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A training method for deep neural network inference accelerators with high tolerance for their hardware imperfection 一种可高度容忍硬件缺陷的深度神经网络推理加速器训练方法
IF 1.5 4区 物理与天体物理 Q3 PHYSICS, APPLIED Pub Date : 2023-12-25 DOI: 10.35848/1347-4065/ad1895
Shuchao Gao, Takashi Ohsawa
We propose a novel training method named hardware-conscious software training (HCST) for deep neural network inference accelerators to recover the accuracy degradation due to their hardware imperfections. The proposed training method is totally conducted by software whose forward inference path and backpropagation reflect the hardware imperfections, overcoming the problems of the limited endurance, the nonlinearity and the asymmetry for the switching of the nonvolatile memories used in weights and biases. The HCST reformulates the mathematical expressions in the forward propagation and the gradient calculation with the backpropagation so that it replicates the hardware structure under the influence of variations in the chip fabrication process. The effectiveness of this approach is validated through the MNIST dataset experiments to manifest its capability to restore the accuracies. A circuit design is also disclosed for measuring the offset voltages and the open loop gains of the operational amplifiers used in the accelerator.
我们为深度神经网络推理加速器提出了一种名为 "硬件意识软件训练(HCST)"的新型训练方法,以恢复因硬件缺陷而导致的精度下降。所提出的训练方法完全由软件进行,其前向推理路径和反向传播反映了硬件的缺陷,克服了权重和偏置所用非易失性存储器的有限耐用性、非线性和开关不对称等问题。HCST 利用反向传播重新编排了前向传播和梯度计算中的数学表达式,从而在芯片制造工艺变化的影响下复制了硬件结构。通过 MNIST 数据集实验验证了这种方法的有效性,以证明其恢复精度的能力。此外,还公布了一种电路设计,用于测量加速器中使用的运算放大器的偏移电压和开环增益。
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引用次数: 0
Numerical evaluation of bandwidth and optical loss in InP-organic hybrid optical modulator with doping optimization 带掺杂优化的 InP 有机混合光调制器带宽和光损耗的数值评估
IF 1.5 4区 物理与天体物理 Q3 PHYSICS, APPLIED Pub Date : 2023-12-25 DOI: 10.35848/1347-4065/ad189b
Hiroya Sakumomto, Taketoshi Nakayama, Yuto Miyatake, K. Toprasertpong, Shinichi Takagi, M. Takenaka
We examine the influence of doping profile optimization on the trade-off relationship between modulation bandwidth and optical loss in an InP-organic hybrid (IOH) optical modulator, comparing it with a Si-organic hybrid (SOH) optical modulator. By incorporating the RF transmission line model, which enables a more precise modulation bandwidth analysis than the RC constant model, we demonstrate that the IOH modulator can achieve a modulation bandwidth of over 500 GHz with a 2 dB loss, capitalizing on the higher electron mobility of InP. In contrast, the SOH modulator cannot attain a 200 GHz modulation bandwidth with acceptable optical loss. Furthermore, we explore the potential for further enhancing the modulation bandwidth of the IOH modulator by shortening its length, making the IOH modulator a promising candidate for future ultra-high-speed optical modulation.
