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Performance Enhanced Copper-Graphene Hetero Interconnect Structures in Crossbar Arrays for Neuromorphic Computing 用于神经形态计算的交叉杆阵列中性能增强的铜-石墨烯异质互连结构
IF 1.5 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-08-01 DOI: 10.1109/JMMCT.2025.3593872
Suyash Kushwaha;Chintu Bhaskara Rao;Shamini P R;Sourajeet Roy;Rohit Sharma
In this paper, novel copper graphene heterogeneous interconnect structures are proposed which retain the ease of fabrication while having far better electrical performance when compared to the conventional copper interconnects. In the nanoscale regime, signal integrity (SI) of the copper interconnects degrades significantly. To address the signal integrity issues, these heterogeneous interconnects are developed at 7 nm technology nodes which are further used to make the crossbar arrays for neuromorphic computing. The proposed copper graphene heterogeneous interconnects were designed by stacking the layers of copper and multilayer graphene nanoribbons (MLGNRs) one over the other and a detailed signal integrity analysis is done based on the quantities like the per unit length Resistance, Insertion Loss (IL), Return Loss (RL), eye diagrams, surface charge density and volume current density. The results shows that the proposed interconnects outperformed the copper interconnects based on each and every SI quantity. Finally, in the application example, the best performing heterogeneous interconnects are used to create larger crossbar arrays with sizes 64 × 64, 128 × 128. Further, the key performance matrices such as the delay time, the rise time and the fall time are analyzed and compared with the conventional crossbars made from the copper interconnects. The results in application example proved that the heterogeneous interconnects performs better than the copper interconnects for neuromorphic computing.
本文提出了一种新型的铜石墨烯异质互连结构,与传统的铜互连相比,它在保持易于制造的同时具有更好的电气性能。在纳米尺度下,铜互连的信号完整性(SI)显著下降。为了解决信号完整性问题,这些异构互连是在7纳米技术节点上开发的,这些节点进一步用于制造神经形态计算的交叉杆阵列。通过将铜层和多层石墨烯纳米带(mlgnr)层层堆叠,设计了所提出的铜石墨烯非均质互连,并基于单位长度电阻、插入损耗(IL)、回波损耗(RL)、眼图、表面电荷密度和体积电流密度等量进行了详细的信号完整性分析。结果表明,基于每一个SI量,所提出的互连都优于铜互连。最后,在应用实例中,使用性能最好的异构互连来创建尺寸为64 × 64、128 × 128的更大的交叉棒阵列。此外,分析了其延迟时间、上升时间和下降时间等关键性能矩阵,并与传统的铜互连横梁进行了比较。应用实例表明,异构互连在神经形态计算中的性能优于铜互连。
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引用次数: 0
Enhancing DORT Method Performance in Time-Reversal Microwave Imaging Through Denoising Autoencoder 通过去噪自编码器增强时间反转微波成像中的DORT方法性能
IF 1.5 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-07-15 DOI: 10.1109/JMMCT.2025.3589191
Hamed Rezaei;Amir Nader Askarpour;Abdolali Abdipour
We investigate the impact of noise on time-reversal imaging and propose an approach that significantly enhances the detection of objects in noisy environments. Our method involves the decomposition of the time-reversal operator at a single frequency, known for its sensitivity to noise. We utilize a specific autoencoder architecture to denoise the generated dataset from a multi-static data matrix (MDM), effectively separating the signal sub-space from the noise sub-space, even at low signal-to-noise ratios (SNRs) ranging from −5 dB to high levels of SNR. This dataset is generated by simulating scatterers mounted at various locations within a two-dimensional (2D) grid, each with different SNRs.
