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Physics-Informed Extreme Learning Machine Applied for Eigenmode Analysis of Waveguides and Transmission Lines 基于物理的极限学习机在波导和传输线本征模分析中的应用
IF 0.9 4区 工程技术 Q4 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-03-31 DOI: 10.1155/mmce/6233356
Li Huang, Liang Chen, Rongchuan Bai

In this work, we propose a physics-informed extreme learning machine (PIELM) method to identify the eigenmode field distributions of waveguides and transmission lines by solving Helmholtz partial differential equation (PDE) with initial and boundary conditions. A single-layer neural network architecture is adopted in PIELM, where the input layer parameters are initialized randomly. By embedding physics-informed constraints into the loss function, a system matrix equation can be established. Then, the output layer weights can be learned with the Moore–Penrose generalized inverse algorithm. Compared with physics-informed neural network (PINN), PIELM only uses a single-layer feedforward neural network and does not engage in an iterative optimization process utilizing backpropagation and gradient descent algorithms. As a result, the time spent on model training is reduced significantly, with the total process accelerated. Some numerical examples are presented to validate both accuracy and efficiency of PIELM method compared with PINN method in solving the eigenmode field distribution problem of waveguides and transmission lines.

在这项工作中,我们提出了一种基于物理的极限学习机(PIELM)方法,通过求解具有初始条件和边界条件的亥姆霍兹偏微分方程(PDE)来识别波导和传输线的本征模场分布。PIELM采用单层神经网络架构,输入层参数随机初始化。通过将物理信息约束嵌入到损失函数中,可以建立系统矩阵方程。然后,利用Moore-Penrose广义逆算法学习输出层权值。与物理信息神经网络(PINN)相比,PIELM仅使用单层前馈神经网络,不使用反向传播和梯度下降算法进行迭代优化过程。因此,花费在模型训练上的时间大大减少,整个过程加快。数值算例验证了PIELM方法与PINN方法在求解波导和传输线本征模场分布问题时的精度和效率。
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引用次数: 0
An Improved Filtering Power Divider Using Substrate Integrated Waveguide for Ku-Band Satellite Applications 基于基板集成波导的ku波段卫星滤波功率分压器
IF 0.9 4区 工程技术 Q4 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-03-31 DOI: 10.1155/mmce/5905191
Mai Van Ta, Nguyen Tuan Hung, Kieu Khac Phuong, Tran Thi Thu Huong, Nguyen Thuy Linh, Ta Chi Hieu, Luong Duy Manh

This paper presents an improved design of a Ku-band power divider (PD) based on a substrate integrated waveguide (SIW) technology. The design is aimed at using the block upconverter (BUC) of the Ku-band satellite communication system. The PD has been developed to operate in the frequency range of 13.75–14.5 GHz for low-loss, good isolation, and good amplitude and phase imbalances for both power dividing and combining. To increase the isolation between output ports, TE102 mode is selected to operate in the main cavity while the coupled cavity operates in the TE101 mode. Low insertion loss of the PD can be achievable by determining Q factor of the SIW cavities. In addition, good phase and amplitude imbalances can also be obtained by making a suitable arrangement of the input and output ports. The measured results at the center frequency of 14.12 GHz exhibit an insertion loss of 1.3 dB, return loss of 16.9 dB, isolation of 16 dB, amplitude imbalance of 1.2 dB, and phase imbalance of 2.8°. The simulations are consistent with the measurements, validating the accuracy of the proposed method. The proposed PD can be a promising candidate for use in the BUC of the Ku-band satellite systems.

提出了一种基于衬底集成波导技术的ku波段功率分配器的改进设计。本设计的目的是利用ku波段卫星通信系统的块上变频器(BUC)。PD在13.75-14.5 GHz的频率范围内工作,具有低损耗、良好的隔离性和良好的分功率和组合的幅度和相位不平衡。为了增加输出端口之间的隔离,选择TE102模式在主腔中工作,而耦合腔在TE101模式下工作。通过确定SIW腔的Q因子,可以实现PD的低插入损耗。此外,通过适当安排输入输出端口,也可以获得良好的相位和幅度不平衡。在14.12 GHz中心频率处的测量结果显示,插入损耗为1.3 dB,回波损耗为16.9 dB,隔离度为16 dB,幅值不平衡为1.2 dB,相位不平衡为2.8°。仿真结果与实测结果一致,验证了所提方法的准确性。所提出的PD可用于ku波段卫星系统的BUC。
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引用次数: 0
Dual-Band MIMO Dipole With Integrated Balun and Optimized Algorithm-Based Decoupling Structure 集成Balun的双频MIMO偶极子与优化算法解耦结构
IF 0.9 4区 工程技术 Q4 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-03-26 DOI: 10.1155/mmce/6465774
Amir Hatamian, Javad Nourinia, Changiz Ghobadi

