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Fundamental and Harmonic Beamforming of Desire Time-Modulated Planar Arrays With Deep Learning 基于深度学习的期望时调制平面阵列基频和谐波波束形成
IF 1.2 4区 计算机科学 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-05-07 DOI: 10.1049/mia2.70018
Mohammad Mashayekhi, Hossein Soleimani

In recent years, there has been a significant surge in the utilisation of deep learning and machine learning techniques for addressing complex and time-intensive problems. The significance of employing deep learning becomes increasingly evident as the complexity of the problem increases. In the field of electromagnetics, the utilisation of deep learning techniques has exhibited exceptional efficacy across many applications, especially in wireless communications. In wireless communications, providing a structure that can simultaneously generate multiple beams and beamform them involves complexity and specific constraints. In this article, the time modulation technique is utilised to generate harmonics in the sidebands alongside the fundamental beam in various planar antenna arrays. By demonstrating the nonlinear shaping of the harmonic beams relative to each other, a novel approach is proposed that leverages deep learning techniques for the beamforming of both the fundamental beam and harmonic beams. In this regard, two models are proposed: a deep neural network (DNN) and a convolutional neural network (CNN). The input of CNN is comprised of two-dimensional patterns of the main beam and harmonics. The input to DNN, on the other hand, includes useful details about the main beam and harmonics, such as their scanning angles, side lobe levels and directivities. The output of the models consists of the time modulation parameters of the array elements, including the pulse width and the pulse delay. The results demonstrate that DNN has achieved better accuracy and a shorter processing time in comprehending the relationship between the time modulation of array elements with different array dimensions and the radiation pattern of the fundamental beam and harmonic beams. Additionally, several samples are presented to evaluate the proposed model. The results demonstrate a high level of accuracy in fundamental beamforming, as well as in harmonic beamforming and beam steering.

近年来,深度学习和机器学习技术在解决复杂和时间密集型问题方面的应用激增。随着问题复杂性的增加,采用深度学习的重要性变得越来越明显。在电磁学领域,深度学习技术的应用在许多应用中都表现出了非凡的功效,尤其是在无线通信领域。在无线通信中,提供一种可以同时产生多个波束并对其进行波束形成的结构涉及复杂性和特定的限制。在本文中,利用时间调制技术在各种平面天线阵列的基束旁带产生谐波。通过展示谐波光束相对于彼此的非线性形状,提出了一种利用深度学习技术对基束和谐波光束进行波束形成的新方法。在这方面,提出了两种模型:深度神经网络(DNN)和卷积神经网络(CNN)。CNN的输入由主波束的二维图样和谐波组成。另一方面,深度神经网络的输入包括有关主波束和谐波的有用细节,例如它们的扫描角度、旁瓣电平和指向性。模型的输出由阵列元素的时间调制参数组成,包括脉冲宽度和脉冲延迟。结果表明,深度神经网络在理解不同阵列尺寸阵列单元的时间调制与基波束和谐波波束辐射方向图之间的关系方面取得了更好的精度和更短的处理时间。此外,还提供了几个样本来评估所提出的模型。结果表明,该方法在基波波束形成、谐波波束形成和波束转向方面具有较高的精度。
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引用次数: 0
Antenna Modelling Based on Image-Model-Oriented CNN Exploiting LSTM 利用LSTM的面向图像模型的CNN天线建模
IF 1.2 4区 计算机科学 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-05-04 DOI: 10.1049/mia2.70021
Yubo Tian, Zhiwei Zhu, Jinlong Sun