我们研究了噪声对时间反转成像的影响,并提出了一种显著增强噪声环境中目标检测的方法。我们的方法是将时间反转算子分解为对噪声敏感的单一频率。我们利用特定的自编码器架构从多静态数据矩阵(MDM)中对生成的数据集进行降噪,有效地将信号子空间与噪声子空间分离,即使在从- 5 dB到高信噪比的低信噪比(SNR)下也是如此。该数据集是通过模拟安装在二维(2D)网格内不同位置的散射体生成的,每个散射体具有不同的信噪比。
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引用次数: 0
Optimized Microwave Ablation With a Novel Applicator: Integration of Taguchi Neural Networks for Enhanced Predictive Accuracy of Ablation Zone 一种新型应用器优化微波消融:整合田口神经网络提高消融区预测精度
IF 1.5 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-07-14 DOI: 10.1109/JMMCT.2025.3589163
Suyash Kumar Singh;Brij Kumar Bharti;Amar Nath Yadav;Ajay Kumar Dwivedi
This study examines the computational challenges associated with modeling liver tumors using microwave ablation (MWA), while highlighting the limitations of conventional methods and advocating for the use of MWA in conjunction with artificial intelligence as a more promising approach. The proposed innovative antenna design, which comprises a coaxial line featuring a tapered outer conductor and a dipole antenna, aims to produce a nearly spherical ablation zone without the need for any additional matching network. Capable of operating at both 2.45 GHz and 5.8 GHz with minor structural modifications, it offers flexibility in tumor ablation systems. The research further incorporates and compares the sigmoidal model, a well-established computational method, and a recently developed parametric model for evaluating temperature-dependent properties in modeling the 3-D liver tissue, identifying differences in the ablation zone during MWA. Additionally, since both under and over ablation are major concerns during the MWA procedure, resulting in damage to healthy tissue and tumor recurrence, respectively, this study introduces a Taguchi Artificial Neural Networks (TNN) framework for the prediction of ablation zone in advance, thereby, significantly reducing the number of required training datasets without compromising performance metrics.
本研究探讨了与使用微波消融(MWA)建模肝脏肿瘤相关的计算挑战,同时强调了传统方法的局限性,并倡导将MWA与人工智能结合使用,这是一种更有前途的方法。提出的创新天线设计包括具有锥形外导体和偶极子天线的同轴线,旨在产生接近球形的烧蚀区,而无需任何额外的匹配网络。它能够在2.45 GHz和5.8 GHz的频率下工作,并进行了微小的结构修改,为肿瘤消融系统提供了灵活性。该研究进一步结合并比较了s型模型(一种成熟的计算方法)和最近开发的用于评估三维肝组织建模中温度依赖特性的参数模型,以确定MWA期间消融区域的差异。此外,由于消融不足和消融过度是MWA过程中的主要问题,分别导致健康组织损伤和肿瘤复发,因此本研究引入了Taguchi人工神经网络(TNN)框架,用于提前预测消融区域,从而显著减少所需训练数据集的数量,同时不影响性能指标。
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引用次数: 0
Optimal Configuration and Performance Enhancement of Time-Modulated Circular Antenna Arrays 时间调制圆形天线阵列的优化配置与性能增强
IF 1.8 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-07-10 DOI: 10.1109/JMMCT.2025.3587386
Satish Kumar;Gopi Ram;Durbadal Mandal;Rajib Kar
In order to optimize the synthesis of Asymmetric Time-Modulated Circular Antenna Array (ATMCAA) and Symmetric Time-Modulated Circular Antenna Array (STMCAA), this work presents the Novel Particle Swarm Optimization Algorithm (NPSO). Inter-element spacing and uniform current excitation are maintained by regulating the switching time sequence and progressive phase delay of each element. A distinct cost function is developed for each of the two case studies. Using 20- and 36-element examples, several low side-lobe designs synthesized from ATMCAA and STMCAA are compared with traditional circular arrays. Through the manipulation of switching time sequence and progressive phase delay, the cost function is optimized to simultaneously reduce the side-lobe level (SLL) and directivity in ATMCAA and STMCAA. When it comes to antenna array synthesis, NPSO performs better than other algorithms, such as cat swarm optimization and invasive weed optimization. This study demonstrates how effective NPSO is at optimizing antenna arrays in order to improve higher communication reliability and signal quality.
为了优化非对称时调制圆形天线阵列(ATMCAA)和对称时调制圆形天线阵列(STMCAA)的合成,本文提出了一种新的粒子群优化算法(NPSO)。通过调节各元件的开关时间顺序和逐级相位延迟来保持元件间的间距和电流的均匀励磁。为这两个案例研究中的每一个开发了不同的成本函数。以20元和36元为例,比较了由ATMCAA和STMCAA合成的几种低旁瓣设计。通过控制开关时间序列和渐进相位延迟,优化了代价函数,同时降低了ATMCAA和STMCAA的旁瓣电平(SLL)和指向性。在天线阵列综合方面,NPSO的性能优于其他算法,如猫群优化和入侵杂草优化。本研究证明了NPSO在优化天线阵列以提高通信可靠性和信号质量方面的有效性。
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引用次数: 0
Automatic Mesh Refinement Process for High-Quality Factor Resonant Cavities Using the Method of Moments 基于矩量法的高质量因子谐振腔自动网格细化过程
IF 1.8 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-07-02 DOI: 10.1109/JMMCT.2025.3585550
Wen-Tao Bao;Joseph D. Kotulski;Jin-Fa Lee
This paper presents an automatic mesh refinement method designed to accurately capture resonant responses in high-quality factor devices using surface integral equations. To validate the method, a solution-based error estimator is proposed to evaluate solution quality and identify elements requiring local mesh refinement. The sensitivity of the local error distribution to frequencies near numerical resonance is examined. To effectively capture the resonant behavior, an automatic h–refinement strategy, combined with frequency sweeping, is introduced. Numerical experiments on slotted cavities with high-quality factor are provided. In addition, the advantages of the proposed error estimator over the widely used residual error estimator are discussed.