This work presents a multiple-input/multiple-output (MIMO) antenna consisting of dipoles with integrated baluns and a parasitic element to reduce mutual coupling, which can cover two frequency bands. The configuration of the decoupling element is determined by using an optimization algorithm. The algorithm takes nine physical dimensions of the decoupling element as input and adjusts them by minimizing a cost function. One of these decision variables (DVs) is the number of decoupling element’s stairs (steps), which is a discrete parameter. In its simple form, the antenna cannot obtain proper isolation in the low-frequency band, which has been solved by employing a decoupling structure in the middle of the antenna. The experimental results show that the antenna has impedance bandwidths of 1.95–3.50 GHz and 3.98–5.67 GHz, providing minimum isolation of 13.1 and 19.5 dB in the low- and high-frequency bands, respectively. The ECC value is lower than 0.0038, and the peak gains are equal to 4.4 and 5.21 dB for the low- and high-frequency bands. The main contribution of this work is the design of the decoupling element, which, considering the antenna’s characteristics, has improved the antenna’s isolation by 12.4 dB only in the center of the low-frequency band.

这项工作提出了一种多输入/多输出(MIMO)天线,该天线由集成平衡的偶极子和寄生元件组成,以减少相互耦合,可以覆盖两个频段。采用优化算法确定解耦单元的构型。该算法将解耦元素的9个物理维度作为输入,并通过最小化代价函数来调整它们。其中一个决策变量(DVs)是解耦元素的阶数,它是一个离散参数。该天线形式简单,不能在低频获得适当的隔离,通过在天线中间采用解耦结构解决了这一问题。实验结果表明,该天线的阻抗带宽为1.95 ~ 3.50 GHz和3.98 ~ 5.67 GHz,在低频段和高频频段分别提供13.1和19.5 dB的最小隔离度。ECC值小于0.0038,低频段和高频频段的峰值增益分别为4.4和5.21 dB。这项工作的主要贡献是设计了去耦元件,考虑到天线的特性,该元件仅在低频带中心将天线的隔离度提高了12.4 dB。
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引用次数: 0
A Compact Ultralow-Profile Wideband and High-Efficiency Folded Transmitarray 一种紧凑型超低轮廓宽带高效折叠发射阵列
IF 0.9 4区 工程技术 Q4 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-03-07 DOI: 10.1155/mmce/5543052
Meizi Wu, Lu Guo

A compact ultralow-profile wideband and high-efficiency folded transmitarray antenna (FTA) is proposed in this letter. It consists of three parts: a top transmission surface (TS), a bottom reflection surface (RS), and an embedded compact planar feed. Using the principle of ray tracing and introducing additional phase compensation in the RS, the antenna profile can be significantly reduced, leading to a profile-to-diameter ratio (H/D) of only 0.13. Despite such an ultralow profile, the antenna overall performance still remains satisfactory. For design concept validation, a compact and ultralow-profile FTA is designed and prototyped. Measurement results demonstrate that the peak aperture efficiency of the FTA is 36%, with 1-dB/3-dB gain bandwidth of 10%/20%, respectively. These appealing characteristics make the proposed design very suitable for various high-gain applications where a low-profile and compact configuration is required.

本文提出了一种紧凑的超低轮廓宽带高效折叠发射阵列天线(FTA)。它由三部分组成:顶部透射面(TS)、底部反射面(RS)和嵌入式紧凑平面进给。利用射线追踪原理并在RS中引入额外的相位补偿,可以显著减小天线轮廓,使其轮廓直径比(H/D)仅为0.13。尽管如此超低的外形,天线的整体性能仍然令人满意。为了验证设计概念,设计并制作了一个紧凑的超低轮廓FTA原型。测量结果表明,FTA的峰值孔径效率为36%,1 db /3 db增益带宽分别为10%/20%。这些吸引人的特点使所提出的设计非常适合各种高增益应用,其中需要一个低调和紧凑的配置。
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引用次数: 0
Design and Implementation of a Compact Dual-Band MIMO Antenna Module With Enhanced Bandwidth and Isolation 具有增强带宽和隔离的紧凑型双频MIMO天线模块的设计与实现
IF 0.9 4区 工程技术 Q4 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-03-07 DOI: 10.1155/mmce/7326700
Hamed Hamlbar Gerami, Robab Kazemi, Aly E. Fathy

