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Physics-informed neural network assisted automated design of power amplifier by user defined specifications 由用户定义规格的物理信息神经网络辅助自动设计功率放大器
IF 1.6 4区 工程技术 Q2 Mathematics Pub Date : 2024-05-22 DOI: 10.1002/jnm.3246
Gaurav Bhargava, Hemant Kumari, Valeria Vadalà, Shubhankar Majumdar, Giovanni Crupi

This article presents a model that can automatically produce a power amplifier's (PA) design parameters, that is, transmission lines (TLs) dimension, from a dataset of user-specified design goals like gain, efficiency, linearity, and scattering (S-) parameters. Based on the applied boundary conditions, a synthetic dataset is generated with the best range of design parameters (W and L). This dataset is utilized for training the physics-informed neural network (PINN) model with user-specified design goals as input and design parameters as target to produce the optimum value of W and L as the resultant output. Furthermore, utilizing the obtained dimensions, design, simulation, fabrication, and measurement of a PA are performed to validate our proposed model. The results of large signal measurements of PA are drain efficiency (DE) of 26.9%, power added efficiency (PAE) of 24.7%, output power (Pout) of 30.98 dBm at an input power Pin$$ left({P}_{in}right) $$ of 19 dBm, and gain of 12.41 dB at an operating frequency of 1.625 GHz. It has been observed that the design parameters produced by the model have a significant agreement with the validated output. Also, the statistical error analysis is done by calculating the error metrics between the validated output and the actual output of the PA design.

本文介绍了一种模型,该模型可根据用户指定的增益、效率、线性度和散射(S-)参数等设计目标数据集,自动生成功率放大器(PA)的设计参数,即传输线(TL)尺寸。根据应用的边界条件,生成具有最佳设计参数范围(W 和 L)的合成数据集。利用该数据集,以用户指定的设计目标为输入,以设计参数为目标,训练物理信息神经网络(PINN)模型,以产生 W 和 L 的最佳值作为结果输出。此外,利用获得的尺寸,对功率放大器进行了设计、模拟、制造和测量,以验证我们提出的模型。功率放大器的大信号测量结果为:漏极效率 (DE) 为 26.9%,功率附加效率 (PAE) 为 24.7%,输入功率 P in $$left({P}_{in}right) $$$ 为 19 dBm 时的输出功率 (Pout) 为 30.98 dBm,工作频率为 1.625 GHz 时的增益为 12.41 dB。据观察,该模型生成的设计参数与验证输出具有显著的一致性。此外,还通过计算验证输出与功率放大器设计实际输出之间的误差指标进行了统计误差分析。
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引用次数: 0
New approximation method for high order impedance boundary condition with surface integral equations for the scattering problem 高阶阻抗边界条件与散射问题表面积分方程的新近似方法
IF 1.6 4区 工程技术 Q2 Mathematics Pub Date : 2024-05-16 DOI: 10.1002/jnm.3239
Christian Daveau, Soumaya Oueslati, Molka Kacem

In this paper, we propose a new method to approximate operators resulted from solving the scattering Problem in electromagnetism by dielectrically coated conducting bodies, using integral equations and high order impedance boundary condition. We introduce the variational Problem and we prove its well-posedness. After discretization, we find that operators arising from the high-order impedance boundary conditions are not well-defined. We present the new theoretical approach and highlight its potential through numerical experiments.