我们研究了掺杂曲线优化对 InP 有机混合(IOH)光调制器中调制带宽和光损耗之间权衡关系的影响,并将其与 Si-organic 混合(SOH)光调制器进行了比较。与 RC 常量模型相比,射频传输线模型能实现更精确的调制带宽分析,通过采用该模型,我们证明 IOH 调制器能利用 InP 较高的电子迁移率,在 2 dB 损耗的情况下实现超过 500 GHz 的调制带宽。相比之下,SOH 调制器无法在光损耗可接受的情况下达到 200 GHz 的调制带宽。此外,我们还探讨了通过缩短 IOH 调制器的长度来进一步提高其调制带宽的潜力,从而使 IOH 调制器成为未来超高速光调制的理想候选器件。
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引用次数: 0
High-quality Ge epitaxial film based on dislocation trapping mechanism in patterned Si substrate 基于图案化硅衬底中位错捕获机制的高质量 Ge 外延薄膜
IF 1.5 4区 物理与天体物理 Q3 PHYSICS, APPLIED Pub Date : 2023-12-25 DOI: 10.35848/1347-4065/ad1899
Mohd Faiz Bin Amin, Jose A. Piedra-Lorenzana, Keisuke Yamane, Takeshi Hizawa, Tetsuya Nakai, Yasuhiko Ishikawa
Threading dislocation density (TDD) in a Ge heteroepitaxial film on Si is reduced based on a dislocation trapping mechanism in a patterned substrate. An array of V-shaped grooves on the submicron scale is patterned in the [110] direction on a (001) Si substrate. An epitaxial growth of Ge with a thickness of 1 µm by chemical vapor deposition realizes a reasonable flat surface despite the non-flat starting surface. The TDD in Ge for a V-shaped groove pattern of 0.5 µm in width with the inter-groove distance of 0.3 µm is obtained as low as 4 × 107 cm–2, which is lower than about 6 × 107 cm–2 for the rectangular one with the same groove width and inter-groove distance and about 22 × 107 cm–2 for the unpatterned one. The reduction is attributed to the dislocation trapping at the groove regions, as observed by cross-sectional transmission electron microscopy.
基于图案化衬底中的位错捕获机制,降低了硅基 Ge 异向外延薄膜中的穿线位错密度 (TDD)。在(001) 硅衬底上沿[110]方向图案化了亚微米级的 V 形槽阵列。尽管起始表面并不平坦,但通过化学气相沉积,厚度为 1 µm 的 Ge 外延生长出了合理的平坦表面。在宽度为 0.5 µm、槽间距为 0.3 µm 的 V 形槽图案中,Ge 的 TDD 低至 4 × 107 cm-2,低于具有相同槽宽和槽间距的矩形图案的约 6 × 107 cm-2,也低于无图案图案的约 22 × 107 cm-2。根据横截面透射电子显微镜的观察,这一下降归因于凹槽区域的位错捕获。
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引用次数: 0
Thin and locally dislocation-free SiGe virtual substrate fabrication by lateral selective growth 通过横向选择性生长制造薄型、局部无位错锗硅虚拟衬底
IF 1.5 4区 物理与天体物理 Q3 PHYSICS, APPLIED Pub Date : 2023-12-25 DOI: 10.35848/1347-4065/ad189d
Yuji Yamamoto, Wei-Chen Wen, M. Schubert, A. A. Corley-Wiciak, Sho Sugawa, Yuta Ito, R. Yokogawa, Han Han, Roger Loo, Atsushi Ogura, Bernd Tillack
Locally dislocation-free SiGe-on-insulator(SGOI) is fabricated by chemical vapor deposition. Lateral selective SiGe growth of ~30%, ~45% and ~55% of Ge content is performed around ~1µm square Si(001) pillar located under the center of a 6.3µm square SiO2 on Si-on-insulator substrate which is formed by H2-HCl vapor-phase etching. In the deposited SiGe layer, tensile strain is observed by top-view. The degree of strain is slightly increased at the corner of the SiGe. The tensile strain is caused by the partial compressive strain of SiGe in lateral direction and thermal expansion difference between Si and SiGe. Slightly higher Ge incorporation is observed in higher tensile strain region. At the peaks formed between the facets of growth front, Ge incorporation is reduced. These phenomena are pronounced for SiGe with higher Ge contents. Locally dislocation-free SGOI, which is beneficial for emerging device integration, is formed along <010> from the Si pillar by lateral aspect-ratio-trapping.