In this paper, a compact dual-band antenna module has been developed, achieving significant isolation between the ports. The design integrates an open-edge slot antenna for the lower frequency band (5.15–7.1 GHz) with a 1 × 2 MIMO metasurface antenna for the mmWave frequency range (24.5–29.5 GHz), resulting in a high-performance, compact dual-band solution. The slot antenna is optimized for a reduced size configuration with enhanced bandwidth for lower frequencies, while the metasurface antenna delivers wider bandwidth and stable performance in the mmWave range with minimal mutual coupling and high efficiency. This makes the overall design highly effective for modern compact dual-band applications. The dual-band antenna module has dimensions of 20 × 16.5 × 0.99 mm (0.39λ0 × 0.32λ0 × 0.01λ0, where λ0 represents the free-space wavelength at 5.85 GHz). It achieves a measured peak gain of 3.8 dB for the lower band and 8.81 dB for the mmWave band. Additionally, the output of the mmWave antennas can be combined for higher gain or used in a MIMO configuration, enhancing channel capacity and communication reliability, which are critical for modern wireless systems.

本文开发了一种紧凑型双频天线模块,实现了端口之间的显著隔离。该设计集成了一个用于低频段(5.15-7.1 GHz)的开边槽天线和一个用于毫米波频率范围(24.5-29.5 GHz)的 1 × 2 MIMO 元表面天线,从而形成了一个高性能的紧凑型双频解决方案。插槽天线经过优化,尺寸更小,带宽更大,适用于较低频率;而元面天线在毫米波范围内带宽更宽,性能更稳定,相互耦合最小,效率更高。这使得整体设计在现代紧凑型双频应用中非常有效。双频天线模块的尺寸为 20 × 16.5 × 0.99 mm(0.39λ0 × 0.32λ0 × 0.01λ0,其中λ0 表示 5.85 GHz 的自由空间波长)。低频段的实测峰值增益为 3.8 dB,毫米波频段为 8.81 dB。此外,毫米波天线的输出可以组合在一起以获得更高的增益,或用于多输入多输出(MIMO)配置,从而提高信道容量和通信可靠性,这对现代无线系统至关重要。
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引用次数: 0
Field Uniformity Analysis in Cylindrical Reverberation Chambers for Slender Equipment Testing 细长设备测试用圆柱形混响室场均匀性分析
IF 0.9 4区 工程技术 Q4 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-02-16 DOI: 10.1155/mmce/9969561
Bowen Li, Guanghui Wei, Lisi Fan, Xiaopeng Li, Zhanliang Zhao, Lijun Song

Aiming at the electromagnetic compatibility testing requirements of slender equipment, this paper proposes a design scheme for a cylindrical reverberation chamber. Through numerical simulation, the lowest usable frequency and field uniformity of the cylindrical reverberation chamber were analyzed. The results show that the cylindrical reverberation chamber has good field uniformity when the frequency is greater than , meeting the stringent requirements of IEC 61000-4-21. Utilizing this cylindrical structure for the reverberation chamber can effectively reduce testing costs and improve testing efficiency and accuracy. This research provides a foundation for further optimization of cylindrical reverberation chamber design, and it is expected to become an important tool for effective electromagnetic compatibility testing of equipment.

针对细长设备的电磁兼容性测试要求,提出了一种圆柱形混响室的设计方案。通过数值模拟,分析了圆柱混响室的最低可用频率和场均匀性。结果表明,圆柱混响室在频率大于时具有良好的场均匀性,满足IEC 61000-4-21的严格要求。采用这种圆柱形结构的混响室可以有效地降低测试成本,提高测试效率和精度。本研究为进一步优化圆柱混响室设计奠定了基础,有望成为有效检测设备电磁兼容性的重要工具。
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引用次数: 0
A Fast Electromagnetic Radiation Simulation Tool for Finite Periodic Array Antenna and Universal Array Antenna 有限周期阵列天线和通用阵列天线的快速电磁辐射仿真工具
IF 0.9 4区 工程技术 Q4 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-01-09 DOI: 10.1155/mmce/5999155
Hangxin Liu, Hao Wang, Li Xu, Bingqi Liu, Junhong Liu, Xiaobo Zhang, Xuesong Yuan, Bin Li

