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Physics-informed surrogates for electromagnetic dynamics using Transformers and graph neural networks 使用变压器和图神经网络的电磁动力学物理信息代用器
IF 1.1 4区 计算机科学 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-02-15 DOI: 10.1049/mia2.12463
O. Noakoasteen, C. Christodoulou, Z. Peng, S. K. Goudos

A novel use case for two data-driven models, namely, a Transformer and a convolutional graph neural network (CGNN) is proposed. The authors propose to use these models for emulating the dynamics of electromagnetic (EM) propagation and scattering. The Transformer translates a past sequence into a future sequence by constructing representations from the past and using it to predict the future, taking all of its own previous predictions as input at each step of prediction. The CGNN updates the current state of attribute vectors of each node by passing it information (messages) from all of its neighbouring nodes. We train these models with FDTD simulations of plane waves propagating and scattering from PEC objects. The authors demonstrate that, within the bounds of computational resources, the Transformer can be utilised as a surrogate for EM dynamics, providing 14× speed-up, while the CGNN can be utilised as a next-frame predictor, providing 9× speed-up. When comparing the accuracy of these two models with the authors’ previously developed Encoder-Recurrent-Decoder (ERD) model, it is observed that the error for both the Transformer and the CGNN remains within the same bound for the ERD model. To the best of the authors’ knowledge, this work is the first to utilise the Transformer as a surrogate for EM dynamics.

本文提出了两个数据驱动模型(即变压器和卷积图神经网络 (CGNN))的新用例。作者建议使用这些模型模拟电磁(EM)传播和散射的动态。转换器通过构建过去的表征,将过去的序列转换为未来的序列,并用它来预测未来,在预测的每一步都将自己之前的所有预测作为输入。CGNN 通过传递来自所有相邻节点的信息(消息)来更新每个节点属性向量的当前状态。我们通过对从 PEC 物体传播和散射的平面波进行 FDTD 仿真来训练这些模型。作者证明,在计算资源允许的范围内,Transformer 可用作电磁动力学的替代物,速度提高了 14 倍,而 CGNN 可用作下一帧预测器,速度提高了 9 倍。在将这两个模型的准确性与作者之前开发的编码器-逆流-解码器(ERD)模型进行比较时,可以发现变换器和 CGNN 的误差与 ERD 模型的误差保持在同一范围内。据作者所知,这项工作是首次利用变换器作为电磁动力学的替代物。
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引用次数: 0
Autoregressive modelling for Sub-THz spatio-temporal wideband scattered reflection coefficient measurement of complex structures 用于测量复杂结构的次 THz 时空宽带散射反射系数的自回归模型
IF 1.1 4区 计算机科学 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-02-13 DOI: 10.1049/mia2.12461
Demos Serghiou, Mohsen Khalily, Ali Ali, Tim Brown, Rahim Tafazolli

The authors present spatio-temporally resolved wideband measurements of Sub-Terahertz (Sub-THz) reflection coefficients in the frequency range of 92–110 GHz. A stochastic model for single reflection fixed links that is capable of modelling random scattering from small-scale discontinuities such as those encountered in complex structures in walls and partitions of buildings is presented. The model auto-regressively produces filter coefficients that are fed into an Infinite-Impulse-Response (IIR) filter which convolves them with the spatio-temporal series in order to generate the next output sample based on previous observations. The IIR filter allows for flexible stochastic generation of samples, and its parameters can be adjusted as needed to suit different channel conditions. A total of 20 suitable start-up filter coefficients are generated from 21.7 % of the sample size for each complex delay tap distribution, which corresponds to 50 complex instances of the channel. These coefficients are then utilised to validate the remaining measured sample set. The model is in quantitative agreement with measurement statistics and can be used to construct relatively simple modified reflection coefficients that can be used in micro-cellular ray-optical network planning tools.