通过化学气相沉积制造出了无局部位错的硅锗绝缘体(SGOI)。通过 H2-HCl 气相蚀刻法在硅-绝缘体衬底上形成了 6.3 微米见方的 SiO2,在该 SiO2 中心的 ~1 微米见方的 Si(001)柱周围,分别进行了 ~30%、~45% 和 ~55% Ge 含量的侧向选择性 SiGe 生长。在沉积的 SiGe 层中,从俯视图可以观察到拉伸应变。在 SiGe 的拐角处,应变程度略有增加。拉伸应变是由 SiGe 横向的部分压缩应变以及 Si 和 SiGe 之间的热膨胀差造成的。在拉伸应变较高的区域,Ge 的掺入量略有增加。在生长前沿面之间形成的峰处,Ge 的掺入量减少。这些现象在锗含量较高的硅锗中更为明显。局部无位错 SGOI 有利于新兴器件的集成,它是通过横向纵横比捕获从硅柱沿线形成的。
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引用次数: 0
Robust reverse bias safe operating area (RBSOA) and improved electrical performance in 3300V non-proportionally scaled insulated gate bipolar transistors (IGBTs) 3300V 非按比例放大绝缘栅双极晶体管 (IGBT) 的稳健反向偏置安全工作区 (RBSOA) 和更佳电气性能
IF 1.5 4区 物理与天体物理 Q3 PHYSICS, APPLIED Pub Date : 2023-12-25 DOI: 10.35848/1347-4065/ad189f
Xiang Zhou, M. Fukui, K. Takeuchi, T. Saraya, Wataru Saito, T. Hiramoto
Robustness under high temperature clamped inductive turn-off has been compared systematically among 3300V scaled Insulated Gate Bipolar Transistors (IGBTs) with scaling factor (k) from 1 to 10 by TCAD simulations. Degradation of Reverse Bias Safe Operating Area (RBSOA) has been observed in proportionally scaled IGBT, especially at high turn-off current density. Non-proportional scaling method has been proven to be able to restore the robustness degradation with RBSOA close to the original k=1 case. Moreover, the Rpf (P-floating connecting resistor) adjustment method adds more flexibility to device design, and also improves the overall electrical performance of non-proportionally scaled IGBTs. Besides, the adjustment of Rpf has been found to have minimal effect on RBSOA.
通过 TCAD 仿真系统地比较了 3300V 缩放绝缘栅双极晶体管 (IGBT) 在高温箝位感应关断下的稳健性,缩放因子 (k) 从 1 到 10 不等。在按比例缩放的 IGBT 中观察到了反向偏置安全工作区 (RBSOA) 的衰减,尤其是在高关断电流密度时。事实证明,非比例缩放方法能够恢复鲁棒性退化,其 RBSOA 接近原始的 k=1 情况。此外,Rpf(P-浮动连接电阻)调整方法为器件设计增加了更多灵活性,也提高了非比例缩放 IGBT 的整体电气性能。此外,Rpf 的调整对 RBSOA 的影响极小。
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引用次数: 0
Wannier-Stark localization of electronic states in 4H-SiC MOS inversion layer 4H-SiC MOS 反转层中电子态的万尼尔-斯塔克局域化
IF 1.5 4区 物理与天体物理 Q3 PHYSICS, APPLIED Pub Date : 2023-12-25 DOI: 10.35848/1347-4065/ad189a
S. Nagamizo, Hajime Tanaka, Nobuya Mori
The electronic states in 4H-SiC MOS inversion layers are theoretically analyzed using the empirical pseudopotential method (EPM). The analysis shows that the Wannier-Stark localization occurs, which is absent in an effective mass approximation (EMA). The Wannier-Stark localization modifies the electronic states in the MOS inversion layers. A model is proposed to describe the in-plane dispersion of subbands affected by the Wannier-Stark localization. The differences between the EPM and EMA results for the subband energy levels and the in-plane effective masses are discussed.