To address the time-consuming and computationally intensive challenges associated with antenna performance analysis using full-wave electromagnetic simulation software combined with global optimisation methods, this study proposes an efficient strategy based on deep learning, applied to high-precision antenna modelling. Considering the excellent performance of Convolutional Neural Networks (CNN) in pattern recognition and the high efficiency of Long Short-Term Memory (LSTM) structures of Recurrent Neural Networks (RNN) in handling sequential data, this paper combines CNN and LSTM structures to form a hybrid CNN-LSTM network. Furthermore, to enhance network performance and leverage the characteristic of CNNs in extracting image features within the receptive field by mimicking the biological visual cortex, the antenna to be modelled is constructed as a two-dimensional image. Thus, an Image-Model-CNN-LSTM hybrid network is proposed. This study employs two different antenna models to validate the generalisation capability of the proposed approach. Experimental results demonstrate that the proposed network exhibits significant advantages in terms of prediction accuracy and model fitting. Compared to the CNN-LSTM network, the proposed Image-Model-CNN-LSTM network applied to different antenna configurations achieves a reduction in Mean Squared Error (MSE) by 51.5% and 40.9%, respectively, while improving model fitting R2 by 5.6% and 4.0%.

为了解决与使用全波电磁仿真软件结合全局优化方法进行天线性能分析相关的耗时和计算密集型挑战,本研究提出了一种基于深度学习的高效策略,应用于高精度天线建模。考虑到卷积神经网络(CNN)在模式识别方面的优异性能以及循环神经网络(RNN)的长短期记忆(LSTM)结构在处理序列数据方面的高效率,本文将CNN与LSTM结构相结合,形成CNN-LSTM混合网络。此外,为了提高网络性能并利用cnn通过模仿生物视觉皮层提取感受野内图像特征的特性,将待建模的天线构建为二维图像。为此,提出了一种图像-模型- cnn - lstm混合网络。本研究采用两种不同的天线模型来验证所提出方法的泛化能力。实验结果表明,该网络在预测精度和模型拟合方面具有显著的优势。与CNN-LSTM网络相比,不同天线配置下的Image-Model-CNN-LSTM网络的均方误差(MSE)分别降低了51.5%和40.9%,模型拟合R2分别提高了5.6%和4.0%。
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引用次数: 0
Synthesis of Large Ultra-Wideband Rotationally Symmetric Sparse Circular Arrays 大型超宽带旋转对称稀疏圆形阵列的合成
IF 1.2 4区 计算机科学 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-04-28 DOI: 10.1049/mia2.70010
Hao Wen, Peng-Fei Gu, Shu-Yi Chen, Zhen-Hong Fan, Da-Zhi Ding

The paper introduces an effective method for synthesising large wideband rotationally symmetric sparse circular arrays. Initially, the approach involves incorporating several concentric auxiliary rings within the circular aperture comprised of rotationally symmetrical folds. The array elements are then distributed solely over these rings, thereby avoiding ineffective optimisation within each fold. Furthermore, an initial spacing is established and extended along the concentric rings to quickly establish the initial distribution of the uniform array. Subsequently, the optimisation process involves refining the element positions and numbers by imposing various constraints on factors such as the spacing increment between adjacent rings, the polar angle between adjacent elements on each ring, and the initial polar angle among adjacent elements, which significantly enhances optimisation efficiency. By utilising the peak sidelobe level in wide-angle scanning as the fitness function, the synthesis problem is transformed into an optimisation conundrum, which is addressed using the covariance matrix adaptation evolutionary strategy (CMA-ES). Finally, a series of numerical examples is presented to demonstrate the effectiveness and benefits of the proposed synthesis method.

本文介绍了一种合成大宽带旋转对称稀疏圆形阵列的有效方法。最初,该方法包括在由旋转对称褶皱组成的圆形孔径内合并几个同心圆辅助环。然后将数组元素单独分布在这些环上,从而避免在每个折叠中进行无效的优化。此外,在同心圆上建立初始间距并进行扩展,以快速建立均匀阵列的初始分布。随后,优化过程通过对相邻环间距增量、每个环上相邻元素间极坐标夹角、相邻元素间初始极坐标夹角等因素施加各种约束,细化元素的位置和数量,显著提高了优化效率。利用广角扫描的峰值副瓣电平作为适应度函数,将综合问题转化为优化难题,并采用协方差矩阵自适应进化策略(CMA-ES)对其进行求解。最后,通过一系列数值算例验证了所提综合方法的有效性和优越性。
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引用次数: 0
Cross-Polarisation Suppression in Self-Diplexing Antennas 自双工天线中的交叉极化抑制
IF 1.2 4区 计算机科学 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-04-26 DOI: 10.1049/mia2.70020
Yitong Yao, Gang Dong

