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Research on PID Parameter Optimisation for BP Neural Network Based on Improved Quantum Genetic Algorithm 基于改进量子遗传算法的BP神经网络PID参数优化研究
IF 2.8 Q3 QUANTUM SCIENCE & TECHNOLOGY Pub Date : 2025-11-21 DOI: 10.1049/qtc2.70024
Jianyong Zhan, Xingrong Zhu, Ying Zhou

With the continuous development of industrial intelligent technology, traditional PID algorithms have certain limitations in effectively controlling nonlinear or complex control systems. Therefore, new intelligent PID algorithms are gradually replacing traditional PID algorithms, enabling automatic parameter optimisation. However, these intelligent algorithms face challenges such as getting stuck in local optima and suboptimal convergence effects in certain complex control systems. To address these issues, this paper proposes an improved quantum genetic algorithm that encodes individuals as quantum states and applies quantum operations to update the population, obtaining classical solutions and utilising quantum crossover and quantum mutation to evolve and improve the solutions. This study conducted simulation experiments on a second-order oscillatory process using traditional PID, BP neural network (BPNN) PID, genetic algorithm (GA) BP- NN_PID and the proposed improved quantum genetic algorithm (QGA) BPNN_PID controllers, and recorded the corresponding output responses. The experimental results showed that the QGA enhanced BPNN_PID controller outperforms others, with rise time 2.8 s, overshoot 2.7% and settling time 9.4 s. Additionally, the improved controller exhibits reduced oscillation in the output and demonstrates good control performance for systems that require fast and stable output.

随着工业智能化技术的不断发展,传统的PID算法在有效控制非线性或复杂控制系统方面存在一定的局限性。因此,新的智能PID算法正在逐步取代传统的PID算法,实现参数的自动优化。然而,在某些复杂的控制系统中,这些智能算法面临着陷入局部最优和次最优收敛效应的挑战。为了解决这些问题,本文提出了一种改进的量子遗传算法,该算法将个体编码为量子态,并应用量子运算来更新种群,获得经典解,并利用量子交叉和量子突变来进化和改进解。本研究采用传统PID、BP神经网络(BPNN) PID、遗传算法(GA) BP- NN_PID以及提出的改进量子遗传算法(QGA) BPNN_PID控制器对二阶振荡过程进行仿真实验,并记录相应的输出响应。实验结果表明,QGA增强BPNN_PID控制器的上升时间为2.8 s,超调时间为2.7%,稳定时间为9.4 s。此外,改进后的控制器在输出中显示出较小的振荡,并且对于需要快速稳定输出的系统显示出良好的控制性能。
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引用次数: 0
A Quantum Key Distribution System for Mobile Platforms With Highly Indistinguishable States 一种高度不可区分移动平台量子密钥分发系统
IF 2.8 Q3 QUANTUM SCIENCE & TECHNOLOGY Pub Date : 2025-11-18 DOI: 10.1049/qtc2.70025
Daniel Sanchez Rosales, Roderick D. Cochran, Samantha D. Isaac, Paul G. Kwiat, Daniel J. Gauthier

Quantum key distribution (QKD) allows two users to exchange a provably secure key for cryptographic applications. In prepare-and-measure QKD protocols, the states must be indistinguishable to prevent information leakage to an eavesdropper performing a side-channel attack. Here, we measure the indistinguishability of quantum states in a prepare-and-measure three-state BB84 polarisation-based decoy state protocol using resonant-cavity light-emitting diodes (RC-LEDs) as the source in the transmitter. We make the spatial, spectral and temporal DOF of the generated quantum states nearly indistinguishable using a spatial filter single-mode fibre, a narrow-band spectral filter and adjustable timing of the electrical pulses driving the RC-LEDs, respectively. The sources have fully indistinguishable transverse spatial modes. The measured fractional mutual information between an assumed eavesdropper and the legitimate receiver is 2.39×105 $2.39times 1{0}^{-5}$ due to the spectral distinguishability and 4.31×105 $4.31times 1{0}^{-5}$ for the temporal distinguishability. The source is integrated into a full QKD system operating in a laboratory environment, where we achieve a secure key rate of 41.5 kbits/s with an average quantum bit error rate of 2.9%. The low system size, weight and power make it suitable for mobile platforms such as uncrewed aerial vehicles (drones) or automobiles.