在本文中,我们提出了一种新方法,利用积分方程和高阶阻抗边界条件来近似解决电磁学中介质涂层导电体散射问题所产生的算子。我们引入了变分问题,并证明了其良好求解性。在离散化之后,我们发现由高阶阻抗边界条件产生的算子定义不清。我们介绍了新的理论方法,并通过数值实验强调了其潜力。
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引用次数: 0
Miniaturized IPD band pass filter with low insertion loss based on modified T-section for 5G applications 基于改进型 T 型截面的低插入损耗小型 IPD 带通滤波器,适用于 5G 应用
IF 1.6 4区 工程技术 Q2 Mathematics Pub Date : 2024-05-15 DOI: 10.1002/jnm.3248
Qi Zhang, Yazi Cao, Gaofeng Wang

A miniaturized bandpass filter (BPF) with low insertion loss based on a modified T-section and a grounded transmission-zero resonator is proposed. The novel T-section consists of two resonators, which can achieve the bandpass performance with two transmission zeros (TZs) in the upper band. The grounded transmission-zero resonator can generate an extra transmission zero in the lower band. Therefore, high frequency selectivity can be achieved by the above three transmission zeros near the passband. The proposed BPF can achieve an insertion loss of 0.8 dB and a return loss of 22 dB covering 3.3–4.2 GHz, and the upper-stopband attenuation is better than 20 dB up to 12.5 GHz (3.3f0). The proposed BPF with a miniaturized size of 1.2 mm × 0.5 mm × 0.3 mm have been fabricated using Si-based integrated passive devices (IPDs) technology and measured by on-wafer probing. The simulated and measured results of the proposed BPF are in reasonably good agreement.

本文提出了一种基于改进型 T 型截面和接地透射零谐振器的小型低插入损耗带通滤波器(BPF)。新颖的 T 型截面由两个谐振器组成,可在高频段实现具有两个传输零点(TZ)的带通性能。接地透射零谐振器可以在低频段产生额外的透射零。因此,上述三个传输零点可以在通带附近实现高频选择性。所提出的 BPF 在 3.3-4.2 GHz 频率范围内的插入损耗为 0.8 dB,回波损耗为 22 dB,上频带衰减优于 20 dB,最高可达 12.5 GHz (3.3f0)。利用硅基集成无源器件(IPDs)技术制作了尺寸为 1.2 mm × 0.5 mm × 0.3 mm 的微型 BPF,并通过晶圆探测进行了测量。拟议 BPF 的模拟和测量结果相当吻合。
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引用次数: 0
Transient analysis of growth/decay in materials utilizing a digital exponential peeling method 利用数字指数剥离法对材料中的生长/衰减进行瞬态分析
IF 1.6 4区 工程技术 Q2 Mathematics Pub Date : 2024-05-10 DOI: 10.1002/jnm.3245
Jayjit Mukherjee, Amit Malik, Seema Vinayak, Vikram Kumar, D. S. Rawal, R. S. Dhaka

An algorithm is proposed to implement digital peeling to determine dominant time constants of an exponential transient process. The method is simpler to implement and reduces computational time to a large extent in comparison to other techniques widely used. Apart from a synthetic test function, the algorithm has been implemented on reported experimental transient decay curves of Cs2HfCl6 (CHC) single crystal scintillation to verify its efficacy. Finally, drain current detrapping transients of unpassivated AlGaN/GaN high electron mobility transistors (HEMTs) are analyzed to determine the trap energy levels and concentrations. The validation of this digital peeling technique is also carried out by comparing with conventional method of time constant extraction from HEMT current transients. The extracted exponentials from the transient data efficiently fits well with the experimental data and can be extensively used for transient analysis. The digital peeling technique has wide applicability and can be used to analyze all exponential processes which occur in all domains of science.

本文提出了一种采用数字剥离法确定指数瞬态过程主导时间常数的算法。与其他广泛使用的技术相比,该方法更易于实施,并在很大程度上减少了计算时间。除了合成测试函数外,该算法还在 Cs2HfCl6 (CHC) 单晶闪烁实验瞬态衰减曲线上得到了应用,以验证其有效性。最后,分析了未钝化氮化铝/氮化镓高电子迁移率晶体管(HEMT)的漏极电流俘获瞬态,以确定俘获能级和浓度。通过与从 HEMT 电流瞬态中提取时间常数的传统方法进行比较,还对这种数字剥离技术进行了验证。从瞬态数据中提取的指数与实验数据十分吻合,可广泛用于瞬态分析。数字剥离技术具有广泛的适用性,可用于分析所有科学领域中出现的所有指数过程。
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引用次数: 0
An open-set method for automatic recognition of low probability of intercept radar waveforms based on reciprocity points learning 基于互易点学习的低拦截概率雷达波形自动识别开放集方法
IF 1.6 4区 工程技术 Q2 Mathematics Pub Date : 2024-05-08 DOI: 10.1002/jnm.3241
Zhilin Liu, Jindong Wang, Qidong Ge, Bo Yang, Yinlong Li, Hengwei Zhang