本文提出了一种利用曲面积分方程精确捕捉高质量因子器件谐振响应的自动网格细化方法。为了验证该方法,提出了一种基于解的误差估计器来评估解的质量并识别需要局部网格细化的元素。研究了局部误差分布对数值共振附近频率的敏感性。为了有效地捕捉谐振行为,引入了一种结合扫频的自动h -细化策略。对具有高质量因数的开槽腔进行了数值实验。此外,还讨论了所提出的误差估计量相对于广泛使用的残差估计量的优点。
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引用次数: 0
FEA and CFD Based Multi-Physics Modeling, Simulation, and Validation of Oil-Immersed Power Transformers 基于FEA和CFD的油浸式电力变压器多物理场建模、仿真与验证
IF 1.8 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-07-02 DOI: 10.1109/JMMCT.2025.3584998
Reza Ilka;Jiangbiao He;Jingjing Yang;Jose E. Contreras;Carlos G. Cavazos;Weijun Yin
Power transformers serve as indispensable elements in nearly every electrical power system. Ensuring the continuous operation of power transformers is pivotal in maintaining the reliability and safety of the power network. Hotspot temperature (HST) in windings is a key factor that indicates the health condition of a power transformer. To determine the temperature of the transformer windings, it is essential to obtain the temperature distribution inside the transformer. This paper introduces a high-fidelity multi-physics modeling and simulation framework focused on predicting the reliability of large power transformers. The methodology relies on the application of three-dimensional (3D) finite element analysis (FEA) and computational fluid dynamics (CFD). In particular, electromagnetic modeling and simulation using FEA are conducted to calculate transformer losses. Subsequently, a thermal-hydraulic model is established to determine the temperature distribution. More importantly, this is to identify the HST in the transformer windings, which is further utilized to determine the transformer lifetime. Additionally, a sensitivity analysis is carried out to evaluate how the properties of the cooling oil affect both temperature distribution and HST. Finally, experimental results are provided to confirm the multi-physics modeling and simulation results.
电力变压器几乎是每一个电力系统中不可缺少的元件。确保电力变压器的连续运行对维护电网的可靠性和安全性至关重要。变压器绕组的热点温度是反映变压器健康状况的关键因素。为了确定变压器绕组的温度,必须得到变压器内部的温度分布。本文介绍了一种针对大型电力变压器可靠性预测的高保真多物理场建模与仿真框架。该方法依赖于三维有限元分析(FEA)和计算流体力学(CFD)的应用。特别是利用有限元法进行了电磁建模和仿真,计算了变压器的损耗。在此基础上,建立了热液模型,确定了温度分布。更重要的是,这是为了确定变压器绕组中的HST,这将进一步用于确定变压器的寿命。此外,还进行了敏感性分析,以评估冷却油的性能如何影响温度分布和HST。最后给出了实验结果,验证了多物理场建模和仿真结果。
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引用次数: 0
Deep Learning-Based Prediction of Multifunctional Photonic Crystal Ring Resonator With Ultra High-Quality Factor 基于深度学习的多功能超高质量因子光子晶体环形谐振器预测
IF 1.8 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-06-27 DOI: 10.1109/JMMCT.2025.3583976
P. Agilandeswari;G. Thavasi Raja;R. Rajasekar;R. Parthasarathy
A novel deep learning-based reconfigurable and multifunctional Photonic Crystal Ring Resonator (PCRR) is designed with narrow bandwidth, low insertion loss and ultracompact size for lightwave communication and optical computing applications. The designed coupled nanoring resonator is used to realize four different functions of optical switch, narrow bandpass filter, encoder and XOR gate. The periodic structure of photonic bandgap frequency range is calculated by the Plane Wave Expansion (PWE) technique. The multifunctional nanoscale structure performance parameters of extinction ratio, quality factor and insertion loss are numerically analyzed by Finite-Difference-Time-Domain (FDTD) method. The deep learning algorithm of Long Short Term Memory- Neural Network (LSTM-NN) is used to predict the design parameters with low mean square error and less computation time of 50 seconds. The nanoring resonators is designed with high quality factor of 2566.83, high extinction ratio of 34.87 dB and ultracompact size of 179.20 μm2. Hence, this multifunctional platform is highly appropriate for photonic integrated circuits and optical computing system.
