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RT-SCNNs: real-time spiking convolutional neural networks for a novel hand gesture recognition using time-domain mm-wave radar data RT-SCNN:利用时域毫米波雷达数据进行新型手势识别的实时尖峰卷积神经网络
IF 1.4 4区 计算机科学 Q3 Engineering Pub Date : 2024-01-09 DOI: 10.1017/s1759078723001575
Ahmed Shaaban, Maximilian Strobel, Wolfgang Furtner, Robert Weigel, Fabian Lurz
This study introduces a novel approach to radar-based hand gesture recognition (HGR), addressing the challenges of energy efficiency and reliability by employing real-time gesture recognition at the frame level. Our solution bypasses the computationally expensive preprocessing steps, such as 2D fast Fourier transforms (FFTs), traditionally employed for range-Doppler information generation. Instead, we capitalize on time-domain radar data and harness the energy-efficient capabilities of spiking neural networks (SNNs) models, recognized for their sparsity and spikes-based communication, thus optimizing the overall energy efficiency of our proposed solution. Experimental results affirm the effectiveness of our approach, showcasing significant classification accuracy on the test dataset, with peak performance achieving a mean accuracy of 99.75%. To further validate the reliability of our solution, individuals who have not participated in the dataset collection conduct real-time live testing, demonstrating the consistency of our theoretical findings. Real-time inference reveals a substantial degree of spikes sparsity, ranging from 75% to 97%, depending on the presence or absence of a performed gesture. By eliminating the computational burden of preprocessing steps and leveraging the power of (SNNs), our solution presents a promising alternative that enhances the performance and usability of radar-based (HGR) systems.
本研究介绍了一种基于雷达的手势识别(HGR)新方法,通过在帧级采用实时手势识别,解决了能效和可靠性方面的难题。我们的解决方案绕过了计算成本高昂的预处理步骤,例如传统上用于生成测距-多普勒信息的二维快速傅立叶变换(FFT)。取而代之的是,我们利用时域雷达数据,并利用尖峰神经网络(SNN)模型的高能效能力(因其稀疏性和基于尖峰的通信而广受认可),从而优化了我们提出的解决方案的整体能效。实验结果证实了我们方法的有效性,在测试数据集上展示了显著的分类准确性,最高性能达到 99.75% 的平均准确性。为了进一步验证我们解决方案的可靠性,未参与数据集收集的个人进行了实时现场测试,证明了我们理论研究结果的一致性。实时推理显示了相当程度的尖峰稀疏性,从 75% 到 97% 不等,这取决于是否存在已执行的手势。通过消除预处理步骤的计算负担并利用(SNN)的强大功能,我们的解决方案提供了一种有前途的替代方案,可提高基于雷达的(HGR)系统的性能和可用性。
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引用次数: 0
Design and realization of a compact substrate integrated coaxial line butler matrix for beamforming applications 设计和实现用于波束成形应用的紧凑型基底集成同轴线管家矩阵
IF 1.4 4区 计算机科学 Q3 Engineering Pub Date : 2024-01-08 DOI: 10.1017/s1759078723001502
Satya Krishna Idury, Nicoló Delmonte, Lorenzo Silvestri, Maurizio Bozzi, Soumava Mukherjee

This article presents the modeling and realization of a compact substrate integrated coaxial line (SICL) based butler matrix operating at 5 GHz for beam-forming applications. The proposed 4 × 4 butler matrix is developed using SICL-based hybrid coupler, crossover, and phase shifter. A compact 90 coupler comprising of center tapped unequal stubs is designed to enhance the size reduction as well as to extend the out of band rejection. Wideband SICL-based crossover operating from DC to 10 GHz is conceived for the proposed butler matrix using a plated through hole as transition. The SICL crossover features very high measured isolation of 65 dB owing to the reduction in coupling between the two signal paths within a lateral footprint of only 0.034 $lambda_g^2$. A meandered SICL-based line is used in order to provide the necessary 45 and 0 phase shift to realize the butler matrix. The fully shielded and self-packaged compact 4 × 4 SICL-based butler matrix is fabricated and experimentally validated to operate at 5 GHz.