量子密钥分发(QKD)允许两个用户交换用于加密应用程序的可证明的安全密钥。在准备-测量QKD协议中,状态必须是不可区分的,以防止信息泄露给执行侧信道攻击的窃听者。在这里,我们使用谐振腔发光二极管(rc - led)作为发射机中的源,在准备和测量基于BB84极化的三态诱饵状态协议中测量量子态的不可区分性。我们分别使用空间滤波单模光纤、窄带光谱滤波器和驱动rc - led的可调电脉冲时间,使所产生的量子态的空间、光谱和时间自由度几乎无法区分。源具有完全不可区分的横向空间模式。假设窃听者和合法接收者之间测量到的分数互信息是2.39 × 10−5 $2.39乘以1{0}^{-5}$,这是由于频谱可分辨性和4.31乘以1{0}^{-5}$表示时间可分辨性。该源集成到一个完整的QKD系统中,在实验室环境中运行,我们实现了41.5 kbits/s的安全密钥速率,平均量子比特误码率为2.9%。低系统尺寸,重量和功率使其适合于移动平台,如无人驾驶飞行器(无人机)或汽车。
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引用次数: 0
Tamper Localisation Using Quantum Fourier Transform Signatures for Medical Image Authentication 基于量子傅立叶变换签名的医学图像认证篡改定位
IF 2.8 Q3 QUANTUM SCIENCE & TECHNOLOGY Pub Date : 2025-11-17 DOI: 10.1049/qtc2.70023
Kumar Sekhar Roy, Shweta Singh, Ruhul Amin Hazarika, Sk Mahmudul Hassan, Himanshu Ranjan Das

Medical image integrity is critical as telemedicine, cloud PACS and AI-assisted diagnostics become routine. We present a tamper localisation framework that embeds authentication signatures in the phase domain of blockwise quantum Fourier transform (QFT) coefficients. The watermark is phase-only, energy preserving and keyed through sparse midband supports with paired phase differences; a light cross-block coupling imposes spatial consistency so that localised edits produce coherent high-contrast residuals confined to manipulated regions after inverse QFT. Because magnitudes remain unaltered, benign photometric variations are naturally attenuated, improving specificity under common acquisition and storage pipelines. The verifier computes circular phase residuals and applies an adaptive threshold to generate blockwise tamper maps, which are refined to pixel resolution. Across standard distortions (JPEG recompression, Gaussian noise and blur) and localised forgeries (copy–move, inpainting and contrast edits), the scheme maintains diagnostic fidelity (typical PSNR > ${ >} $ 40 dB, SSIM > ${ >} $ 0.98) while delivering precise spatially resolved detection. The design is deterministic and reproducible via seeded keys, integrates with DICOM workflows and is amenable to future quantum hardware realisation. This work contributes a quantum-ready, imperceptible and localisation-oriented approach to medical image authentication suitable for deployment in modern healthcare systems. The proposed QFT phase–only watermark achieves imperceptibility (global PSNR 71 ${sim} 71$ dB; SSIM 0.99999 ${sim} 0.99999$) and detects localised tampering (ROC AUC 0.67 ${sim} 0.67$ under class imbalance).

随着远程医疗、云PACS和人工智能辅助诊断成为常规,医学图像完整性至关重要。我们提出了一个在块量子傅立叶变换(QFT)系数的相位域中嵌入认证签名的篡改定位框架。该水印是纯相位、保能的,并通过具有成对相位差的稀疏中带支持键控;光交叉块耦合施加空间一致性,使局部编辑产生一致的高对比度残差,限制在逆QFT后的操纵区域。由于亮度保持不变,良性光度变化自然减弱,提高了在普通采集和存储管道下的特异性。验证器计算圆相位残差,并应用自适应阈值生成块篡改图,并将其细化到像素分辨率。在标准失真(JPEG再压缩,高斯噪声和模糊)和局部伪造(复制移动,油漆和对比度编辑)中,该方案保持诊断保真度(典型的PSNR >; ${>} $ 40 dB,SSIM > ${>} $ 0.98),同时提供精确的空间分辨检测。该设计通过种子密钥具有确定性和可重复性,与DICOM工作流程集成,并适用于未来的量子硬件实现。这项工作为适合在现代医疗保健系统中部署的医学图像认证提供了一种量子就绪、难以察觉和面向定位的方法。所提出的QFT纯相位水印实现了不可感知性(全局PSNR ~ 71$ {sim} 71$ dB;SSIM ~ 0.99999$ {sim} 0.99999$)并检测局部篡改(ROC AUC ~ 0.67$ {sim} 0.67$在类不平衡下)。
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引用次数: 0
Quantum–Classical Hybrid Architecture for Solving the Muskat–Leverett Model 求解Muskat-Leverett模型的量子-经典混合结构
IF 2.8 Q3 QUANTUM SCIENCE & TECHNOLOGY Pub Date : 2025-11-11 DOI: 10.1049/qtc2.70022
Beimbet Daribayev, Aksultan Mukhanbet, Erlan Makhmut, Nurtugan Azatbekuly, Timur Imankulov