An approach to improve cross-polarisation (XP) radiation in probe-fed microstrip antennas is presented in this letter. The notable XP associated with self-diplexing antennas caused by radiator multiplexing is discussed for the first time. In order to enhance the interport isolation and polarisation purity, the proposed antenna exploits the combined advantages of the defected ground structure (DGS) and shorting pin arrays. Experimental results show that the resonant frequencies of the self-diplexing antenna are 9.56 and 11.28 GHz, accompanied by a port-to-port isolation of more than 29.4 dB. The suppression of XP around 50° range on either side of the boresight in both principal planes is greater than 12.3 and 11.1 dB for ports 1 and 2, respectively.

本文提出了一种改善探针馈电微带天线交叉极化(XP)辐射的方法。本文首次讨论了辐射复用引起的自双工天线的显著XP问题。为了提高接口隔离度和极化纯度,该天线利用了缺陷接地结构(DGS)和短引脚阵列的综合优势。实验结果表明,自双工天线的谐振频率分别为9.56 GHz和11.28 GHz,端口对端口的隔离度大于29.4 dB。端口1和端口2在两个主平面上,在轴向两侧50°范围内的XP抑制分别大于12.3和11.1 dB。
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引用次数: 0
Compact Planar Zero-Ground-Clearance End-Fire CP Antenna With Integrated Slow-Wave Structure for Mobile Terminal Applications 用于移动终端的集成慢波结构的紧凑平面零离地间隙端射CP天线
IF 1.2 4区 计算机科学 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-04-24 DOI: 10.1049/mia2.70014
Huacheng Li, Wei Lin, Chow-Yen-Desmond Sim

This paper introduces a novel compact planar end-fire antenna system featuring circularly polarised (CP) radiation and zero ground clearance. The system is constructed using a half-wavelength TE0.5,0 mode open waveguide, which inherently generates vertically polarised electric components. By incorporating a slow-wave (SW) structure in the form of metallised blind via holes within the waveguide, a significant SW effect is achieved, resulting in a 40% reduction in the waveguide longitudinal size compared to the conventional counterpart design. Furthermore, by etching an open-ended slot in the top metallic surface of the waveguide, the edges of its aperture are enabled to generate an electric dipole mode. In this way, the horizontally polarised electric components can be achieved without increasing the antenna's footprint. With the proper combination, the design can effectively achieve the required 90°-phase difference in the end-fire direction for these two components. Finally, a 2.5 GHz antenna was designed and optimised. Aiming to mimic the practical environment of mobile terminal devices, a large metallic ground was adopted under the antenna in the simulation and experiment. The measured results indicated that an overlapped impedance |S11| < −10 and axial ratio (AR < 3) bandwidth of 2.7% from 2.495 to 2.562 GHz is achieved. The proposed antenna shows great potential in wireless communication applications for mobile terminal devices.

