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Magnetic Hysteresis Modeling With Neural Operators 基于神经算子的磁滞建模
IF 2.1 3区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-11-12 DOI: 10.1109/TMAG.2024.3496695
Abhishek Chandra;Bram Daniels;Mitrofan Curti;Koen Tiels;Elena A. Lomonova
Hysteresis modeling is crucial to comprehend the behavior of magnetic devices, facilitating optimal designs. Hitherto, deep learning-based methods employed to model hysteresis face challenges in generalizing to novel input magnetic fields. This article addresses the generalization challenge by proposing neural operators for modeling constitutive laws that exhibit magnetic hysteresis by learning a mapping between magnetic fields. In particular, three neural operators—deep operator network (DeepONet), Fourier neural operator (FNO), and wavelet neural operator (WNO)—are employed to predict novel first-order reversal curves and minor loops, where novel means that they are not used to train the model. In addition, a rate-independent FNO is proposed to predict material responses at sampling rates different from those used during training to incorporate the rate-independent characteristics of magnetic hysteresis. The presented numerical experiments demonstrate that neural operators efficiently model magnetic hysteresis, outperforming the traditional neural recurrent methods on various metrics and generalizing to novel magnetic fields. The findings emphasize the advantages of using neural operators for modeling hysteresis under varying magnetic conditions, underscoring their importance in characterizing magnetic material-based devices. The codes related to this article are available at https://github.com/chandratue/magnetic_hysteresis_neural_operator.
磁滞建模对于理解磁性器件的行为、促进优化设计至关重要。迄今为止,基于深度学习的迟滞建模方法在推广到新的输入磁场方面面临挑战。本文通过提出神经算子,通过学习磁场之间的映射来建模表现磁滞的本构律,从而解决了泛化的挑战。特别是,三个神经算子-深度算子网络(DeepONet),傅立叶神经算子(FNO)和小波神经算子(WNO) -被用来预测新的一阶反转曲线和小回路,其中新颖意味着它们不用于训练模型。此外,提出了一种速率无关的FNO来预测不同于训练期间使用的采样率下的材料响应,以纳入磁滞的速率无关特性。数值实验表明,神经算子能有效地模拟磁滞,在各种指标上优于传统的神经递归方法,并能推广到新的磁场。研究结果强调了在不同磁条件下使用神经算子建模迟滞的优势,强调了它们在表征磁性材料基器件中的重要性。与本文相关的代码可从https://github.com/chandratue/magnetic_hysteresis_neural_operator获得。
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引用次数: 0
Field-Free Mutual Synchronization of Parallel Coupled Spin Torque Nano Oscillators Using a Free Layer With First- and Second-Order Uniaxial Anisotropy 利用一阶和二阶单轴各向异性自由层的平行耦合自旋力矩纳米振荡器的无场相互同步
IF 2.1 3区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-11-11 DOI: 10.1109/TMAG.2024.3495025
Meenakshi Sravani;Swapnil Bhuktare
The synchronization behavior of two spin torque nano oscillators (STNOs) with second-order anisotropy, connected via parallel coupling, has been studied in the presence of the thermal field. The second-order anisotropy led to the biasing of the free layer (FL) of both the STNOs in the easy cone regime called the conical FL (CFL). This parallel coupling facilitated frequency and in-phase synchronization between the two STNOs without the need for any external field. The simulation results demonstrating this in-phase synchronization have been supported by analytical theory. Further, the effects of parallel coupling on oscillation parameters, such as frequency, power, and linewidth, have been examined. The variation of the frequency with current and the coupling factor has been derived using the LLGS equation. The study achieved a threefold increase in output power and a reduction in linewidth to the order of kHz, without requiring an external field. These advancements highlight the potential of the device for reliable practical applications.