Hybrid quantum–classical architectures demonstrate significant potential for efficiently solving complex physical models. This study focuses on developing and implementing a hybrid quantum–classical algorithm to solve the Muskat–Leverett model by reformulating it as a system of linear equations. By expressing the Muskat–Leverett model in matrix form Ax=b $Ax=b$, we enable the application of quantum algorithms. We leverage classical computational platforms (CPU and GPU) alongside quantum computing to efficiently solve the model, achieving competitive accuracy and demonstrating potential for scalability compared to traditional methods. The Harrow–Hassidim–Lloyd algorithm and the variational quantum linear solver were utilised to design quantum circuits and variational ansatz. The study evaluates quantum solutions with classical optimisation, variational methods, fully classical solutions on graphical processors and purely quantum solutions. Experimental results show that the hybrid architecture, utilising cuQuantum and CUDA-Q, achieves up to 6.42× faster execution compared to CPU implementations and provides a comparable speedup to GPU-based solvers. When applied for large-scale problems, the hybrid approach is also ∼10× faster than standard quantum simulators. Key factors, such as qubits, optimisers and cost functions, were analysed to determine optimal parameters. These results highlight the advantages of hybrid architecture in accelerating and optimising numerical solutions for complex physical models.

混合量子经典架构展示了有效解决复杂物理模型的巨大潜力。本研究的重点是开发和实现一种混合量子经典算法,通过将其重新表述为线性方程组来求解Muskat-Leverett模型。通过将Muskat-Leverett模型表示为矩阵形式Ax=b$ Ax=b$,我们使量子算法的应用成为可能。我们利用经典计算平台(CPU和GPU)以及量子计算来有效地解决模型,实现具有竞争力的准确性,并展示了与传统方法相比具有可扩展性的潜力。利用Harrow-Hassidim-Lloyd算法和变分量子线性解算器设计量子电路和变分分析。该研究通过经典优化、变分方法、图形处理器上的全经典解和纯量子解来评估量子解。实验结果表明,与CPU实现相比,使用cuQuantum和CUDA-Q的混合架构实现了高达6.42倍的执行速度,并提供了与基于gpu的求解器相当的速度提升。当应用于大规模问题时,混合方法也比标准量子模拟器快10倍。分析了关键因素,如量子比特、优化器和成本函数,以确定最佳参数。这些结果突出了混合架构在加速和优化复杂物理模型数值解方面的优势。
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引用次数: 0
Feasibility of Quantum Key Distribution Between Supersonic Aircraft 超声速飞机间量子密钥分配的可行性
IF 2.8 Q3 QUANTUM SCIENCE & TECHNOLOGY Pub Date : 2025-10-22 DOI: 10.1049/qtc2.70018
Solomon Raphael McKiernan, Robert John Collins

Quantum key distribution (QKD) leverages the laws of quantum mechanics to enable the secure transfer of information and is the only known method of key exchange capable of providing verifiable security. While commercial optical fibre based QKD links are available, there are presently no free space based commercial solutions. Furthermore, QKD on airborne platforms has only been experimentally verified at low altitudes and at low speeds. We first survey the academic literature to identify gaps in research and establish a foundation for our own study. Subsequently, this study utilises computational modelling to find that continuous variable (CV) QKD is feasible for high-speed airborne platforms and can provide sufficient data rates (> 100 Mb/s without multiplexing) at suitable ranges (≈15 km with full wavefront correction) for typical supersonic aircraft use cases. The implementation of such a system is economically viable as it can utilise relatively low-cost standard devices developed by the telecommunications industry, as opposed to the specialised equipment typically required for discrete variable (DV) QKD protocols. Our results highlight how the current capabilities of such devices impose limits on the performance (data rates and ranges) of airborne QKD systems.