本文介绍了一种具有圆极化辐射和零离地间隙的新型紧凑型平面端射天线系统。该系统使用半波长TE0.5,0模式开放波导构建,该波导固有地产生垂直极化的电子元件。通过在波导中加入金属化盲孔形式的慢波(SW)结构,实现了显著的SW效应,与传统的对应设计相比,波导纵向尺寸减少了40%。此外,通过在波导的顶部金属表面蚀刻一个开放式槽,其孔径的边缘能够产生电偶极子模式。通过这种方式,可以在不增加天线占地面积的情况下实现水平极化电子元件。通过适当的组合,设计可以有效地实现这两个组件在端射方向上90°的相位差。最后,对2.5 GHz天线进行了设计和优化。为了模拟移动终端设备的实际环境,在天线下采用了大型金属地面进行仿真实验。测量结果表明:重叠阻抗|S11| <;−10和轴比(AR <;3)实现了2.495 ~ 2.562 GHz频段2.7%的带宽。该天线在移动终端设备的无线通信应用中显示出巨大的潜力。
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引用次数: 0
Three-Way Wideband Filtering Power Dividers With Enhanced Power Dividing Ratio and High Isolation 具有增强的功率分频比和高隔离的三路宽带滤波功率分频器
IF 1.2 4区 计算机科学 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-04-21 DOI: 10.1049/mia2.70023
Tai-lai Zhang, Lei Liu, Yu Zuo, Zheng-bin Wang

In this paper, a novel topology for the multiway filtering power divider with a large power dividing ratio (PDR) is proposed. A three-line coupled structure and a λ/2 open-ended stub are introduced between the input port and the power dividing junction to reduce the requirement for high impedance in the low-power path and obtain filtering performance. The PDR is significantly enhanced, and the out-of-band rejection is improved. Meanwhile, a wideband port-to-port isolation is achieved through the isolation network. To verify the validity of the proposed methodology, two three-way wideband filtering power dividers with the power ratios of 5:3:2 and 8:1:1 are designed. The simulated and measured results demonstrate that the 5:3:2 (8:1:1) power divider has the bandwidth of 51.57% (48.5%) with the return loss less than −15 dB and the isolation bandwidth 80% (102%) with reference to −20 dB.

本文提出了一种具有大功率分频比的多路滤波功率分压器拓扑结构。在输入端和分功率结之间引入了三线耦合结构和λ/2开放式短管,以降低低功率路径对高阻抗的要求,并获得滤波性能。PDR得到了显著增强,带外抑制得到了改善。同时,通过隔离网络实现宽带端口对端口的隔离。为了验证所提方法的有效性,设计了两个功率比分别为5:3:2和8:1:1的三路宽带滤波功率分配器。仿真和实测结果表明,5:3:2(8:1:1)功率分配器的带宽为51.57%(48.5%),回波损耗小于- 15 dB,隔离带宽为80%(102%),参考- 20 dB。
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引用次数: 0
Impact of Fuzz Button Degradation on AM and PRBS Signal Transmission 模糊按钮退化对AM和PRBS信号传输的影响
IF 1.2 4区 计算机科学 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-04-19 DOI: 10.1049/mia2.70022
Wenjia Wang, Jinchun Gao, Paolo Manfredi, Igor S. Stievano

As elastic electrical connectors, fuzz buttons provide a vertical and solderless electrical interconnection in microwave modules to enhance the integration. However, prolonged use in harsh environments poses a risk of potential failure in electronic components, potentially compromising communication system reliability. This work studies the impact of fuzz button degradation in harsh environments on analog modulation (AM) and pseudo random binary sequence (PRBS) signal transmission using theoretical analysis and experimental testing. Accelerated tests are designed to obtain the fuzz button samples with different degradation levels. The surface morphology observation and elemental analysis are conducted to analyse the degradation mechanism. In addition, a transmission channel with fuzz button interconnections is designed and the corresponding equivalent circuit model is developed. Based on the proposed circuit model, the effects of fuzz button degradation on the integrity of both AM signal and PRBS signal are investigated by analysing the metrics such as waveform, eye diagram and bit error rate (BER) of the output signal. In addition, the effects of the carrier frequency of AM signals, and the transmission rate of the PRBS signals on signal transmission are also investigated. The simulation results of the circuit model show good agreements with experimental tests. The research results provide a better understanding regarding the potentially corrosive effects of harsh environments on fuzz button connectors and the negative effects on the signal integrity. Moreover, the research results provide comprehensive data support for identifying key features that are used for the development of machine learning models for fault diagnosis and localisation in radio frequency (RF) circuits with fuzz button interconnections.