设计了一种基于深度学习的可重构多功能光子晶体环形谐振器(PCRR),具有窄带宽、低插入损耗和超紧凑尺寸,可用于光波通信和光计算应用。设计的耦合纳米环谐振腔实现了光开关、窄带通滤波器、编码器和异或门四种不同的功能。利用平面波展开(PWE)技术计算了光子带隙频率范围的周期结构。采用时域有限差分(FDTD)方法对多功能纳米结构消光比、品质因子和插入损耗等性能参数进行了数值分析。采用长短期记忆-神经网络(LSTM-NN)深度学习算法预测设计参数,均方误差小,计算时间缩短至50秒。所设计的纳米谐振腔具有2566.83的高品质因数、34.87 dB的高消光比和179.20 μm2的超紧凑尺寸。因此,该多功能平台非常适合用于光子集成电路和光计算系统。
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引用次数: 0
Large-Area Geometric Diodes Based on Asymmetric and Nonlinear Transport in Patterned Graphene 基于非对称和非线性输运的大面积几何二极管
IF 1.8 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-06-26 DOI: 10.1109/JMMCT.2025.3583441
Davide Mencarelli;Emiliano Laudadio;Heng Wang;Siti Nur Afifa Azman;Martino Aldrigo;Mircea Dragoman;Eleonora Pavoni;Elaheh Mohebbi;Luca Pierantoni
This contribution reports a comprehensive investigation into the development and validation of optimized models for simulating the electronic properties of large-scale graphene-based geometric diodes. Our study incorporates unique features as, for example, a general treatment for the boundary conditions, that include arbitrary impedance constrains for the diode output-terminals. The observed diode-like rectification behavior has its physical origin to be an intrinsic property of in the nonlinear carrier transport partial differential equations with polarity-dependent coefficients in asymmetric geometries. While atomistic methods offer, in principle, high accuracy at the atomic scale, their computational cost renders them impractical for simulating devices with dimensions exceeding a few nanometers. To address this limitation, we have developed an improved drift-diffusion framework that captures the essential physics of charge transport in the non-ballistic limit. Through extensive numerical simulations and new proposed diode topologies, we have investigated the impact of geometric parameters and external bias on the device characteristics. Direct quantitative comparison of independent results, obtained assuming fully coherent and fully diffusive transport in four-terminal diodes, has also been reported. The present model can be effectively used to preliminarily compare different diode geometries and to design/optimize large multi-terminal structures based on graphene.
这篇贡献报告了对模拟大规模石墨烯基几何二极管电子特性的优化模型的开发和验证的全面调查。我们的研究结合了独特的特征,例如,对边界条件的一般处理,包括二极管输出端的任意阻抗约束。非对称几何中具有极性相关系数的非线性载流子输运偏微分方程的固有性质是观察到的类二极管整流行为的物理根源。虽然原子方法原则上在原子尺度上提供了很高的精度,但它们的计算成本使得它们在模拟尺寸超过几纳米的设备时不切实际。为了解决这一限制,我们开发了一种改进的漂移扩散框架,该框架捕捉了非弹道极限下电荷输运的基本物理。通过广泛的数值模拟和新提出的二极管拓扑,我们研究了几何参数和外部偏置对器件特性的影响。在四端二极管中假设完全相干和完全扩散输运所得到的独立结果的直接定量比较也有报道。该模型可以有效地用于初步比较不同的二极管几何形状,并设计/优化基于石墨烯的大型多终端结构。
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引用次数: 0
Numerical Homogenization for Nonlinear Multiscale Analysis of Electropermanent Magnet Composites 电永磁复合材料非线性多尺度分析的数值均匀化
IF 1.8 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-06-13 DOI: 10.1109/JMMCT.2025.3579349
Dohun Lee;Ahmad Ramadoni;Jaewook Lee
This study presents a numerical homogenization model to predict the effective nonlinear behavior of highly heterogeneous electropermanent magnet (EPM) composites. EPM composites consist of periodic microstructures composed of both soft and hard ferromagnetic materials (i.e., iron and permanent magnets). EPM composites possess unique ability to self-generate magnetic fields while adjusting them using external current, making them promising for use in electromechanical devices. However, direct numerical analysis of EPM composite structures requires huge computational costs, particularly in nonlinear ranges where electromechanical devices typically operate. This challenge can be alleviated through multiscale analysis using homogenization method. The developed homogenization model is constructed using the energy-based approach, assuming magnetic energy equivalence between heterogeneous and homogeneous media. Specifically, the effective B-H curve of EPM composite is computed by interpolating B-H pairs obtained by solving cell problems through finite element analysis. To validate the proposed homogenization model, three numerical examples including an actuator and a magnetic bearing, are investigated. In each example, the magnetic field distribution, magnetic energy, or magnetic force, along with computational time, of actual EPM heterogeneous structures are compared with those of equivalent structures having homogeneous effective B-H curve. These comparisons confirm the accuracy and computational efficiency of the developed numerical homogenization model.