量子密钥分发(QKD)利用量子力学定律来实现信息的安全传输,是唯一已知的能够提供可验证安全性的密钥交换方法。虽然基于QKD链路的商用光纤是可用的,但目前还没有基于空间的免费商业解决方案。此外,在机载平台上的QKD仅在低空和低速下进行了实验验证。我们首先调查学术文献,找出研究的差距,为我们自己的研究奠定基础。随后,本研究利用计算模型发现,连续变量(CV) QKD对于高速机载平台是可行的,并且可以为典型的超音速飞机用例在合适的距离(含全波前校正≈15公里)上提供足够的数据速率(100 Mb/s,不复用)。这种系统的实施在经济上是可行的,因为它可以利用电信行业开发的相对低成本的标准设备,而不是离散变量(DV) QKD协议通常需要的专用设备。我们的研究结果强调了这些设备的当前能力如何对机载QKD系统的性能(数据速率和范围)施加限制。
{"title":"Feasibility of Quantum Key Distribution Between Supersonic Aircraft","authors":"Solomon Raphael McKiernan,&nbsp;Robert John Collins","doi":"10.1049/qtc2.70018","DOIUrl":"https://doi.org/10.1049/qtc2.70018","url":null,"abstract":"<p>Quantum key distribution (QKD) leverages the laws of quantum mechanics to enable the secure transfer of information and is the only known method of key exchange capable of providing verifiable security. While commercial optical fibre based QKD links are available, there are presently no free space based commercial solutions. Furthermore, QKD on airborne platforms has only been experimentally verified at low altitudes and at low speeds. We first survey the academic literature to identify gaps in research and establish a foundation for our own study. Subsequently, this study utilises computational modelling to find that continuous variable (CV) QKD is feasible for high-speed airborne platforms and can provide sufficient data rates (&gt; 100 Mb/s without multiplexing) at suitable ranges (≈15 km with full wavefront correction) for typical supersonic aircraft use cases. The implementation of such a system is economically viable as it can utilise relatively low-cost standard devices developed by the telecommunications industry, as opposed to the specialised equipment typically required for discrete variable (DV) QKD protocols. Our results highlight how the current capabilities of such devices impose limits on the performance (data rates and ranges) of airborne QKD systems.</p>","PeriodicalId":100651,"journal":{"name":"IET Quantum Communication","volume":"6 1","pages":""},"PeriodicalIF":2.8,"publicationDate":"2025-10-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ietresearch.onlinelibrary.wiley.com/doi/epdf/10.1049/qtc2.70018","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145366644","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A Novel Procedure for Generating Energy Eigenstates From Physical States by Classically Emulated Quantum Simulation: The Hydrogen Molecule as an Example 经典模拟量子模拟物理态生成能量本征态的新方法——以氢分子为例
IF 2.8 Q3 QUANTUM SCIENCE & TECHNOLOGY Pub Date : 2025-10-15 DOI: 10.1049/qtc2.70021
Kazuto Oshima

We propose a novel procedure for generating an arbitrary energy eigenstate from physical states. To validate it, we demonstrate the generation of an energy eigenstate of the H2 ${mathrm{H}}_{2}$ molecule from a superposition of energy eigenstates by classically emulated quantum simulation. We use a Hamiltonian represented by Pauli matrices and concatenated ancilla qubits. Starting from an adequate initial state of physical qubits, we generate a corresponding energy eigenstate by twirling operations, which evolve the system under the Hamiltonian controlled by the ancilla qubits.

我们提出了一种从物理状态生成任意能量本征态的新方法。为了验证它,我们演示了通过经典模拟量子模拟从能量本征态叠加生成h2 ${ mathm {H}}_{2}$分子的能量本征态。我们使用由泡利矩阵和连接的辅助量子位表示的哈密顿量。我们从物理量子比特的适当初始状态出发,通过旋转操作产生相应的能量本征态,使系统在辅助量子比特控制的哈密顿量下演化。
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引用次数: 0
Internet of Things Network Intrusion Detection System Using Quantum and Classical Machine Learning 基于量子和经典机器学习的物联网网络入侵检测系统
IF 2.8 Q3 QUANTUM SCIENCE & TECHNOLOGY Pub Date : 2025-10-09 DOI: 10.1049/qtc2.70020
Kavitha S. S., Dhanush Sagar M. D., Deepak S.