作为弹性电气连接器,模糊按钮可在微波模块中提供垂直无焊接电气互连,从而提高集成度。然而,在恶劣环境中长期使用会给电子元件带来潜在故障风险,从而可能影响通信系统的可靠性。这项研究通过理论分析和实验测试,研究了在恶劣环境中模糊按钮退化对模拟调制(AM)和伪随机二进制序列(PRBS)信号传输的影响。我们设计了加速测试,以获得不同降解程度的模糊按钮样品。通过表面形态观察和元素分析来分析降解机制。此外,还设计了与模糊按钮互连的传输通道,并建立了相应的等效电路模型。根据所提出的电路模型,通过分析输出信号的波形、眼图和误码率等指标,研究了模糊按钮退化对调幅信号和 PRBS 信号完整性的影响。此外,还研究了调幅信号的载波频率和 PRBS 信号的传输速率对信号传输的影响。电路模型的仿真结果与实验测试结果吻合良好。研究结果使人们更好地了解了恶劣环境对模糊按钮连接器的潜在腐蚀作用以及对信号完整性的负面影响。此外,研究成果还为确定关键特征提供了全面的数据支持,这些关键特征用于开发机器学习模型,以诊断和定位带有模糊按钮互连的射频(RF)电路中的故障。
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引用次数: 0
Unidirectional Dielectric Resonator Antenna Using 3-D-Printed Uniaxial Anisotropic Ceramic 三维打印单轴各向异性陶瓷单向介质谐振器天线
IF 1.2 4区 计算机科学 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-04-17 DOI: 10.1049/mia2.70019
Carlos David Morales Peña, Audric Boiteau, Christophe Morlaas, Alexandre Chabory, Romain Pascaud, Marjorie Grzeskowiak, Gautier Mazingue

A Huygens source dielectric resonator antenna (DRA) with unidirectional radiation pattern is presented. It consists of a coaxial probe exciting a rectangular, homogeneous and uniaxial anisotropic dielectric resonator (DR). To obtain a Huygens source radiation pattern, a pair of quasi-TM and TE modes are combined by controlling the permittivity tensor of the DR. A prototype operating at 2.5 GHz has been designed. The DR is made up of periodic anisotropic unit cells on a subwavelength scale and fabricated using a three-dimensional (3-D) printer. The simulated and measured results are in reasonable agreement. A relative impedance bandwidth of 12.5% $12.5%$ and a front-to-back ratio larger than 15 dB at operating frequency are finally measured.

提出了一种单向辐射方向图的惠更斯源介质谐振器天线。它由一个同轴探头激励一个矩形、均匀和单轴各向异性介质谐振器(DR)组成。为了获得惠更斯源的辐射图,通过控制dr的介电常数张量,将一对准tm和TE模式组合在一起,设计了工作在2.5 GHz的样机。DR由亚波长尺度上的周期性各向异性单元细胞组成,并使用三维打印机制造。仿真结果与实测结果基本吻合。在工作频率下,测量到的相对阻抗带宽为12.5%,前后比大于15db。
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引用次数: 0
Filter Design Using Ultra-Miniaturised Substrate-Integrated Coaxial Cavity 超小型化基片集成同轴腔滤波器设计
IF 1.2 4区 计算机科学 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-04-10 DOI: 10.1049/mia2.70017
Min-Hua Ho, Chun-Ming Hung, Chung-I G. Hsu

The contribution of this work is to propose an ultra-miniaturised substrate-integrated coaxial cavity (SICC) and its applications in bandpass filter (BPF) design. The proposed SICC comprises two dielectric substrates with three metal layers. The top and bottom metal layers form the cavity's broadside walls. The middle is a circular patch that shorts to the bottom wall through a blind-via ring. The circular patch also connects to a bottom-wall embedded split CPW ring through three blind vias. In conjunction with the top/bottom walls and the split CPW ring, this circular patch provides the cavity with a significant loading capacitance, resulting in a substantial resonance-frequency downshift. As a result, the SICC's resonance frequency is almost only one-tenth that of its conventional SIW cavity counterpart. Compared with the literature, this design achieves a record-high miniaturisation factor (MF). Two sample BPFs are built to verify the circuit design and demonstrate the filter applications.