本文提出了一种预测高非均相电永磁(EPM)复合材料有效非线性行为的数值均匀化模型。EPM复合材料由软铁磁材料和硬铁磁材料(即铁和永磁体)组成的周期性微结构组成。EPM复合材料具有独特的自产生磁场的能力,同时使用外部电流调节磁场,使其在机电设备中应用前景广阔。然而,EPM复合材料结构的直接数值分析需要巨大的计算成本,特别是在机电设备通常运行的非线性范围内。利用均质化方法进行多尺度分析可以缓解这一挑战。采用基于能量的方法建立均匀化模型,假设非均质介质和均质介质之间的磁能相等。具体而言,通过有限元分析求解单元问题得到的B-H对插值计算EPM复合材料的有效B-H曲线。为了验证所提出的均匀化模型,对包括执行器和磁轴承在内的三个数值算例进行了研究。在每个算例中,将实际EPM非均质结构的磁场分布、磁能或磁力以及计算时间与具有均匀有效B-H曲线的等效结构的磁场分布、磁能或磁力进行比较。这些比较验证了所建立的数值均匀化模型的准确性和计算效率。
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引用次数: 0
A Higher-Order Stabilized Hybridized Discontinuous Galerkin Method for Simulating Semiconductor Devices 模拟半导体器件的高阶稳定杂化不连续伽辽金方法
IF 1.8 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-06-02 DOI: 10.1109/JMMCT.2025.3575845
Nian-En Zhang;Dongyan Zhao;Haoqiang Feng;Yin-Da Wang;Yanning Chen;Qi-Chao Wang;Zheng-Wei Du;Yingzong Liang;Fang Liu;Hao Xie;Qiwei Zhan;Wen-Yan Yin
The simulation of carrier transport in power electronic devices imposes stringent requirements on numerical stability, confining the previous methods to low-order schemes. To address this issue, a stabilized higher-order hybridized discontinuous Galerkin method (S-HDG) is proposed, where we decouple the exponentially varying carrier density from the differential operator and project it onto a lower-dimensional equation. Based on the numerical jumps as indicator, an adaptive artificial diffusion term is introduced to dynamically control oscillatory errors and over diffusion during the iterations for solving nonlinear equations. We validate the proposed method to abrupt junction models, demonstrating its high-order accuracy and robustness against severe mesh skewness and curvature. Furthermore, we apply the method to lateral double-diffused MOSFET (LDMOS), a class of typical power electronic devices, achieving good agreement with the industrial-standard FVSG solver in simulating electrical parameters. Notably, our method can offer higher-order convergence and better compatibility with unstructured meshes.
电力电子器件中载流子输运的模拟对数值稳定性提出了严格的要求,使以往的方法局限于低阶格式。为了解决这个问题,提出了一种稳定的高阶杂交不连续伽辽金方法(S-HDG),该方法将指数变化的载流子密度与微分算子解耦,并将其投影到低维方程中。以数值跳跃为指标,引入自适应人工扩散项,动态控制非线性方程迭代过程中的振荡误差和过扩散。通过对突变结点模型的验证,证明了该方法的高阶精度和对严重网格偏度和曲率的鲁棒性。此外,我们将该方法应用于一类典型的电力电子器件——横向双扩散MOSFET (LDMOS),在模拟电气参数方面与工业标准的FVSG求解器很好地吻合。值得注意的是,我们的方法可以提供更高阶的收敛性,并且与非结构化网格具有更好的兼容性。
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引用次数: 0
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IEEE Journal on Multiscale and Multiphysics Computational Techniques
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