本文介绍了一种基于基底集成同轴线(SICL)的紧凑型管家矩阵的建模和实现,该矩阵工作频率为 5 GHz,适用于波束形成应用。所提出的 4 × 4 管家矩阵采用基于 SICL 的混合耦合器、分频器和移相器。为减小尺寸并扩大带外抑制能力,设计了一个由中心抽头不等根组成的紧凑型 90∘耦合器。利用电镀通孔作为过渡,为拟议的管家矩阵设计了工作频率从直流到 10 GHz 的基于 SICL 的宽带分频器。SICL 分频器的测量隔离度高达 65 dB,这是由于在仅 0.034 $lambda_g^2$ 的横向占地面积内减少了两个信号路径之间的耦合。为了提供必要的 45∘ 和 0∘ 相移以实现管家矩阵,使用了基于 SICL 的迂回线路。基于 SICL 的全屏蔽、自封装紧凑型 4 × 4 管家矩阵已经制作完成,并通过实验验证可在 5 GHz 频率下工作。
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引用次数: 0
Wideband design and modeling of efficient multi-resonance reflective linear-to-circular polarization converter 高效多谐振反射式线性到圆极化转换器的宽带设计与建模
IF 1.4 4区 计算机科学 Q3 Engineering Pub Date : 2024-01-08 DOI: 10.1017/s1759078723001629
Reza Zaker, Farid Jolani

A reflective linear-to-circular polarization converter based on dual frequency-selective structures (FSSs) is proposed and modeled to exhibit efficient wideband performance. The design utilizes a diagonal array of two connected circular patches as an effective anisotropy with regular current distribution in several successive resonances, resulting in orthogonal reflections with a 90° phase difference. The relevant upper-part characteristic is improved by using two separate square patches as a high-frequency resonator. This design with distinct key parameters leads to high overlapping and then excellent bandwidth and efficiency over 105% and 96%, respectively, with an axial ratio below 1.7 dB. A sophisticated equivalent circuit-admittance model including effective mutual coupling between two FSSs is extracted, featuring closed-form equations for the physical design. Different dielectric constants are studied on the converter, which offer controllable coverage in the range of 3–24 GHz (S, C, X, Ku, and K bands), variably. For actual validation, a very thin (0.04λ0 at 3.65 GHz) 8 × 8 array prototype was built and measured at different incident angles, showing angular stability up to 45° in 78% (6–14 GHz) bandwidth. This converter has potential applications in communication, spectroscopy, detection, and imaging in micro-, mm-, and THz-wave regions.

本文提出了一种基于双频率选择结构(FSS)的反射式线性到圆形极化转换器,并对其进行了建模,以显示出高效的宽带性能。该设计利用由两个相连的圆形贴片组成的对角阵列作为有效的各向异性,在几个连续谐振中具有规则的电流分布,从而产生相位差为 90° 的正交反射。通过使用两个独立的方形贴片作为高频谐振器,改进了相关的上部特性。这种设计具有独特的关键参数,可实现高重叠率和出色的带宽和效率,带宽和效率分别超过 105% 和 96%,轴向比低于 1.7 dB。我们提取了一个复杂的等效电路-导纳模型,包括两个 FSS 之间的有效相互耦合,为物理设计提供了闭式方程。对转换器的不同介电常数进行了研究,这些介电常数可在 3-24 GHz(S、C、X、Ku 和 K 波段)范围内提供可控覆盖。为了进行实际验证,我们制作了一个非常薄(3.65 千兆赫时为 0.04λ0)的 8 × 8 阵列原型,并在不同入射角度下进行了测量,结果显示在 78% (6-14 千兆赫)带宽内角度稳定性高达 45°。这种转换器有望应用于微波、毫米波和太赫兹波区域的通信、光谱学、探测和成像。
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引用次数: 0
High gain metasurface integrated millimeter-wave planar antenna – CORRIGENDUM 高增益元表面集成毫米波平面天线 - CORRIGENDUM
IF 1.4 4区 计算机科学 Q3 Engineering Pub Date : 2024-01-04 DOI: 10.1017/s1759078723001514
M. U. Tahir, U. Rafique, M. M. Ahmed, Syed Muzahir Abbas, Shahid Iqbal, Sai-Wai Wong
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引用次数: 0
Design and implementation of hybrid fed array antennae for Sub-6 GHz and 5G mm-wave communication and wireless applications 面向 6GHz 以下频率和 5G 毫米波通信与无线应用的混合馈电阵列天线的设计与实现
IF 1.4 4区 计算机科学 Q3 Engineering Pub Date : 2024-01-04 DOI: 10.1017/s1759078723001496
Arun Raj, Durbadal Mandal

This paper proposes fractal-inspired array antennae for wideband applications. The proposed antennae have a resonance frequency range of 20–40 GHz. The modified fractal antennae are fabricated with a height of 1.6 mm, substrate width, and length of 100, 50, 25, and 18.75 mm2, and a simulated result shows that the gain is increased to 11.04, 11.9, 8.4, and 6 dBi, and the designed antennae radiate power with directivity of 11.3, 13.4, 9.29, and 7.17 dBi concerning proposed designs A, B, C, and D, respectively. The proposed antennae with 5G New Radio (NR) bands have more radiation concerning resonate frequencies in the 20–40 GHz range with Φ = 0°, Φ = 90°, and θ = 90°. Moreover, the bandwidths for applications covered in the 5G NR and sub-6G are 1.92, 0.73, 0.7, 2.4, 1.3, 5.3, and 1.26 GHz, and 3.4, 3.7, 2.67, and 4.65 GHz, and 2, 3.5, and 1.57 GHz, and 2.5, 1.5, and 1.0 GHz with the maximum return loss of 37 dB, 32.8 dB, 31.2 dB, and 23 dB with corresponding resonate frequencies as 21.5, 27.6, 33, and 27.6 GHz concerning designs A, B, C, and D, respectively. The proposed antennae have been implemented and validated using Computer Simulation Technology (CST), Vector Network Analyzer (VNA), spectrum analyzer, and power sensor.