利用经验假势法(EPM)对 4H-SiC MOS 反转层中的电子态进行了理论分析。分析结果表明,出现了有效质量近似(EMA)中不存在的万尼尔-斯塔克局域化。万尼尔-斯塔克局域化改变了 MOS 反转层中的电子状态。我们提出了一个模型来描述受 Wannier-Stark 局域化影响的子带的面内色散。讨论了子带能级和面内有效质量的 EPM 和 EMA 结果之间的差异。
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引用次数: 0
Dipole-like interface states in quasi-periodic elastic waveguide based on Fibonacci sequences 基于斐波那契序列的准周期弹性波导中的类偶极子界面态
IF 1.5 4区 物理与天体物理 Q3 PHYSICS, APPLIED Pub Date : 2023-12-25 DOI: 10.35848/1347-4065/ad1893
Qiaomu Zhang, Zhe Liu, Yuxin Xu, Ruihao Zhang, Hong Hou
This paper investigates the dipole-like interface states in a quasi-periodic elastic waveguide structured according to Fibonacci sequences. The dipole-like distribution arises from the interaction of different transverse modes within the waveguide. Specifically, the non-Bragg bandgap resulting from the interaction between distinct transverse modes exhibits a stronger inhibitory effect compared to the traditional Bragg bandgap. Furthermore, our simulations reveal a notable sound field distribution on the surface of the waveguide, displaying two diametrically opposite regions with maximum sound pressures. This structure, characterized by a high Q factor, provides valuable insights into designing elastic wave applications such as filtering and wave enhancement.
本文研究了按照斐波那契序列结构的准周期弹性波导中的偶极子界面态。偶极子状分布源于波导内不同横向模式的相互作用。具体来说,与传统的布拉格带隙相比,不同横向模式之间相互作用产生的非布拉格带隙具有更强的抑制作用。此外,我们的模拟还揭示了波导表面显著的声场分布,显示了两个具有最大声压的截然相反的区域。这种结构具有高 Q 因子的特点,为设计滤波和增波等弹性波应用提供了宝贵的启示。
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引用次数: 0
Drain bias dependence of Y22 and Y21 signals at low frequency for on-state conditions in AlGaN/GaN HEMTs AlGaN/GaN HEMT 中低频率导通条件下 Y22 和 Y21 信号的漏极偏置依赖性
IF 1.5 4区 物理与天体物理 Q3 PHYSICS, APPLIED Pub Date : 2023-12-25 DOI: 10.35848/1347-4065/ad1894
Toshiyuki Oishi, Shiori Takada, Ken Kudara, Y. Yamaguchi, S. Shinjo, Koji Yamanaka
Drain bias dependence of Y22 and Y21 signals has been investigated by two-port network measurement at the on-state condition of AlGaN/GaN high electron mobility transistors (HEMTs). Y22 has signals for Fe-related trap in GaN layers and self-heating effect. Y21 has a unique signal otherwise than the signals with the same drain bias dependence as Y22 signals.  This unique signal is considered to originate from the AlGaN trap using the device simulation with the GaN trap, AlGaN trap, and self-heating effect. The peak frequency of GaN and AlGaN traps increases as increasing the drain voltages, while the peak frequency of the self-heating doesn’t depend on the drain voltages.