这项工作的贡献是提出了一种超小型基板集成同轴腔(SICC)及其在带通滤波器(BPF)设计中的应用。所提出的SICC包括两个具有三个金属层的介电衬底。顶部和底部金属层形成空腔的侧壁。中间是一个圆形的贴片,通过一个盲孔环与底壁相连。圆形贴片还通过三个盲孔连接到底部壁嵌入的分裂CPW环。与顶/底壁和分裂的CPW环结合,该圆形贴片为腔体提供了显着的负载电容,从而产生了大量的谐振频率降频。因此,SICC的谐振频率几乎只有传统SIW腔的十分之一。与文献相比,该设计实现了创纪录的高小型化因子(MF)。构建了两个示例bpf来验证电路设计并演示滤波器的应用。
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引用次数: 0
Low-RCS High-Gain Broadband Substrate-Integrated Waveguide Antenna Based on Elliptical Polarisation Conversion Metasurface 基于椭圆极化转换元面的低 RCS 高增益宽带基底集成波导天线
IF 1.2 4区 计算机科学 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-04-08 DOI: 10.1049/mia2.70016
Cuiqin Zhao, Dongya Shen

An elliptical polarisation conversion metasurface (PCM) is proposed for Ka-band applications, integrated with a high-gain substrate-integrated waveguide (SIW) antenna to achieve significant radar cross section (RCS) reduction. The PCM elements, arranged in a chessboard configuration, feature a simple yet efficient design with an elliptical pattern symmetric along the diagonal, enabling effective conversion of linearly polarised waves. The antenna employs a broadband dipole excited through SIW slot coupling. Simulation results demonstrate that the PCM unit achieves a polarisation conversion bandwidth of 80.38% (25.3–59.3 GHz) with a polarisation conversion ratio (PCR) exceeding 90%. When integrated with the dipole antenna, the design exhibits a −10 dB impedance bandwidth of 15.08% (33.7–39.2 GHz) and a maximum realised gain of 9.12 dBi, representing a 1.7 dB gain enhancement at 36 GHz. Moreover, the 16 × 16 PCM array configuration achieves an RCS reduction bandwidth of 77.98% (25.85–58.92 GHz), with RCS reduction values exceeding 9 dB across this bandwidth and an average reduction of 12 dB. The proposed antenna has been fabricated and tested, with measured results showing excellent agreement with simulations in terms of S11 ${boldsymbol{S}}_{mathbf{11}}$ and gain performance.

提出了一种用于ka波段应用的椭圆偏振转换超表面(PCM),与高增益基板集成波导(SIW)天线集成,以实现显著的雷达横截面(RCS)降低。PCM元件排列成棋盘状,具有简单而高效的设计,沿对角线对称的椭圆图案,能够有效地转换线性极化波。该天线采用宽带偶极子,通过SIW槽耦合激励。仿真结果表明,该PCM单元的极化转换带宽为80.38% (25.3 ~ 59.3 GHz),极化转化率(PCR)超过90%。当与偶极子天线集成时,该设计显示出15.08% (33.7-39.2 GHz)的−10 dB阻抗带宽和9.12 dBi的最大实现增益,在36 GHz时代表1.7 dB增益增强。此外,16 × 16 PCM阵列配置实现了77.98% (25.85-58.92 GHz)的RCS减少带宽,在该带宽范围内RCS减少值超过9 dB,平均减少12 dB。所提出的天线已经制作和测试,测量结果表明,在s11 ${boldsymbol{S}}_{mathbf{11}}$和增益性能方面与仿真结果非常吻合。
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引用次数: 0
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