研究了两个二阶各向异性自旋力矩纳米振荡器(STNOs)在热场存在下的同步行为。二阶各向异性导致两种STNOs的自由层(FL)在易锥区发生偏置,称为锥形FL (CFL)。这种并联耦合促进了两个STNOs之间的频率和相位同步,而不需要任何外部场。仿真结果证实了这种同步的正确性,并得到了解析理论的支持。此外,平行耦合对振荡参数的影响,如频率,功率和线宽,已经被检查。利用LLGS方程推导了频率随电流和耦合系数的变化规律。该研究实现了输出功率增加三倍,线宽减少到千赫数量级,而不需要外部场。这些进步突出了该设备在可靠的实际应用中的潜力。
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引用次数: 0
Multi-Physical Field Coupling Dynamic Numerical Modeling for Augmented Rail Launchers
IF 2.1 3区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-11-11 DOI: 10.1109/TMAG.2024.3493973
Yan Rongge;Zhao Haokai
Contact resistance voltage drop and back electromotive force generated during armature motion are the important parts of muzzle voltage of augmented rail launchers. An inversion method is proposed to accurately obtain the contact resistance between the armature and the rails and the mutual inductance gradient between the inner and outer rails, whose influence on the motion characteristics of augmented rail launchers is further analyzed. First, muzzle voltage, excitation current, armature velocity, and displacement are measured for the contact resistance calculation. Then, a modified adaptive annealing algorithm is used for the inversion of the contact resistance and mutual inductance gradient. Finally, an electromagnetic-force multi-physical field coupling dynamic numerical model for augmented rail launchers is established. The changes of the electromagnetic thrust and current density with the contact resistance and mutual inductance gradient are analyzed, and the calculated armature velocity is compared with the experimental one to verify the effectiveness of the proposed method.
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引用次数: 0
Determining the Effective Permeability of a Laminated CoZrTaB (CZTB) Film Through Consideration of Demagnetization Effects and Eddy-Displacement Currents 考虑退磁效应和涡流的叠层CoZrTaB (CZTB)膜的有效磁导率测定
IF 2.1 3区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-11-08 DOI: 10.1109/TMAG.2024.3494675
Ruaidhrí Murphy;Guannan Wei;Ansar Masood;Cian O’Mathúna;Zoran Pavlovic;Paul McCloskey;Séamus O’Driscoll
Multilaminated thin-film inductors are a key to emerging technology that enables highly integrated, on-chip voltage regulators. The permeability of a magnetic core at high frequency is a key determiner of inductance density. In this article, a multilamination magnetic core made up of alternate CoZrTaB (CZTB) amorphous, uniaxially anisotropic magnetic films and AlN dielectric layers is investigated. The individual films are approximately 200 nm thick, appropriate for operation at over 100 MHz, but the laminated structure and overall thickness of several micrometers mean that analytical methods are impractical for computing demagnetization. Magnetostatic finite element analysis (FEAs) is used to model the magnetic core demagnetization, accounting for various length/width dimensions, magnetic film thicknesses, and dielectric thicknesses. At higher frequencies, the dielectric layers, which are included in the structure to suppress induced eddy currents, allow displacement currents to flowthrough the dielectric layers and lead to increased eddy currents circulating around the overall core structure, thus further increasing loss and reducing permeability. Eddy current FEA simulations, which include the displacement currents and an analytically derived equivalent circuit model (ECM), are used to model the real and imaginary (loss) components of permeability spectra. The work, therefore, determines the combined contributions of both demagnetization effects and eddy displacement currents to the reductions in real permeability and the increase in loss components for thicker multilaminated magnetic cores. Permeameter measurements on fabricated cores, having ten laminations, and with various AlN thicknesses (10, 20, 40, and 60 nm) gave excellent agreement with the predicted effective permeability through the approach of combining the FEA and ECM models, over the 10 MHz to 1 GHz frequency range. It was shown, that at 100 MHz, for multilaminated cores with thin or higher k dielectric layers, displacement-eddy currents are dominant, giving a power loss an order of magnitude higher than would be for magnetically induced eddy currents alone.