Deep learning-based methods for Low Probability of Intercept radar waveform recognition typically assume that the signal to be recognized belongs to a known and finite set of classes. However, in practical scenarios, the electromagnetic signal environment is open and there may be a large number of unknown signals, making such methods difficult to apply. To address this issue, a novel open-set recognition method based on reciprocal points is proposed. This approach uses a neural network to extract a high-dimensional time-frequency feature map of the signal, and measures the difference between the known and unknown signals by computing the distance between the feature vector and the reciprocal points. This allows the model to correctly identify known class signals while simultaneously detecting unknown signals. Experimental results show that the proposed method achieves open-set recognition of Low Probibability of Intercept radar signals. On test signals with signal-to-noise ratios ranging from 6 dB to 15 dB, the model achieves nearly 100% accuracy in identifying known class signals and more than 90% accuracy in detecting unknown signals.

基于深度学习的低拦截概率雷达波形识别方法通常假定待识别信号属于已知的有限类别集。然而,在实际场景中,电磁信号环境是开放的,可能存在大量未知信号,这使得此类方法难以应用。针对这一问题,提出了一种基于倒易点的新型开放集识别方法。这种方法利用神经网络提取信号的高维时频特征图,并通过计算特征向量与倒易点之间的距离来衡量已知信号与未知信号之间的差异。这样,该模型就能正确识别已知类信号,同时检测未知信号。实验结果表明,所提出的方法实现了对低拦截概率雷达信号的开放集识别。在信噪比为 6 dB 到 15 dB 的测试信号中,该模型识别已知类信号的准确率接近 100%,检测未知信号的准确率超过 90%。
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引用次数: 0
Common-mode current reduction in EMP coupling with the star-quad cable having a reference conductor 利用具有基准导体的星形四芯电缆降低电磁脉冲耦合中的共模电流
IF 1.6 4区 工程技术 Q2 Mathematics Pub Date : 2024-05-08 DOI: 10.1002/jnm.3238
Anmol Abbas Lodhi, Yu Zhu, Oussama Gassab

The coupling of electromagnetic pulse (EMP) with the star-quad cable having reference conductor is analyzed by using the proposed model, which is based upon multi-conductor transmission line theory. Expressions for common-mode (CM) and differential-mode (DM) currents are developed. Two cases are mainly discussed: the first case is the star-quad cable with a central reference conductor, and the second case with the outside reference conductor. A rigorous comparison between these two cases shows that when the reference conductor is placed at the center, the magnitude of CM current is reduced dramatically, which is beneficial for electromagnetic compatibility (EMC). The CM current magnitude of the outside reference conductor is relatively very high due to the large CM current loop area, which is the least possible for the central reference conductor. There is no significant change in the DM current magnitude for both cases because the DM current has no direct dependence on the CM current loop area. A commercial software, FEKO, which utilizes the method of momentum (MoM), is used to compare the results of our proposed method, which are in good agreement.