本文提出了用于宽带应用的分形启发阵列天线。建议的天线谐振频率范围为 20-40 GHz。仿真结果表明,增益分别提高到 11.04、11.9、8.4 和 6 dBi,设计的天线辐射功率的指向性分别为 11.3、13.4、9.29 和 7.17 dBi。拟议的 5G 新无线电(NR)频段天线在 20-40 GHz 范围内的Φ = 0°、Φ = 90°和θ = 90°共振频率具有更大的辐射。此外,5G NR 和 6G 以下应用的带宽分别为 1.92、0.73、0.7、2.4、1.3、5.3 和 1.26 GHz,以及 3.4、3.7、2.67 和 4.65 GHz,以及 2、3.5 和 1.57 GHz,以及 2.5、1.5 和 1.0 GHz。设计 A、B、C 和 D 的最大回波损耗分别为 37 dB、32.8 dB、31.2 dB 和 23 dB,相应的谐振频率分别为 21.5、27.6、33 和 27.6 GHz。已使用计算机仿真技术(CST)、矢量网络分析仪(VNA)、频谱分析仪和功率传感器实现并验证了拟议的天线。
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引用次数: 0
Quasioptical Fresnel-based lens antenna with frequency-steerable focal length for millimeter wave radars 用于毫米波雷达、焦距可调的准光学菲涅尔透镜天线
IF 1.4 4区 计算机科学 Q3 Engineering Pub Date : 2023-12-22 DOI: 10.1017/s1759078723001472
Niklas Muckermann, J. Barowski, N. Pohl
This article presents the design of a dielectric lens antenna that utilizes the concept of a stepped Fresnel lens for focusing electromagnetic millimeter waves. Based on the quasi-optical properties of these waves, a Cartesian Oval is optimized and employed as a focusing lens. Multiple such lenses are combined to two different Fresnel-based lens antennas. We survey these newly designed lens antennas and compare them with a focusing lens antenna based on a Cartesian oval and a far-field lens antenna. Simulations and measurements with a frequency-modulated continuous-wave (FMCW) radar validate the effectiveness of the new design, demonstrating an even improved focus size while significantly reducing the size and weight of the lens antenna by up to 53% and by nearly 48 %, respectively. Additionally, the Fresnel-based lens antennas reveal a frequency dependency, enabling frequency-based steering of the focal length over a wide relative tuning range of 177%, which we thoroughly investigate for various bandwidths and center frequencies.
本文介绍了一种介质透镜天线的设计,它利用阶梯菲涅尔透镜的概念来聚焦电磁毫米波。根据这些波的准光学特性,对笛卡尔椭圆形进行了优化,并将其用作聚焦透镜。多个这样的透镜被组合成两个不同的基于菲涅尔透镜的天线。我们研究了这些新设计的透镜天线,并将它们与基于笛卡尔椭圆形的聚焦透镜天线和远场透镜天线进行了比较。使用频率调制连续波(FMCW)雷达进行的仿真和测量验证了新设计的有效性,表明聚焦尺寸得到了进一步改善,同时透镜天线的尺寸和重量分别显著减少了 53% 和近 48%。此外,基于菲涅尔的透镜天线显示出频率依赖性,可在 177% 的宽相对调谐范围内实现基于频率的焦距转向,我们对各种带宽和中心频率进行了深入研究。
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引用次数: 0
In situ resistivity measurement of metal surfaces to track down dislocations caused by high field conditioning 对金属表面进行原位电阻率测量,追踪高场调节引起的位错
IF 1.4 4区 计算机科学 Q3 Engineering Pub Date : 2023-12-22 DOI: 10.1017/s1759078723001411
M. Coman, M. Jacewicz, D. Dancila
Conditioning of a metal surface in a high-voltage system is the progressive development of resistance to vacuum arcing over the operational life of the system. This is relevant for accelerator cavities, where high level of performance is only achievable after a long conditioning period. Beyond the accelerator research field, this is an important topic for any technology where breakdowns can cause device failure, either by directly disrupting device operation or by causing cumulative hardware damage. We are developing a direct method to measure the surface resistivity of a metal surface that is being conditioned with a HV DC system by inducing a high frequency (GHz) radio-frequency current in the parallel-plate electrode system. If the system can function as a resonant cavity, the surface resistivity data would be encoded in its quality factor (Q-factor). The changes in the resistivity measured in cryogenic conditions would indicate a formation of dislocations under the surface, something that has been speculated as an important process behind the conditioning. In this paper, we present two modified designs of the electrode system, which will act as a resonant cavity, the results of 3D EM simulations and experimental results regarding the characterization of this resonant system.
