over a quantum channel that is immune to eavesdropping threats. The keys are then used by symmetric encryption schemes (e.g. AES) to encrypt data over classical channels. This allows us to have data encryption/decryption without needing a public-key scheme. However, due to its inherent characteristics, the implementation of QKD has mostly been considered in particular contexts only (e.g. backhaul networks, point-to-point connections, optical networks, etc.). This indeed limits the utility of QKD technology to only some particular applications while it has the potential to be used in a wide range of used cases. Motivated by this (increasing the usability of QKD technology), in this study, the authors propose a model that enables SDN-based networks to utilise QKD technology and provide QKD security service (i.e., random key generation service) to network applications and security protocols in a practical and efficient way. In the proposed approach, secret keys are generated based on the distribution of quantum entanglement between QKD nodes deployed in the network. The significant characteristic of our proposed model is that it does not rely on quantum repeaters to operate. This also improves the efficiency of the employed QKD mechanisms in terms of the key generation rate.

量子计算机的发展被认为是对公钥密码系统(如 RSA、ECDSA、ECDH 等)的严重威胁。这的确是互联网和其他数据通信与存储系统安全的一大隐患。原因是公钥方案是生成共享对称密钥的基础,这些密钥用于在通信和数据传输协议中执行数据加密/解密。解决这个问题的一个可行方法是使用量子密钥分发(QKD)(而不是公钥方案)来超安全地生成对称密钥。QKD 是一种物理层技术,允许双方(配备光通信接口)通过量子信道生成安全的随机密钥,该信道不受窃听威胁。然后,对称加密方案(如 AES)使用这些密钥在经典信道上加密数据。这样,我们就可以在不需要公钥方案的情况下进行数据加密/解密。然而,由于其固有的特点,QKD 的实施大多只在特定情况下(如回程网络、点对点连接、光网络等)才被考虑。这确实限制了 QKD 技术的实用性,使其只能用于某些特定应用,而它却有潜力被广泛应用。为此(提高 QKD 技术的可用性),作者在本研究中提出了一个模型,使基于 SDN 的网络能够利用 QKD 技术,并以实用高效的方式为网络应用和安全协议提供 QKD 安全服务(即随机密钥生成服务)。在所提出的方法中,密钥是根据部署在网络中的 QKD 节点之间的量子纠缠分布生成的。我们提出的模型的显著特点是不依赖量子中继器运行。这也提高了所采用的 QKD 机制在密钥生成率方面的效率。
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引用次数: 0
Building a quantum-ready ecosystem 打造量子就绪生态系统
IF 2.8 Q3 QUANTUM SCIENCE & TECHNOLOGY Pub Date : 2023-09-11 DOI: 10.1049/qtc2.12072
Abhishek Purohit, Maninder Kaur, Zeki Can Seskir, Matthew T. Posner, Araceli Venegas-Gomez

The emergence of quantum technologies has led to groundbreaking advancements in computing, sensing, secure communications, and simulation of advanced materials with practical applications in every industry sector. The rapid advancement of the quantum technologies ecosystem has made it imperative to assess the maturity of these technologies and their imminent acceleration towards commercial viability. The current status of quantum technologies is presented and the need for a quantum-ready ecosystem is emphasised. Standard Quantum Technology Readiness Levels (QTRLs) are formulated and innovative models and tools are defined to evaluate the readiness of specific quantum technology. In addition to QTRLs, Quantum Commercial Readiness Levels (QCRLs) is introduced to provide a robust framework for evaluating the commercial viability and market readiness of quantum technologies. Furthermore, relevant indicators concerning key stakeholders, including government, industry, and academia are discussed and ethics and protocols implications are described, to deepen the understanding of the readiness for quantum technology and to support the development of a robust and effective quantum ecosystem.

量子技术的出现带来了计算、传感、安全通信和先进材料模拟方面的突破性进展,并在各个行业领域得到实际应用。量子技术生态系统的快速发展使得评估这些技术的成熟度及其即将加速实现的商业可行性成为当务之急。本文介绍了量子技术的现状,并强调了建立量子就绪生态系统的必要性。报告制定了标准量子技术就绪水平(QTRLs),并定义了创新模型和工具,以评估特定量子技术的就绪程度。除了量子技术就绪水平(QTRLs),还引入了量子商业就绪水平(QCRLs),为评估量子技术的商业可行性和市场就绪程度提供了一个强有力的框架。此外,还讨论了与包括政府、行业和学术界在内的主要利益相关者有关的相关指标,并介绍了伦理和协议方面的影响,以加深对量子技术就绪程度的理解,并支持发展一个强大而有效的量子生态系统。
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引用次数: 0
Implementation of Italian industry 4.0 quantum testbed in Turin 在都灵建立意大利工业 4.0 量子试验平台
IF 2.8 Q3 QUANTUM SCIENCE & TECHNOLOGY Pub Date : 2023-09-07 DOI: 10.1049/qtc2.12074
Nicola Corrias, Ilaria Vagniluca, Saverio Francesconi, Claudia De Lazzari, Nicola Biagi, Marco Menchetti, Giovanni Lombardi, Antonino Scordato, Valerio Gionco, Roberto Mercinelli, Annachiara Pagano, Maurizio Valvo, Orlando Tovar, Giorgio Giacalone, Paolo Brizzi, Tommaso Occhipinti, Alessandro Zavatta, Davide Bacco

The security of data communications is one of the crucial challenges that our society is facing today. Quantum Key Distribution (QKD) is one of the most prominent methods for guaranteeing ultimate security based on the laws of quantum physics. In this work, the results obtained during the Italian Industry 4.0 Quantum Testbed (II4QuTe) project are reported where the authors realised a QKD testbed securely connecting the Competence Industry Manufacturing 4.0 (CIM4.0) located in Torino and a TIM edge node located 10 km away from the testbed. The edge node accommodates the server providing computation capabilities for managing the real-time data generated by the machines within the CIM4.0 digital factory pilot line, thus gracefully integrating QKD with the MEC (Multi-access Edge Computing) paradigm. The experiment was conducted for more than 69 h, establishing an average key generation rate of 5.125 keys/s (AES-256 keys) and demonstrating the stability of the entire end-to-end encryption system.

数据通信的安全性是当今社会面临的重要挑战之一。量子密钥分发(QKD)是基于量子物理定律保证最终安全的最重要方法之一。在这项工作中,作者报告了在意大利工业 4.0 量子试验台(II4QuTe)项目中取得的成果,在该项目中,作者实现了一个 QKD 试验台,将位于都灵的能力工业制造 4.0(CIM4.0)与距离试验台 10 公里远的 TIM 边缘节点安全地连接起来。边缘节点容纳了提供计算能力的服务器,用于管理 CIM4.0 数字工厂试验线内机器生成的实时数据,从而将 QKD 与 MEC(多访问边缘计算)范例优雅地集成在一起。实验进行了 69 小时以上,平均密钥生成率为 5.125 个密钥/秒(AES-256 密钥),证明了整个端到端加密系统的稳定性。
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引用次数: 0
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IET Quantum Communication
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