Quantum technology strengthens intrusion detection with unbreakable encryption and highly precise threat sensors, providing unparallelled security against cyber threats. This work proposes the integration of quantum technology into Network Intrusion Detection Systems (IDS), focusing on Machine Learning (ML) algorithms such as Quantum Support Vector Classifier (QSVC) and Quantum Random Forest (QRF) models in comparison with Classical Support Vector Classifier (CSVC) and Classical Random Forest (CRF). The dataset used in all the models is UNSW-NB15. By harnessing vast amounts of UNSW-NB15 data, it is processed in parallel by allowing quantum technology and thereby improving computer power and speed. The results are observed simultaneously by simulating QSVC and QRF in IBM Quantum labs, which shows improved performance of 95.3% $95.3%$ and 98% $98%$ compared to classical CSVC and CRF methods, resulting in 96% $96%$ accuracy. Later, the QSVC and QRF are processed with an optimiser to obtain improved accuracy of 99.2% $99.2%$ for QSVC and 99.78% $99.78%$ for QRF. The proposed framework aims to enhance the resistance and efficiency of IDS in defending against evolutionary cyber threats in a precisely interconnected digital ecosystem.

量子技术通过牢不可破的加密和高度精确的威胁传感器加强了入侵检测,为抵御网络威胁提供了无与伦比的安全性。这项工作提出将量子技术集成到网络入侵检测系统(IDS)中,重点关注机器学习(ML)算法,如量子支持向量分类器(QSVC)和量子随机森林(QRF)模型,与经典支持向量分类器(CSVC)和经典随机森林(CRF)进行比较。所有模型使用的数据集为UNSW-NB15。通过利用大量UNSW-NB15数据,它通过允许量子技术并行处理,从而提高了计算机的能力和速度。在IBM量子实验室对QSVC和QRF进行了模拟,结果表明,与经典的CSVC和CRF方法相比,QSVC和QRF方法的性能分别提高了95.3%和98%。导致96% $96%$的准确度。然后,用优化器对QSVC和QRF进行处理,得到QSVC的精度提高到99.2% $99.2%$,QRF的精度提高到99.78% $99.78%$。提出的框架旨在提高IDS在精确互联的数字生态系统中防御进化网络威胁的抵抗力和效率。
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引用次数: 0
Approaches to Quantum Remote Memory Attestation 量子远程存储器认证方法
IF 2.8 Q3 QUANTUM SCIENCE & TECHNOLOGY Pub Date : 2025-10-05 DOI: 10.1049/qtc2.70019
Jesse Laeuchli, Rolando Trujillo Rasua

In this article, we uncover flaws and pitfalls of a quantum-based remote memory attestation procedure for Internet of things devices. We also show limitations of quantum memory that suggests the attestation problem for quantum memory is fundamentally different to the attestation problem for classical memory, even when the devices can perform quantum computation. The identified problems are of interest for quantum-based security protocol designers in general, particularly those dealing with corrupt devices. Finally, we make use of the lessons learnt to design a quantum-based attestation system for classical memory with improved communication efficiency and security.

在本文中,我们揭示了物联网设备基于量子的远程内存认证过程的缺陷和陷阱。我们还展示了量子存储器的局限性,这表明量子存储器的认证问题与经典存储器的认证问题有着根本的不同,即使设备可以执行量子计算。所确定的问题是基于量子的安全协议设计人员感兴趣的问题,特别是那些处理损坏设备的问题。最后,我们利用所学到的经验教训,设计了一个基于量子的经典存储器认证系统,提高了通信效率和安全性。
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引用次数: 0
Quantum Key Distribution-Adaptation-Based Security Enhancement of Software-Defined Optical Network via Dynamic Quantum Resource Management 基于量子密钥分配自适应的动态量子资源管理增强软件定义光网络安全性
IF 2.8 Q3 QUANTUM SCIENCE & TECHNOLOGY Pub Date : 2025-09-30 DOI: 10.1049/qtc2.70017
Vimal Bhatia, Adolph Kasegenya, Bowen Chen