多层薄膜电感器是实现高度集成的片上电压调节器的新兴技术的关键。磁芯的高频磁导率是决定电感密度的关键因素。本文研究了由CoZrTaB (CZTB)非晶、单轴各向异性磁膜和AlN介电层交替组成的多层磁芯。单个薄膜的厚度约为200纳米,适合在超过100 MHz的频率下工作,但层压结构和几微米的总厚度意味着分析方法对于计算退磁是不切实际的。考虑不同的长/宽尺寸、磁膜厚度和介电厚度,采用静磁有限元分析(FEAs)对磁芯退磁进行建模。在更高的频率下,结构中包含的介质层抑制感应涡流,允许位移电流流过介质层,导致在整个铁芯结构周围循环的涡流增加,从而进一步增加损耗并降低磁导率。涡流有限元模拟包括位移电流和解析推导等效电路模型(ECM),用于模拟磁导率谱的实、虚(损耗)分量。因此,这项工作确定了退磁效应和涡流位移电流对较厚多层磁芯实际磁导率降低和损耗分量增加的综合贡献。在10 MHz至1 GHz频率范围内,通过结合FEA和ECM模型的方法,对具有10层膜和不同AlN厚度(10、20、40和60 nm)的制造芯进行渗透率测量,结果与预测的有效渗透率非常吻合。结果表明,在100 MHz时,对于具有较薄或更高k介电层的多层磁芯,位移涡流占主导地位,其功率损耗比单独磁感应涡流高一个数量级。
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引用次数: 0
Energy-Efficient Hybrid Spin-CMOS Logic Design Based on Cascadable Spin-Torque Majority Gate 基于可级联自旋转矩多数门的高能效混合自旋- cmos逻辑设计
IF 2.1 3区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-11-08 DOI: 10.1109/TMAG.2024.3494534
Kyungseon Cho;Yeongkyo Seo
This article proposes a hybrid spin-complementary metal–oxide–semiconductor (CMOS) logic design based on cascadable spin-torque majority gate (STMG), which allows the implementation of multiple STMG logic stages for very large-scale integration circuits by addressing the cascading and fan-out issues encountered in conventional STMGs. In conventional STMG-based logic circuits, excessive current flow occurs owing to simultaneous majority-gate operation across all stages, which may degrade the reliability of domain walls. In contrast, the cascadable STMG (C-STMG), composed of an STMG device and transistors, enables sequential majority gate operations at only selected stages. Furthermore, C-STMG circuits can be segmented into finer stages, enabling fine-grained pipelining, thereby achieving a higher throughput than conventional STMG. Additionally, this article presents a method for designing a 16-bit full-adder (FA) circuit using C-STMG. After the design and verification of the 16-bit C-STMG FA, 32-bit and 64-bit C-STMG FAs are designed, and all configurations are compared with the corresponding CMOS FAs under the same conditions. The C-STMG FAs achieve over 28% improvement in the energy compared with CMOS FAs. Moreover, the improvement in energy consumption is more significant at smaller activity ratios because C-STMG circuits exhibit almost-zero leakage power consumption owing to their non-volatility. In particular, the 64-bit C-STMG FA achieves 76.8% lower-energy dissipation at activity ratios of 1% compared with the corresponding CMOS FA.
本文提出了一种基于可级联自旋扭矩多数门(STMG)的混合自旋互补金属氧化物半导体(CMOS)逻辑设计,该设计通过解决传统STMG中遇到的级联和扇出问题,允许在大规模集成电路中实现多个STMG逻辑级。在传统的基于stmg的逻辑电路中,由于在所有级同时进行多数门操作,会产生过大的电流,这可能会降低畴壁的可靠性。相比之下,级联STMG (C-STMG)由STMG器件和晶体管组成,仅在选定的级上实现顺序多数门操作。此外,C-STMG电路可以分割成更细的阶段,实现细粒度的流水线,从而实现比传统STMG更高的吞吐量。此外,本文还提出了一种用C-STMG设计16位全加法器(FA)电路的方法。在对16位C-STMG FA进行设计和验证后,设计了32位和64位C-STMG FA,并将所有配置与相同条件下相应的CMOS FA进行了比较。与CMOS FAs相比,C-STMG FAs的能量提高了28%以上。此外,在较小的活度比下,能量消耗的改善更为显著,因为C-STMG电路由于其非挥发性而表现出几乎为零的泄漏功耗。特别是,64位C-STMG FA与相应的CMOS FA相比,在活度比为1%的情况下,能耗降低了76.8%。
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引用次数: 0
Two-Step Monte Carlo Tree Search for Optimal Design of High-Frequency Toroidal Inductors in Power Electronics Circuits 电力电子电路中高频环形电感器优化设计的两步蒙特卡罗树搜索
IF 2.1 3区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-11-08 DOI: 10.1109/TMAG.2024.3493941
Nobuto Misono;Tomoki Hirosawa;Yuki Sato;Hirokazu Matsumoto
This study devised a novel optimization technique for toroidal inductors utilizing a two-step Monte Carlo tree search (MCTS) algorithm. The proposed method integrates a global search based on analytical formulas with a local search involving 3-D finite element analysis (FEA). By employing this approach, the optimal core materials, sizes, number of turns, and windings are determined to enhance efficiency and reduce the overall size of the inductors. The proposed method was applied to optimize inductors in a 6.78 MHz electrically coupled power transfer system. The results of the study demonstrate that the optimized inductor, identified through the proposed method, not only achieved superior efficiency but also minimized computational costs. Subsequent system measurements confirmed that the optimized inductor improved system efficiency by over 1.8% compared with inductors designed through empirical methods.