作者介绍了 92-110 千兆赫频率范围内亚太赫兹(Sub-THz)反射系数的时空分辨宽带测量结果。文中介绍了一种用于单反射固定链路的随机模型,该模型能够模拟来自小尺度不连续面的随机散射,例如在复杂结构的墙壁和建筑物隔板中遇到的不连续面。该模型可自动递增滤波器系数,并将其输入无穷脉冲响应(IIR)滤波器,该滤波器将系数与时空序列卷积在一起,以便根据先前的观测结果生成下一个输出样本。IIR 滤波器可以灵活地随机生成样本,其参数可根据需要进行调整,以适应不同的信道条件。从每个复杂延迟抽头分布的 21.7% 样本大小中,共生成 20 个合适的启动滤波器系数,这相当于 50 个复杂的信道实例。然后利用这些系数来验证剩余的测量样本集。该模型在数量上与测量统计数据一致,可用于构建相对简单的修正反射系数,这些系数可用于微蜂窝光线-光学网络规划工具。
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引用次数: 0
Boosting the performance of low-cost eco-friendly pyramidal absorbers with a Salisbury screen 用索尔兹伯里滤网提高低成本环保型金字塔吸收器的性能
IF 1.7 4区 计算机科学 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-02-07 DOI: 10.1049/mia2.12458
A. Sahraei, R. A. Sadeghzadeh, H. Aliakbarian, Guy A. E. Vandenbosch

Instead of using expensive highly performing conventional pyramidal absorbers, in some cases, the use of absorbers based on very cheap eco-friendly materials is an attractive alternative. The authors introduce a novel technique to improve the absorption bandwidth of these intrinsically low-quality absorbers by adding a Salisbury screen at the base of the pyramidal absorber, which adds two extra design parameters. The first is the resistive sheet surface impedance, and the second is the resonance frequency of the Salisbury screen. By tuning these two parameters, better impedance matching can be obtained. This is verified with the help of a transmission line model, full-wave simulations, and measurements. The method is applied to two different lower-quality absorbers found in the literature. In the first absorber, the operating bandwidth is increased at the lower frequency side by 40%, and in the second one, this is about 90%. Finally, a prototype of an eco-friendly combined absorber is designed and fabricated. The measurement validates the expected behaviour.

在某些情况下,与其使用昂贵的高性能传统金字塔形吸收器,使用基于非常廉价的环保材料的吸收器不失为一种有吸引力的替代方法。作者介绍了一种新技术,通过在金字塔形吸收器底部添加索尔兹伯里屏,增加两个额外的设计参数,从而改善这些内在低质量吸收器的吸收带宽。第一个是电阻片表面阻抗,第二个是索尔兹伯里屏的共振频率。通过调整这两个参数,可以获得更好的阻抗匹配。我们借助传输线模型、全波模拟和测量结果验证了这一点。该方法适用于文献中两种不同的低质量吸收器。在第一个吸收器中,低频端的工作带宽增加了 40%,而在第二个吸收器中,工作带宽增加了约 90%。最后,我们设计并制造了一个环保型组合吸收器原型。测量结果验证了预期行为。
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引用次数: 0
A novel 4 × 4 butler matrix with continuously tunable phase covering 360° range and application for 1-D and 2-D beam scanning array 新型 4 × 4 Butler 矩阵,相位连续可调,覆盖 360° 范围,适用于一维和二维光束扫描阵列
IF 1.7 4区 计算机科学 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-02-06 DOI: 10.1049/mia2.12459
Junzhi Zhang, Jianxin Li, Anrong Chen, JianJia Hu, Tao Yang, Pei-Ling Chi

A novel 4 × 4 Butler Matrix (BM) with continuously tunable phase covering phase range from −180° to 180° is proposed using substrate integrated waveguide technology. The proposed BM consists of two H-plane hybrid couplers, two E-plane hybrid couplers and four 180° tunable phase shifters. With this simple configuration, the proposed BM can realise a continuously tunable progressive phase difference from −180° to 180° in a one-dimensional (1-D) or two-dimensional (2-D) form. For demonstration, the proposed BM has been fabricated to feed a 1 × 4 or 2 × 2 broadband microstrip antenna arrays. The fabricated prototype has a 16.7% fractional impendence bandwidth centred at 6 GHz. The measured pattern for the 1-D array showed a continuous beam scanning range from −39° to 39° in H-Plane, while the measured radiation patterns for the 2-D array showed continuous beam range from −27° to 30° in elevation and 0°–180° in azimuth. The measurement results were in good agreement with the simulation results.