高压系统中金属表面的调节是指在系统的运行寿命期间逐步提高对真空电弧的抵抗能力。这与加速器腔体息息相关,因为只有经过较长的调节期才能达到较高的性能水平。除了加速器研究领域之外,这对于任何技术来说都是一个重要课题,因为在这些技术中,故障会直接中断设备运行或造成累积性硬件损坏,从而导致设备失效。我们正在开发一种直接方法,通过在平行板电极系统中感应高频(GHz)射频电流,测量正在使用高压直流系统调节的金属表面的表面电阻率。如果该系统能发挥谐振腔的作用,则表面电阻率数据将被编码为其品质因数(Q 因子)。在低温条件下测量到的电阻率的变化将表明表面下位错的形成,这被推测为调节背后的一个重要过程。在本文中,我们介绍了两种经过改进的电极系统设计,它们将充当谐振腔、三维电磁模拟结果以及有关该谐振系统特征的实验结果。
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引用次数: 0
The study of shadowing effect for LTE and 5G networks in suburban environment 郊区环境中 LTE 和 5G 网络的阴影效应研究
IF 1.4 4区 计算机科学 Q3 Engineering Pub Date : 2023-12-15 DOI: 10.1017/s1759078723001423
Shi Jie Seah, Siat Ling Jong, Hong Yin Lam, Chee Yen Leow
The presence of obstacles in the propagation path is a critical factor in air-to-ground (AG) communication. The behavior of wireless signal propagation depends on several variables, such as frequency, building height, elevation angle, and street design. This paper aims to compare the three established line of sight (LOS) probability model based on actual site data, including the building geometry in suburban environment. The comparison between these three models using the site data provide a guideline for selecting the LOS probability model based on the optimistic and pessimistic predictions. The shadowing loss was evaluated at frequencies 2 and 3.5 GHz with an elevation angle of 20° in two suburban locations at Universiti Tun Hussein Onn Malaysia. Three prediction models, ITU-R P.1410-5, Holis and Pechac, and Pang et al., available in the literature were used to identify and compare the line-of-sight probability. By focusing on the shadowing model in suburban area, the guideline for optimizing LOS communications or navigation in these challenging environments can be developed. The finding highlights the importance of considering building height in AG communication for network performance evaluation and design.
传播路径中存在障碍物是空对地(AG)通信的一个关键因素。无线信号的传播行为取决于多个变量,如频率、建筑物高度、仰角和街道设计。本文旨在根据实际现场数据,包括郊区环境中建筑物的几何形状,对已建立的三种视线(LOS)概率模型进行比较。利用现场数据对这三种模型进行比较,可为根据乐观和悲观预测选择视线概率模型提供指导。在马来西亚敦侯赛因大学的两个郊区地点,对仰角为 20°、频率为 2 和 3.5 GHz 的阴影损耗进行了评估。文献中提供的三种预测模型(ITU-R P.1410-5、Holis 和 Pechac 以及 Pang 等人)被用来确定和比较视线概率。通过重点研究郊区的阴影模型,可以制定在这些具有挑战性的环境中优化 LOS 通信或导航的指南。研究结果突出了在 AG 通信中考虑建筑物高度对网络性能评估和设计的重要性。
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引用次数: 0
Robust adaptive beamforming via residual convolutional neural network 通过残差卷积神经网络实现鲁棒自适应波束成形
IF 1.4 4区 计算机科学 Q3 Engineering Pub Date : 2023-12-11 DOI: 10.1017/s175907872300140x
Fulai Liu, Dongbao Qin, Xubin Li, Yufeng Du, Xiuquan Dou, Ruiyan Du
Aiming at the problem that the covariance matrix includes the desired signal and the signal steer vector mismatches will degrade the beamforming performance, an effective robust adaptive beamforming (RAB) approach is presented in this paper based on a residual convolutional neural network (RAB-RCNN). In the presented method, the RAB-RCNN model is designed by introducing a residual unit, which can extract the deeper features from the signal sample covariance matrix. Residual noise elimination and interferences power estimation are utilized to reconstruct the desired signal covariance matrix, and correct the mismatched steering vector (SV) by the eigenvalue decomposition of the reconstructed desired signal covariance matrix. The projection method is utilized to redesign the signal interference-plus-noise covariance matrix. Furthermore, the beamforming weight vector is calculated with the two parameters obtained before and used as the label of the RAB-RCNN model, The trained model can rapidly and precisely output the predicted beamforming weight vector without complex matrix operations, including the matrix inversion of the signal covariance matrix, so that the calculation time can be reduced for beamforming. Simulations demonstrate the robustness of the presented approach against SV mismatches due to the direction-of-arrival estimation error, sensor position error, and local scattering interference.