本研究设计了一种新的环形电感器优化技术,利用两步蒙特卡罗树搜索(MCTS)算法。该方法将基于解析公式的全局搜索与基于三维有限元分析的局部搜索相结合。通过采用这种方法,确定了最佳的磁芯材料、尺寸、匝数和绕组,以提高效率并减小电感器的总体尺寸。将该方法应用于6.78 MHz电耦合功率传输系统中电感器的优化。研究结果表明,通过该方法确定的优化电感不仅具有较高的效率,而且计算成本最小。随后的系统测量证实,与通过经验方法设计的电感器相比,优化后的电感器将系统效率提高了1.8%以上。
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引用次数: 0
Analytical Study and Experimental Verification of Electromagnetic Vibration Sources and Optimization of Rotor Skew in Surface-Mounted Permanent Magnet Synchronous Machines 面贴式永磁同步电机电磁振动源分析研究与实验验证及转子偏斜优化
IF 2.1 3区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-11-08 DOI: 10.1109/TMAG.2024.3493943
Jun-Won Yang;Tae-Seong Kim;Manh-Dung Nguyen;Yong-Joo Kim;Kyung-Hun Shin;Jang-Young Choi
In this article, a method for calculating the cogging torque and air-gap flux density of a surface-mounted permanent magnet synchronous machine (SPMSM) is studied. First, a simplified model of the SPMSM is presented for electromagnetic analysis, and the magnetic vector potential is derived using the governing equations based on Maxwell’s equations in a 2-D polar coordinate system. The air-gap flux density is derived using appropriate boundary conditions, and based on analytical solutions, the cogging torque was calculated. The analysis results derived through the proposed method, and the skew of the rotor, the skew angle, and segment that satisfy the optimal cogging torque of SPMSMs are derived. The accuracy of the proposed method is verified through a comparison with the analysis results with the finite element method (FEM).
本文研究了一种计算表面贴装式永磁同步电机齿槽转矩和气隙磁通密度的方法。首先,建立了SPMSM的简化模型并对其进行了电磁分析,在二维极坐标系下,基于Maxwell方程推导了SPMSM的磁矢量势。利用适当的边界条件推导出气隙磁通密度,并根据解析解计算出齿槽转矩。通过所提出的方法得到了分析结果,并推导出满足spmsm最佳齿槽转矩的转子斜度、斜角和分段。通过与有限元法分析结果的比较,验证了所提方法的准确性。
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引用次数: 0
Influence of Buffer/Protective Layers on the Structural and Magnetic Properties of SmCo Films on Silicon 缓冲/保护层对硅表面SmCo薄膜结构和磁性能的影响
IF 2.1 3区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-11-08 DOI: 10.1109/TMAG.2024.3494027
F. Maspero;O. Koplak;A. Plaza;B. Heinz;F. Kohl;P. Pirro;R. Bertacco
Integration of samarium-cobalt hard magnets on silicon requires buffer/protective layers that can enhance the magnetic properties of the magnet while preserving its structure and chemical composition after post-annealing treatments needed for the formation of the magnetically hard phase. In this work, a comparison of samarium-cobalt films for five different buffer/protective layers, namely, Ti, W, TiW, Ta, and Cr, and two different annealing temperatures, 650 °C and 750 °C, is presented. Depending on materials and annealing temperatures, magnetic properties such as saturation and coercivity of the SmCo film can be finely tuned. We show that coercivity up to 3.65 T or saturation magnetization up to 0.95 T can be reached by proper choice of the relevant process parameters: deposition temperature, material for the buffer/protective layer, and annealing temperature. Such value of coercivity is among the highest found in the literature for thin films of SmCo.