利用基底集成波导技术,提出了一种新型 4 × 4 Butler Matrix (BM),其相位连续可调,相位范围从 -180° 到 180°。拟议的 BM 由两个 H 平面混合耦合器、两个 E 平面混合耦合器和四个 180° 可调移相器组成。通过这种简单的配置,拟议的 BM 可以一维(1-D)或二维(2-D)形式实现从 -180° 到 180° 的连续可调渐进相位差。为进行演示,我们制作了拟议的 BM,用于为 1 × 4 或 2 × 2 宽带微带天线阵列提供馈电。制作的原型具有 16.7% 的分数阻抗带宽,中心频率为 6 GHz。一维阵列的测量图案显示出 H 平面上 -39° 至 39° 的连续波束扫描范围,而二维阵列的测量辐射图案显示出仰角 -27° 至 30° 和方位角 0° 至 180° 的连续波束范围。测量结果与模拟结果十分吻合。
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引用次数: 0
Compact Archimedean spiral antenna with high gain for electrostatic discharge detection 用于静电放电检测的高增益紧凑型阿基米德螺旋天线
IF 1.7 4区 计算机科学 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-01-26 DOI: 10.1049/mia2.12455
Tong Wang, Dongwei Chen, Mingjie Li, Weidong Liu, Qingyuan Fang

A compact Archimedean spiral antenna with high gain for electrostatic discharge (ESD) detection is investigated. A frustum-shaped cavity proposed in this work is formed to optimise the maximum antenna gain. Additionally, a helix arm is loaded to enhance antenna gain in lower band. The measured results demonstrate that the proposed antenna, which employs a unidirectional radiation mode, exhibits a maximum antenna gain ranging from −0.74 dBi to 9.46 dBi and a voltage standing wave ratio less than 3 across a frequency range of 0.65–5 GHz. A test system consisted of proposed antenna and a commercial ESD detection antenna is established. The verified results indicate that the proposed antenna has a performance close to the commercial antenna, so that proposed antenna with compact size is preferred to be utilised for ESD detection.

研究了一种用于静电放电(ESD)检测的高增益紧凑型阿基米德螺旋天线。这项工作中提出的一个渐开线形空腔可优化天线的最大增益。此外,还加载了一个螺旋臂,以提高低频段的天线增益。测量结果表明,采用单向辐射模式的拟议天线在 0.65-5 GHz 的频率范围内表现出 -0.74 dBi 至 9.46 dBi 的最大天线增益,电压驻波比小于 3。建立了一个测试系统,该系统由提出的天线和商用 ESD 检测天线组成。验证结果表明,拟议天线的性能接近商用天线,因此拟议天线体积小巧,更适合用于 ESD 检测。
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引用次数: 0
A low radar cross section antenna array based on a liquid metal metasurface 基于液态金属超表面的低雷达截面天线阵列
IF 1.7 4区 计算机科学 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-01-23 DOI: 10.1049/mia2.12452
Lu-Yang Ji, Xiaoyue Hong, Rui Yang, Qingyue Liu, Wenhan Zhang

A low RCS (radar cross section) slot array antenna based on a liquid metal metasurface is proposed. The metasurface consists of 6 × 6 nested ring-shaped element. The inner ring with a checkerboard distribution can realise 180° ± 37° phase difference, which can effectively reduce the scattering performances for the slot array. The outer and inner ring together can excite more energy from the slot array, thus resulting in increased radiation gains. Therefore, by changing the layout of liquid metal on the metasurface, scattering and radiation enhancement modes can be switched. The measured results show that in the scattering mode, the RCS can be reduced from 8.1 to 17 GHz. While in the radiation enhancement mode, the proposed array with the metasurface can achieve a −10-dB impedance bandwidth of 9.4–11.2 GHz (17.4%) with a maximum gain of 8.12 dBi. Compared with the slot array without the metasurface, the realised gain is enhanced by 1.2 dBi from 6.9 dBi. The measured results correspond well with the simulated ones.