针对包括期望信号的协方差矩阵和信号转向向量不匹配会降低波束成形性能的问题,本文提出了一种基于残差卷积神经网络(RAB-RCNN)的有效鲁棒自适应波束成形(RAB)方法。在所介绍的方法中,RAB-RCNN 模型是通过引入一个残差单元来设计的,它可以从信号样本协方差矩阵中提取更深层次的特征。利用残差噪声消除和干扰功率估计来重建期望信号协方差矩阵,并通过对重建的期望信号协方差矩阵进行特征值分解来修正不匹配的转向矢量(SV)。利用投影法重新设计信号干扰加噪声协方差矩阵。训练后的模型无需进行复杂的矩阵运算(包括信号协方差矩阵的矩阵反转),就能快速、精确地输出预测的波束成形权重向量,从而缩短波束成形的计算时间。仿真证明了所提出的方法对到达方向估计误差、传感器位置误差和局部散射干扰造成的 SV 失配具有鲁棒性。
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引用次数: 0
Magnetic-electric dipole circularly polarized antenna with unidirectional radiation pattern with improved characteristics 具有改进特性的单向辐射模式的磁电偶极子圆极化天线
IF 1.4 4区 计算机科学 Q3 Engineering Pub Date : 2023-12-11 DOI: 10.1017/s1759078723001393
Seied Ali Banihashem, Pejman Mohammadi, Yashar Zehforoosh
In this paper, a compact unidirectional antenna consisting of a planar electric dipole and a shortened connecting element is introduced. This antenna is excited by a Γ-shaped feeding line. A wide impedance bandwidth in the frequency range of 1.3–3.3 GHz is observed in the output performance. Sufficient main lobe and low level back lobe have been introduced as other characteristics of the structure, based on radiation patterns. The antenna design process is evaluated step-by-step and using parametric study based on the antenna geometry. One of the main features of the desired antenna is the realization of circular polarization in a high percentage of the operational bandwidth 1.5–3.3 GHz. The radiation patterns of the orthogonal planes E-field and H-field along with the left-handed and right-handed circular polarization patterns for the desired antenna have been extracted and analyzed. A three-dimensional structure in the form of stacked stepped disks (SSD) is introduced to increase overall performance of antenna. There is an acceptable similarity between the E-field and H-field page patterns, which shows the accuracy of the design process. On the other hand, for studying the circular polarization, left-handed and right-handed patterns based on the main beam direction and orthogonal polarization level have acceptable performance. The maximum overall gain of the antenna in the designed frequency band is near to 13 dB.
本文介绍了一种由平面电偶极子和缩短的连接元件组成的紧凑型单向天线。该天线由Γ形馈电线激励。输出性能在 1.3-3.3 GHz 频率范围内具有较宽的阻抗带宽。根据辐射模式,还引入了足够的主叶和低电平后叶作为该结构的其他特征。根据天线的几何形状,利用参数研究对天线设计过程进行了逐步评估。理想天线的主要特征之一是在 1.5-3.3 千兆赫的高比例工作带宽内实现圆极化。我们提取并分析了正交平面 E 场和 H 场的辐射模式,以及理想天线的左旋和右旋圆极化模式。为了提高天线的整体性能,引入了堆叠阶梯盘(SSD)形式的三维结构。E 场和 H 场页面图案之间的相似度可以接受,这表明了设计过程的准确性。另一方面,在研究圆极化时,基于主波束方向和正交极化水平的左手和右手图案具有可接受的性能。天线在设计频段内的最大整体增益接近 13 dB。
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引用次数: 0
期刊
International Journal of Microwave and Wireless Technologies
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