With the rising demand for secure and reliable telecommunication networks, efficient resource allocation strategies in quantum key distribution-based software-defined optical networks (SDONs) are becoming essential. In this research, we propose a heuristic adaptive quantum routing (RWTA_AQR) algorithm for routing, wavelength and timeslot assignment. RWTA_AQR utilises the FirstFit algorithm to assign wavelengths in both contiguous and noncontiguous timeslots for optimal resource utilisation based on the priority. To verify its effectiveness, the proposed RWTA_AQR is tested on NSFNET and UBN24 network topologies under diversified traffic models, towards low as well as high demand, network congestion scenarios. We use network security performance (NSP), success ratio of connection requests, timeslot utilisation, quantum key utilisation, blocking probability (BP) and security downgrade ratio as metrics to prove its effectiveness against the existing methods based on flexible security level, strict security level and classical approach. The results demonstrate that RWTA_AQR performs better by allowing NSP of up to 90% and having the lowest BP (below 10%) at lower traffic load. The proposed solution provides a systematic trade-off in security and resource utilisation with controlled overhead for improving the performance of QKD-SDONs in dynamic resource-constrained environments.

随着人们对安全可靠的电信网络的需求日益增长,基于量子密钥分配的软件定义光网络(sdn)中有效的资源分配策略变得至关重要。在这项研究中,我们提出了一种启发式自适应量子路由(RWTA_AQR)算法,用于路由,波长和时隙分配。RWTA_AQR利用FirstFit算法在连续和非连续时点分配波长,以基于优先级实现最佳资源利用。为了验证本文提出的RWTA_AQR算法的有效性,分别在NSFNET和UBN24网络拓扑上,针对低需求和高需求的网络拥塞场景,在多种流量模型下进行了测试。以网络安全性能(NSP)、连接请求成功率、时隙利用率、量子密钥利用率、阻塞概率(BP)和安全降级率为指标,对比现有基于灵活安全级别、严格安全级别和经典方法的有效性。结果表明,RWTA_AQR在较低的流量负载下允许NSP高达90%,并且具有最低的BP(低于10%),从而具有更好的性能。提出的解决方案在安全性和资源利用方面提供了系统的权衡,并控制了开销,以提高动态资源受限环境中qkd - sdn的性能。
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引用次数: 0
A Generalised Transform Methodology Using Quantum Computation and Its Application for Electrocardiogram (ECG) Classification 基于量子计算的广义变换方法及其在心电图分类中的应用
IF 2.8 Q3 QUANTUM SCIENCE & TECHNOLOGY Pub Date : 2025-09-20 DOI: 10.1049/qtc2.70012
Bidisha Dhara, Monika Agrawal, Sumantra Dutta Roy

Transforms play a pivotal role in the study of signals and images. With the advent of quantum systems, analysing signals in the quantum domain is of particular interest. In this work, we aim to build a generalised transform circuit in the quantum domain. We have shown the working of this circuit for Wavelet transform, Fourier transform, and Discrete Cosine Transform (DCT) on 1D $1-D$ vector, 2D $2-D$ matrix, and an image respectively. We also take inverse transforms in each of the cases to match with the given initial input. We use simulators for this work, and the results obtained are favourable. We further use this circuit for classification of heart beats as it is an essential task in detection of cardiac diseases. We utilise both classical and quantum computation to classify beats of Electrocardiogram (ECG, hereafter) signals into normal and not-normal beats (non-beats and abnormal beats). This novel architecture to carry out transform is quite general and can be used for any arbitrary transform.

变换在信号和图像的研究中起着举足轻重的作用。随着量子系统的出现,分析量子领域的信号变得特别有趣。在这项工作中,我们的目标是在量子域建立一个广义变换电路。我们已经展示了该电路分别对1−D$ 1-D$矢量、2−D$ 2-D$矩阵和图像进行小波变换、傅里叶变换和离散余弦变换(DCT)的工作原理。我们还对每种情况进行逆变换以匹配给定的初始输入。我们使用了模拟器来进行这项工作,得到了良好的结果。我们进一步使用该电路进行心跳分类,因为它是检测心脏疾病的重要任务。我们利用经典计算和量子计算将心电图(ECG)信号的心跳分为正常和不正常的心跳(非心跳和异常心跳)。这种实现变换的新架构具有较强的通用性,可用于任意变换。
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引用次数: 0
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IET Quantum Communication
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