本文提出了一种基于液态金属元面的低 RCS(雷达截面)槽阵列天线。元表面由 6 × 6 嵌套环形元件组成。内环采用棋盘式分布,可实现 180° ± 37° 的相位差,能有效降低槽阵的散射性能。外环和内环一起可以激发槽阵的更多能量,从而增加辐射增益。因此,通过改变元表面上液态金属的布局,可以切换散射和辐射增强模式。测量结果表明,在散射模式下,RCS 可以从 8.1 GHz 降低到 17 GHz。而在辐射增强模式下,带元表面的拟议阵列可实现 9.4-11.2 GHz(17.4%)的 -10-dB 阻抗带宽,最大增益为 8.12 dBi。与没有元表面的槽阵相比,实际增益从 6.9 dBi 提高了 1.2 dBi。测量结果与模拟结果十分吻合。
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引用次数: 0
An efficient adaptive h-refinement for the RWG-based electric field integral equation applied to antennas with waveport 应用于带波口天线的基于 RWG 的高效自适应 h-refinement 电场积分方程
IF 1.7 4区 计算机科学 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-01-18 DOI: 10.1049/mia2.12454
Ning Ding, Lei Yin, Xunwang Zhao, ZhongChao Lin, Yu Zhang, Aiwen Luo, Xiaojie Dang

An approximation scheme that combines approximate solutions with error estimators to accelerate the adaptive h-refinement of the RWG-based method of moments (MoM) with the electric field integral equation (EFIE) is presented. The scheme is effectively implemented by using the near-field matrix to solve the approximate solution. Several conventional error estimators incorporated with the scheme are investigated. Compared to using the full MoM system, it significantly reduces the computational cost while maintaining the refinement effect. Numerical results indicate that the scheme could accelerate the adaptive refinement, yielding significant reductions in computational time and memory requirements.

本文提出了一种近似方案,该方案将近似解与误差估计器相结合,以加速基于 RWG 的矩方法(MoM)与电场积分方程(EFIE)的自适应 h 精化。该方案通过使用近场矩阵求解近似解来有效实现。研究了与该方案相结合的几种传统误差估计器。与使用完整的 MoM 系统相比,它在保持细化效果的同时显著降低了计算成本。数值结果表明,该方案可以加速自适应细化,显著减少计算时间和内存需求。
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引用次数: 0
Deep unfolding model-based for hybrid robust wide band adaptive beamforming 基于深度展开模型的混合鲁棒宽带自适应波束成形
IF 1.1 4区 计算机科学 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-01-17 DOI: 10.1049/mia2.12450
Reza Janani, Reza Fatemi Mofrad

The design of arrays capable of receiving wideband signals differs from arrays that can only receive narrowband signals. These arrays must be able to receive signals with an instant bandwidth of several GHz across the entire operating frequency, such as High-Resolution Radars or Terahertz in 6G communication systems. In these arrays, using a time delay line structure leads to an increase in beamformer coefficients, resulting in high computational complexity. This poses a challenge for beamforming in wideband systems. Additionally, classic Wideband beamformers face other factors, such as poor performance in the presence of input direction of arrival error, array calibration error, and requiring too many snapshots to reach the steady state of the beamformer. Therefore, the robustness of wideband adaptive beamforming using deep unfolding model-based technique is focused on, which has not been discussed before. The advent of deep unfolding, an innovative technique, amalgamates iterative optimization approaches with elements of neural networks. The aim is to deftly maneuver through various tasks across disciplines such as machine learning, signal and image processing, and telecommunication systems. Also, the network training method is done to become more robust against the mentioned factors. In the proposed structure, the constraints of the previous methods have been evaluated. It is observed to have better performance compared to other classic algorithms. Also, with the investigations of the proposed method with other conventional deep learning methods, it was observed that in some cases the proposed structure performance is equal to the conventional deep learning method and sometimes better.