通过在 AlGaN/GaN 高电子迁移率晶体管 (HEMT) 的导通状态下进行双端口网络测量,研究了 Y22 和 Y21 信号的漏极偏压依赖性。Y22 信号与氮化镓层中与铁有关的陷阱和自热效应有关。除了与 Y22 信号具有相同漏极偏置依赖性的信号之外,Y21 还有一个独特的信号。利用氮化镓陷阱、氮化铝陷阱和自热效应的器件模拟,我们认为这一独特信号来自氮化铝陷阱。GaN 陷阱和 AlGaN 陷阱的峰值频率随着漏极电压的增加而增加,而自热效应的峰值频率与漏极电压无关。
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引用次数: 0
A multi-phase time-zooming high-precision ultrasonic water flow meter 多相时间变焦高精度超声波水流量计
IF 1.5 4区 物理与天体物理 Q3 PHYSICS, APPLIED Pub Date : 2023-12-25 DOI: 10.35848/1347-4065/ad189e
Junpei Oda, Yuta Kaga, Koh Johguchi
In this study, we have developed a high-precision ultrasonic water flow meter with a 0.18 µm standard CMOS technology. Three methods are proposed to improve the performance: implementation of an active bandpass filter, threshold voltage optimization, and integration of a multi-phase time-zooming technique. The active bandpass filter effectively reduces noise in the received signal, thereby contributing to the overall accuracy of propagation measurements. Based on a threshold voltage generator, our proposed system identifies the optimum threshold voltage, ensuring robust noise durability. Furthermore, we have extended the conventional time-zooming technique by incorporating multiple phases of internal clocks. This innovative multiphase time-zooming technique offers a theoretical improvement in time resolution. The results demonstrate a remarkable suppression of flow rate measurement variations, achieving an impressive reduction to 1/10th of the original values. This affirms the effectiveness of the developed ultrasonic water flow meter in ensuring precise and reliable flow rate measurements.
在这项研究中,我们采用 0.18 µm 标准 CMOS 技术开发了一种高精度超声波水流量计。为提高性能,我们提出了三种方法:实施有源带通滤波器、优化阈值电压和集成多相时间缩放技术。有源带通滤波器可有效降低接收信号中的噪声,从而提高传播测量的整体精度。我们提出的系统以阈值电压发生器为基础,可识别最佳阈值电压,从而确保稳健的噪声耐久性。此外,我们还扩展了传统的时间缩放技术,加入了多相位内部时钟。这种创新的多相位时间缩放技术从理论上提高了时间分辨率。结果表明,流量测量的变化得到了明显的抑制,显著降低到原始值的 1/10。这证实了所开发的超声波水流量计在确保精确、可靠的流量测量方面的有效性。
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引用次数: 0
Rate equation analysis for deterministic and unidirectional lasing in ring resonators with an S-shaped coupler 带 S 形耦合器的环形谐振器中确定性和单向激光的速率方程分析
IF 1.5 4区 物理与天体物理 Q3 PHYSICS, APPLIED Pub Date : 2023-12-25 DOI: 10.35848/1347-4065/ad18a0
Zhiwei Dai, Wenbo Lin, Satoshi Iwamoto
Ring resonators are traditionally popular optical devices that apply to various components in photonic integrated circuits. They also play an important role in the on-chip generation of many novel optical states in topological systems and non-Hermitian systems. Unidirectional lasing of ring resonators is used in many such systems to create exotic states of light including optical vortexes and optical skyrmions, but the unidirectional behavior has not been fully understood. Previous research has constructed a simplified model to explain the steady state behaviors of unidirectional ring resonators, but the carrier dynamics and spontaneous emission were omitted. In this work, we give a numerical analysis of unidirectional ring resonators with an S-shaped coupler. We identified the importance of the gain saturation to robustness against backscattering and high unidirectionality by comparing to the linear model without saturation. We also discuss the effect of amount of asymmetrical coupling to the realization of unidirectionality.
环形谐振器是一种传统的流行光学设备,适用于光子集成电路中的各种组件。在拓扑系统和非赫米提系统中,环形谐振器在片上产生许多新颖的光学状态方面也发挥着重要作用。在许多此类系统中,环形谐振器的单向激光被用来产生奇异的光状态,包括光涡旋和光天幕,但人们对其单向行为尚未完全了解。以往的研究构建了一个简化模型来解释单向环形谐振器的稳态行为,但忽略了载流子动力学和自发辐射。在这项研究中,我们对带有 S 形耦合器的单向环形谐振器进行了数值分析。通过与无饱和的线性模型进行比较,我们确定了增益饱和对抗反向散射和高单向性的重要性。我们还讨论了非对称耦合量对实现单向性的影响。
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引用次数: 0
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Japanese Journal of Applied Physics
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