利用基于多导体传输线理论提出的模型,分析了电磁脉冲(EMP)与带有参考导体的星形四方电缆的耦合。建立了共模(CM)和差模(DM)电流的表达式。主要讨论了两种情况:第一种情况是带有中央参考导体的星形四方电缆,第二种情况是带有外部参考导体的星形四方电缆。对这两种情况的严格比较表明,当参考导体位于中心时,CM 电流的大小会显著减小,这有利于电磁兼容性(EMC)。外侧参考导体的 CM 电流幅值相对较高,这是因为 CM 电流环面积较大,而中心参考导体的 CM 电流幅值最小。由于 DM 电流与 CM 电流回路面积没有直接关系,因此这两种情况下的 DM 电流值没有明显变化。利用动量法(MoM)的商业软件 FEKO 对我们提出的方法的结果进行了比较,结果非常吻合。
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引用次数: 0
An improved two-dimensional (2,4) finite-difference time-domain method for Lorentz dispersive media 洛伦兹色散介质的改进型二维 (2,4) 有限差分时域法
IF 1.6 4区 工程技术 Q2 Mathematics Pub Date : 2024-05-08 DOI: 10.1002/jnm.3244
Theodoros T. Zygiridis, Stamatios A. Amanatiadis, Nikolaos V. Kantartzis

The credible solution of discretized Maxwell's equations in spaces occupied by Lorentz dispersive media is the main subject of this work. Specifically, we introduce a finite-difference time-domain (FDTD) algorithm with a typical (2,4) structure that features dispersion-relation-preserving characteristics and produces reduced numerical errors in two-dimensional electromagnetic simulations, compared to the standard approach with similar computational requirements. We consider the case of dispersive media with non-vanishing absorption coefficients and investigate different options for the suitable modification of the spatial approximations, so that the accomplished accuracy is optimized for a given computational overhead. The properties of the proposed FDTD technique are thoroughly examined, both theoretically and in numerical tests, and the performance upgrade compared with the conventional solution is assessed.

洛伦兹色散介质空间中离散麦克斯韦方程的可信解法是本研究的主要课题。具体而言,我们介绍了一种具有典型 (2,4) 结构的有限差分时域 (FDTD) 算法,该算法具有色散相关保留特性,与计算要求类似的标准方法相比,可减少二维电磁模拟中的数值误差。我们考虑了具有非消失吸收系数的色散介质的情况,并研究了适当修改空间近似值的不同方案,从而在给定计算开销的情况下优化了完成精度。在理论和数值测试中,对所提出的 FDTD 技术的特性进行了深入研究,并评估了与传统解决方案相比的性能提升情况。
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引用次数: 0
An improved noise model of InP HEMT for millimeter wave application 用于毫米波应用的 InP HEMT 改进型噪声模型
IF 1.6 4区 工程技术 Q2 Mathematics Pub Date : 2024-05-01 DOI: 10.1002/jnm.3240
Zhichun Li, Yuanting Lv, Ao Zhang, Jianjun Gao

A new temperature noise model, including the influence of gate-drain series resistance Rgd on the noise performance for an InP HEMT, is presented in this article. An equivalent temperature Tgd of Rgd has been taken into account based on Pospieszalski's noise model. The corresponding extraction procedure of noise parameters is given. Good correlation between the simulated and measured noise parameters in the frequency range of 8–50 GHz for a wide range of bias points verify the validity of the improved noise model.

本文介绍了一种新的温度噪声模型,包括栅漏串联电阻 Rgd 对 InP HEMT 噪声性能的影响。在 Pospieszalski 噪声模型的基础上,考虑了 Rgd 的等效温度 Tgd。文中给出了相应的噪声参数提取程序。在 8-50 GHz 的频率范围内,对于宽范围的偏置点,模拟噪声参数与测量噪声参数之间的良好相关性验证了改进噪声模型的有效性。
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引用次数: 0
Reduced partial shading effect and enhancement of performance metrics using a Fibonacci based algorithm 利用基于斐波那契的算法减少局部阴影效应并提高性能指标
IF 1.6 4区 工程技术 Q2 Mathematics Pub Date : 2024-04-28 DOI: 10.1002/jnm.3242
Venkata Madhava Ram Tatabhatla, Varun Agarwal, Anshul Agarwal, Asheesh Kumar Singh