能够接收宽带信号的阵列设计不同于只能接收窄带信号的阵列。这些阵列必须能够在整个工作频率范围内接收瞬间带宽达数个 GHz 的信号,例如高分辨率雷达或 6G 通信系统中的太赫兹信号。在这些阵列中,使用延时线结构会导致波束成形器系数增加,从而导致计算复杂度增高。这给宽带系统的波束成形带来了挑战。此外,经典的宽带波束成形器还面临其他因素,如在输入到达方向误差、阵列校准误差的情况下性能不佳,以及需要过多的快照才能达到波束成形器的稳定状态。因此,使用基于模型的深度展开技术的宽带自适应波束成形的鲁棒性成为关注的焦点,这在以前还没有被讨论过。深度展开技术是一种创新技术,它将迭代优化方法与神经网络元素相结合。其目的是在机器学习、信号和图像处理以及电信系统等学科中巧妙地完成各种任务。此外,还采用了网络训练方法,以提高对上述因素的鲁棒性。在提议的结构中,对之前方法的限制进行了评估。与其他经典算法相比,它具有更好的性能。此外,通过对拟议方法和其他传统深度学习方法的研究,还发现在某些情况下,拟议结构的性能与传统深度学习方法相当,有时甚至更好。
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引用次数: 0
Combined-harmonics wireless power transfer system 组合谐波无线电力传输系统
IF 1.7 4区 计算机科学 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-01-10 DOI: 10.1049/mia2.12453
Elham Karimi Marnani, Jalil Rashed-Mohassel, Mahmoud Shahabadi

A technique for wireless power transfer (WPT) efficiency improvement by a proper design of the excitation waveform is presented. This improvement is obtained on the one hand by a combined-harmonics excitation, and on the other hand by exploiting multiple-resonance coupled resonators. In contrast to wireless communications, there is no constraint on the linearity of the transmitter and receiver in a WPT system. Therefore, the impact of the excitation waveform on the power transfer efficiency with the help of an analytical model is investigated. An optimum excitation waveform is determined to maximise the power transfer efficiency. Thereafter, the authors concentrate on designing a multiple-resonance coupled resonator system that is consistent with the determined excitation waveform. This work introduces a non-uniform spiral resonator for controlling the self-resonant frequencies, which is consistent with the required excitation waveform. The performance of the designed coupled resonators is then evaluated using a 3D finite-element method and experiments. The numerical simulation and experimental results are in good agreement, verifying the validity of our design.

本文介绍了一种通过适当设计激励波形来提高无线功率传输(WPT)效率的技术。这种改进一方面是通过组合谐波激励实现的,另一方面是通过利用多共振耦合谐振器实现的。与无线通信不同,在 WPT 系统中,发射器和接收器的线性不受任何限制。因此,我们借助分析模型研究了激励波形对功率传输效率的影响。确定了一个最佳激励波形,以最大限度地提高功率传输效率。随后,作者专注于设计一个与确定的激励波形相一致的多共振耦合谐振器系统。这项研究引入了一种非均匀螺旋谐振器来控制自谐振频率,它与所需的激励波形一致。然后使用三维有限元法和实验对所设计的耦合谐振器的性能进行了评估。数值模拟和实验结果非常吻合,验证了我们设计的有效性。
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引用次数: 0
Correction to channel measurement and characterisation for 5G multi-scenarios at 26 and 38 GHz 对 26 和 38 千兆赫 5G 多场景信道测量和特性分析的修正
IF 1.7 4区 计算机科学 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2023-12-31 DOI: 10.1049/MIA2.12448

Lihong Wang, Jingya Yang, Chunhua Zhu, Dongsheng Zhang, Dan Fei, Yi Wang, Zhenghui Li, "Channel measurement and characterisation for 5G multi-scenarios at 26 and 38 GHz," in IET Microw. Antennas Propag. 17(14), 1042–1055 (2023). 10.1049/mia2.12421.

We apologise for this error

Lihong Wang, Jingya Yang, Chunhua Zhu, Dongsheng Zhang, Dan Fei, Yi Wang, Zhenghui Li, "Channel measurement and characterisation for 5G multi-sencarios at 26 and 38 GHz," in IET Microw.17(14), 1042-1055 (2023).10.1049/mia2.12421.原版中作者的 "部门和印章;所属机构 "顺序有误。原版中的第四和第五个部门需要分别移到第二和第三位。正确的顺序如下河南工业大学粮食信息处理与控制教育部重点实验室,郑州。河南省高速铁路运营维护工程技术研究中心,郑州。北京交通大学高速铁路宽带移动通信北京市工程研究中心,北京。河南省粮食光电检测与控制重点实验室,河南工业大学,中国郑州 450001。河南省粮情智能检测与应用工程实验室,河南工业大学,中国郑州 450001。
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引用次数: 0
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Iet Microwaves Antennas & Propagation
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