The domain decomposition method (DDM) enables efficient simulation of electromagnetic problems in large-scale array antennas using full-wave methods on moderate hardware. This paper introduces and compares two nonoverlapping DDMs serving as preconditioners with outstanding simulation efficiency. The first method targets finite periodic array antennas by transforming a single array unit rather than explicitly modeling the entire array, effectively leveraging repetitive structures to significantly reduce memory usage and computation time. The second method applies to universal array antennas with arbitrary geometries, employing both planar and nonplanar mesh-based domain partitioning at subdomain interfaces for flexible modeling of complex arrays. To further enhance computational performance, we propose a parallel multilevel preconditioner based on the block Jacobi preconditioner, thereby accelerating the solution efficiency of subdomain matrix equations in both methods. Additionally, since the choice of domain partitioning method significantly impacts the computational efficiency of DDMs, we propose three different subdomain partitioning strategies. These strategies enable us to accelerate computations while expanding our capacity to simulate a wider variety of types of cases. We developed a fast electromagnetic radiation simulation tool utilizing these techniques. Simulations of exponentially tapered slot (Vivaldi) antenna arrays and antenna arrays with radomes demonstrate that our tool achieves accuracy comparable to commercial software, and notably, our tool outperforms commercial software in terms of the speed of iterative solutions.

区域分解方法(DDM)能够在中等硬件条件下利用全波方法高效地模拟大型阵列天线中的电磁问题。本文介绍并比较了两种非重叠ddm作为预调节器,仿真效率优异。第一种方法针对有限周期阵列天线,通过转换单个阵列单元而不是明确地建模整个阵列,有效地利用重复结构来显着减少内存使用和计算时间。第二种方法适用于具有任意几何形状的通用阵列天线,在子域接口处采用平面和非平面网格划分域,实现复杂阵列的灵活建模。为了进一步提高计算性能,我们提出了一种基于块Jacobi预条件的并行多级预条件,从而提高了两种方法求解子域矩阵方程的效率。此外,由于域划分方法的选择对ddm的计算效率有显著影响,我们提出了三种不同的子域划分策略。这些策略使我们能够加速计算,同时扩大我们模拟更广泛类型案例的能力。我们利用这些技术开发了一个快速的电磁辐射模拟工具。指数锥形槽(Vivaldi)天线阵列和天线罩天线阵列的模拟表明,我们的工具达到了与商业软件相当的精度,值得注意的是,我们的工具在迭代解决方案的速度方面优于商业软件。
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引用次数: 0
A Broadband RCS Reduction Coating Using a Novel Arrangement of Metasurface Unit Cells Based on Two Substrates 一种基于双基材的新型超表面单晶排列的宽带RCS还原涂层
IF 0.9 4区 工程技术 Q4 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-01-06 DOI: 10.1155/mmce/9397253
M. Khalilzadeh, A. Ghafoorzadeh-Yazdi, M. M. Pezhman

In this paper, a new coating structure is proposed for broadband radar cross section (RCS) reduction using 1-bit metasurfaces. The designed structure consists of two types of unit cell, arranged in concentric square rings. The substrate of unit cells is different, FR4 and Ultralum-2000 with thicknesses of 2.4 and 0.762 mm, respectively. The proposed structure shows an ultrawideband property to reduce the RCS, less than −10 dB, in the frequency range of 14–45 GHz. This range covers part of Ku-band (14–18 GHz), K-band (18–27 GHz), and Ka-band (27–40 GHz) and part of millimeter-wave band (40–45 GHz). To validate the designed work and simulation results, a prototype with the dimension of 84 × 84 mm2 is fabricated and tested. Also, the RCS reduction is determined analytically and presented. The measured results verify well the analytical and simulation results. In short, this work includes three new points: (1) the use of two substrates with different thickness and dielectric constant to design unit cells, (2) a new arrangement of array cells in the form of concentric square rings, and (3) achieving a great bandwidth to reduce RCS.

本文提出了一种利用1位元表面降低宽带雷达截面(RCS)的新型涂层结构。所设计的结构由两种类型的单元组成,排列在同心的方形环中。单位电池的衬底不同,FR4和ultral -2000的厚度分别为2.4和0.762 mm。该结构具有超宽带特性,在14-45 GHz频率范围内RCS小于- 10 dB。该范围包括部分ku频段(14 - 18ghz)、k频段(18 - 27ghz)、ka频段(27 - 40ghz)和部分毫米波频段(40 - 45ghz)。为了验证设计工作和仿真结果,制作了尺寸为84 × 84 mm2的样机并进行了测试。同时,对RCS减量进行了分析并给出了计算结果。实测结果很好地验证了分析和仿真结果。简而言之,这项工作包括三个新的点:(1)使用两种不同厚度和介电常数的衬底来设计单元单元,(2)以同心方形环的形式重新排列阵列单元,(3)实现大带宽以降低RCS。
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引用次数: 0
BNN-LSTM-DE Surrogate Model–Assisted Antenna Optimization Method Based on Data Selection 基于数据选择的代理模型辅助天线优化方法
IF 0.9 4区 工程技术 Q4 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-12-28 DOI: 10.1155/mmce/6622761
Jinlong Sun, Yubo Tian, Zhiwei Zhu