在硅上集成钐钴硬磁体需要缓冲/保护层,这可以增强磁体的磁性,同时在形成磁硬相所需的后退火处理后保留其结构和化学成分。在这项工作中,比较了五种不同的缓冲/保护层,即Ti, W, TiW, Ta和Cr,以及650°C和750°C两种不同的退火温度下的钐钴膜。根据材料和退火温度的不同,SmCo薄膜的磁性能(如饱和和矫顽力)可以很好地调节。我们发现,通过适当选择相关的工艺参数:沉积温度、缓冲/保护层材料和退火温度,可以达到高达3.65 T的矫顽力或高达0.95 T的饱和磁化。这样的矫顽力值是文献中发现的SmCo薄膜中最高的。
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引用次数: 0
The Observation of the Role of Damping and Interfacial DMI on Directional Domain Wall Creep 阻尼和界面DMI对定向畴壁蠕变作用的观察
IF 2.1 3区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-11-05 DOI: 10.1109/TMAG.2024.3487188
Lai Jiang;Vincent Sokalski
Previous research has shown that an in-plane magnetic field can lead to asymmetric growth of magnetic domains in thin films with interfacial Dzyaloshinskii-Moriya interaction (DMI). Moreover, in some Pt/Co/Ni systems, the growth becomes highly directional and deviates from the longitudinal direction. It has been suggested that this is caused by a non-zero effective magnetic field acting on the domain wall (DW) that drives the DW magnetization away from its static equilibrium configuration during growth. In previous work, a transient steady-state model was applied to thin films with relatively weak interfacial DMI and low damping coefficient that accurately predicted the aforementioned directional growth. In this work, we experimentally tested a range of DMIs by systematically varying the thin-film stacking. Off-axis directional growth was found less pronounced with larger interfacial DMI and Gilbert damping constant experimentally, as imaged via magneto-optical Kerr effect (MOKE) microscopy, which is consistent with the transient model proposed previously. This work contributes to understanding the complexity of asymmetric domain expansion within the creep regime, while also expanding the applicable property range of the transient steady-state model.
先前的研究表明,在具有Dzyaloshinskii-Moriya相互作用(DMI)的薄膜中,面内磁场会导致磁畴的不对称生长。此外,在某些Pt/Co/Ni体系中,生长变得高度定向,偏离纵向。有人认为,这是由作用于畴壁(DW)的非零有效磁场引起的,该磁场在生长过程中驱使DW磁化远离其静态平衡结构。在之前的工作中,我们将瞬态稳态模型应用于相对较弱的界面DMI和低阻尼系数的薄膜,该模型可以准确地预测上述定向生长。在这项工作中,我们通过系统地改变薄膜堆叠,实验测试了一系列DMIs。通过磁光克尔效应(MOKE)显微镜成像发现,当界面DMI和Gilbert阻尼常数较大时,离轴定向生长不太明显,这与之前提出的瞬态模型一致。这项工作有助于理解蠕变区域内非对称扩展的复杂性,同时也扩大了瞬态稳态模型的适用范围。
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引用次数: 0
A High-Speed and High-Yield Path-Switching Sensing Circuit for STT-MRAM 一种用于STT-MRAM的高速高产路径切换传感电路
IF 2.1 3区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-11-04 DOI: 10.1109/TMAG.2024.3491573
You Wang;Da Song;Erya Deng;Yefan Xu;Yu Gong;Weiqiang Liu
Spin-transfer torque magnetic random access memory (STT-MRAM) is a promising storage technology due to its low power consumption, great scalability, and high endurance. However, with the downscaling of the technology node, the process variation of the device increases fast, leading to increased read failures and read disturbance in STT-MRAM. Moreover, as STT-MRAM is usually considered as an energy-efficient device for low-power designs, the overscaling of supply voltage further degrades the read yield and read latency. In this article, a novel sensing circuit is proposed to improve read yield and read speed by utilizing a path-switching approach. The simulation results demonstrate a sensing latency of 400 ps at a supply voltage of 1 V, with a read yield of 99.9%. Moreover, the proposed circuit exhibits no degradation in read yield at 100 °C or with the supply voltage as low as 0.6 V, demonstrating high reliability.
自旋转移转矩磁随机存取存储器(STT-MRAM)具有低功耗、高可扩展性和高耐用性等优点,是一种很有前途的存储技术。然而,随着技术节点的缩小,器件的工艺变化迅速增加,导致STT-MRAM中读取失败和读取干扰增加。此外,由于STT-MRAM通常被认为是低功耗设计的节能器件,电源电压的过标度进一步降低了读产率和读延迟。本文提出了一种新的传感电路,利用路径切换的方法来提高读取率和读取速度。仿真结果表明,在电源电压为1 V时,传感延迟为400 ps,读取率为99.9%。此外,该电路在100°C或电源电压低至0.6 V时的读产率没有下降,显示出高可靠性。
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引用次数: 0
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IEEE Transactions on Magnetics
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