Partial shading within arrays diminishes power output, induces hotspots, and compromises module integrity, thereby impacting system performance. The presence of bypass diodes further exacerbates these issues by introducing non-convexities in power curves, leading to additional power losses. To solve this problem, a new reconfiguration technique named Fibonacci Random Number Generator is proposed in this work which minimizes the effects of shading on the panels. The proposed methodology swiftly reduces current discrepancies between PV array rows by reshuffles the panels in an array to disperse the shade better using a mathematical formula resulting in increased power output and smoother power curves during partial shading events. The effectiveness of the proposed method is measured in terms of GMPP, row current calculations, power loss (PL), mismatch losses (ML), execution ratio (ER), fill factor (FF), and capacity factor (CF) for four distinctive shading conditions. Validation of results in software and hardware platforms showcase the applicability of proposed approach in real-time environments. Results indicate significant average power improvements of 25.49%, 15.47%, and 9.29% compared to existing popular reconfigurations like Skyscraper, Ken-Ken, and Chaotic baker map. The proposed method stands out as a potent tool for optimizing PV arrays within real-world systems grappling with partial shading issues.

阵列内的部分遮光会降低功率输出,产生热点,损害模块完整性,从而影响系统性能。旁路二极管的存在进一步加剧了这些问题,因为它在功率曲线中引入了非凸性,导致额外的功率损耗。为解决这一问题,本研究提出了一种名为 "斐波那契随机数发生器 "的新的重新配置技术,它能最大限度地减少遮光对电池板的影响。所提出的方法通过对阵列中的电池板进行重新配置,利用数学公式更好地分散遮光,从而迅速减少光伏阵列行间的电流差异,从而在部分遮光事件中提高功率输出,使功率曲线更加平滑。针对四种不同的遮阳条件,从 GMPP、行电流计算、功率损耗 (PL)、失配损耗 (ML)、执行率 (ER)、填充因子 (FF) 和容量因子 (CF) 等方面测量了所提方法的有效性。在软件和硬件平台上的验证结果表明了所提方法在实时环境中的适用性。结果表明,与现有流行的重新配置方法(如 Skyscraper、Ken-Ken 和 Chaotic baker map)相比,平均功率分别提高了 25.49%、15.47% 和 9.29%。所提出的方法是在实际系统中优化光伏阵列、解决部分遮阳问题的有效工具。
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引用次数: 0
An improved small-signal model for GaN HEMTs devices GaN HEMT 器件的改进型小信号模型
IF 1.6 4区 工程技术 Q2 Mathematics Pub Date : 2024-04-18 DOI: 10.1002/jnm.3237
Jing Bai, Ao Zhang, Jiali Cheng, Jianjun Gao

An improved small-signal model applied to GaN-based devices is presented in this article. The extrinsic elements of the equivalent circuit topology are extracted using the test structures and the cut-off method. In order to obtain a good agreement between model simulations and measurements, distributed capacitive effects are taken into account. In addition, an inductance Lds is introduced based on the conventional intrinsic equivalent circuit topology. Good agreement between the modeled and measured S-parameters is obtained for GaN HEMTs with a gate width of 2 × 100 μm (number of gate fingers × unit gate width) in the frequency range of 0.5–40 GHz.

本文介绍了一种适用于氮化镓基器件的改进型小信号模型。利用测试结构和截止法提取了等效电路拓扑的外在元素。为了在模型模拟和测量之间取得良好的一致性,考虑了分布电容效应。此外,还根据传统的本征等效电路拓扑引入了电感 Lds。对于栅极宽度为 2 × 100 μm(栅极指数 × 单位栅极宽度)的 GaN HEMT,在 0.5-40 GHz 频率范围内,建模与测量的 S 参数之间获得了良好的一致性。
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引用次数: 0
期刊
International Journal of Numerical Modelling-Electronic Networks Devices and Fields
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