The use of surrogate models in assisting evolutionary algorithms for antenna optimization has achieved significant research outcomes. The construction of surrogate model primarily depends on two aspects; one is the selection of datasets, and the other is the model’s structure and performance. This paper proposes a novel dataset selection method aimed at enhancing the performance of the constructed surrogate model. Additionally, based on Bayesian neural network (BNN) and leveraging the advantages of handling sequence data with long short-term memory (LSTM), a BNN-LSTM surrogate model is introduced. After training, this surrogate model is used as the fitness evaluation function, enabling optimization design based on differential evolution (DE) algorithm. Experimental validations are conducted using the optimizations of a dual-frequency slotted patch antenna and a rectangular cut-corner ultrawideband antenna as examples. Results demonstrate that the proposed surrogate model exhibits high accuracy, providing a guidance for antenna optimization.

利用代理模型辅助进化算法进行天线优化已经取得了显著的研究成果。代理模型的构建主要取决于两个方面;一是数据集的选择,二是模型的结构和性能。本文提出了一种新的数据集选择方法,旨在提高构建的代理模型的性能。此外,基于贝叶斯神经网络(BNN),利用其处理序列数据具有长短期记忆(LSTM)的优势,提出了一种BNN-LSTM代理模型。训练完成后,将该代理模型作为适应度评价函数,实现基于差分进化算法的优化设计。以双频开槽贴片天线和矩形切角超宽带天线为例进行了实验验证。结果表明,该模型具有较高的精度,可为天线优化提供指导。
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引用次数: 0
A Spaceborne Ka-Band Earth-Coverage Phased Array Antenna Based on DBF-Shared Subarray for LEO Communications 基于dbf共享子阵的星载ka波段近地覆盖相控阵天线
IF 0.9 4区 工程技术 Q4 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-12-27 DOI: 10.1155/mmce/6566907
Muren Cai, Wentao Li, Xiaowei Shi, Qiaoshan Zhang, Heng Liu, Hu Liu, Yan Li, Buning Tian

A spaceborne Earth-coverage phased array (ECPA) antenna at Ka-band is proposed for low-Earth orbit (LEO) satellite applications, which is based on digital beamforming (DBF) partially shared subarray architecture to implement two stages of DBF. By taking into account the effects of mutual coupling in active element pattern optimization, a new method to obtain an Earth-matched beam of the equivalent element of the ECPA is presented, in which the DBF-shared subarray, segmental shaping technique, and differential evolution algorithm are utilized to achieve Earth-coverage characteristic for the ECPA. Both the design method and the principle of DBF partially shared subarray for grating lobe suppression are presented. Moreover, a 16-element DBF-shared subarray with a shared ratio of 4:1 obtaining an Earth-matched beam pattern is designed, optimized, and verified by full-wave simulation in Ansys Electronics Desktop. Taking the DBF-shared subarray as the equivalent element, an ECPA including 40 DBF-shared subarrays is also designed and simulated. Numerical results demonstrate that the proposed ECPA has excellent performance of Earth-coverage scanning to compensate for the satellite communication link variation caused by path loss variation during beam scanning for LEO applications. In addition, the ECPA has the advantages of a low sidelobe level better than −20 dB as well as grating lobe suppression.

提出了一种用于近地轨道卫星的ka波段星载地球覆盖相控阵(ECPA)天线,该天线基于数字波束形成(DBF)部分共享子阵结构,实现两级DBF。考虑到有源单元方向图优化中相互耦合的影响,提出了一种利用dbf共享子阵列、分段整形技术和差分进化算法实现ECPA等效单元地球匹配波束的新方法。介绍了用于光栅瓣抑制的DBF部分共享子阵列的设计方法和原理。设计了共享比为4:1的16元dbf共享子阵,并对其进行了优化,并在Ansys Electronics Desktop中进行了全波仿真验证。以dbf共享子阵列为等效单元,设计并仿真了包含40个dbf共享子阵列的ECPA。数值结果表明,所提出的ECPA具有良好的覆盖地球扫描性能,可以补偿低轨卫星波束扫描过程中路径损耗变化引起的卫星通信链路变化。此外,ECPA具有比−20 dB更低的旁瓣电平和光栅瓣抑制的优点。
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引用次数: 0
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International Journal of RF and Microwave Computer-Aided Engineering
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