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Erratum to “Charge-Based Compact Modeling of OECTs for Neuromorphic Applications” “神经形态应用中基于电荷的oect紧凑建模”的勘误表
IF 2 3区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-06-10 DOI: 10.1109/JEDS.2025.3572172
Ghader Darbandy;Malte Koch;Lukas M. Bongartz;Karl Leo;Hans Kleemann;Alexander Kloes
Presents corrections to the paper, (Erratum to “Charge-Based Compact Modeling of OECTs for Neuromorphic Applications”).
提出了对论文的更正,(对“神经形态应用中基于电荷的OECTs紧凑建模”的勘误)。
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引用次数: 0
IEEE ELECTRON DEVICES SOCIETY 电子器件学会
IF 2 3区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-06-05 DOI: 10.1109/JEDS.2025.3576507
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引用次数: 0
Enabling Selective and Tunable Weight Updates in All-InGaZnO 3-Transistor 1-Capacitor Synaptic Circuits for On-Chip Training 在All-InGaZnO 3-晶体管1-电容突触电路中实现选择性和可调谐的权重更新,用于片上训练
IF 2 3区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-06-05 DOI: 10.1109/JEDS.2025.3576795
Minseung Kang;Mingi Kim;Jaehyeon Kang;Jongun Won;Hyeong Jun Seo;Changhoon Joe;Youngchae Roh;Yeaji Park;Sangbum Kim
Capacitor-based analog synaptic circuit arrays proposed so far typically required more than three transistors per synapse to enable selective updates for parallel backpropagation updates. For the first time, an innovative update scheme that enables selective updating without requiring additional transistors is demonstrated. This approach is experimentally validated through an all-InGaZnO (IGZO) thin-film transistor (TFT) 3-transistor 1-capacitor (3T1C) synaptic circuit. IGZO TFTs are specifically chosen for their ability to extend retention times due to extremely low leakage currents and their simplified fabrication processes at low temperatures. Fundamental synaptic operations, including controllable weight updates, long data retention, and stable programming endurance, are confirmed experimentally. Additionally, optimizing operational voltage conditions improves weight update behavior, which enhances network training performance. System-level analysis using a neural network hardware simulator with a derived weight update model demonstrates high training accuracy on the MNIST handwritten digit dataset and achieves maximum accuracy over 98%. With the proposed selection method and tunable weight updates, 3T1C synaptic circuit is a promising candidate for scalable large-scale deep neural network accelerators based on analog compute-in-memory technology.
目前提出的基于电容的模拟突触电路阵列通常需要每个突触三个以上的晶体管来实现并行反向传播更新的选择性更新。首次展示了一种创新的更新方案,该方案可以在不需要额外晶体管的情况下进行选择性更新。该方法通过全ingazno (IGZO)薄膜晶体管(TFT) 3晶体管1电容器(3T1C)突触电路进行了实验验证。由于极低的泄漏电流和在低温下简化的制造工艺,IGZO tft具有延长保持时间的能力,因此特别选择了IGZO tft。基本的突触操作,包括可控制的权重更新,长时间的数据保留,和稳定的编程耐力,被实验证实。此外,优化操作电压条件可以改善权重更新行为,从而提高网络训练性能。系统级分析使用神经网络硬件模拟器和派生的权重更新模型,在MNIST手写数字数据集上显示出很高的训练精度,最高准确率超过98%。基于所提出的选择方法和可调的权重更新,3T1C突触电路是基于模拟内存计算技术的可扩展大规模深度神经网络加速器的理想选择。
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引用次数: 0
Fault Tolerance of Oscillatory Neural Network: Device Oscillator-Based Small Network to Digital Oscillator-Based Large Networks 振荡神经网络的容错:基于器件振荡器的小网络到基于数字振荡器的大网络
IF 2.4 3区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-06-04 DOI: 10.1109/JEDS.2025.3576359
Sai Shubham;Nikhilesh Myanapuri;Siddharth Mohanty;Sandip Lashkare
Oscillatory Neural Networks (ONN) are inevitable when it comes to solving combinatorial optimization problems. ONNs are also extremely energy efficient for AI workloads compared to conventional Deep Neural Networks (DNNs). Analysis of fault and failure tolerance of ONNs is crucial for understanding the reliability of the networks. This work illustrates the fault tolerance of the ONN in solving constraint optimization problems such as vertex coloring and digit recognition problems. For vertex coloring, a 4-node network across various configurations and different component failure levels has been analyzed using a device oscillator. The findings confirm that the network is highly robust to failures, demonstrating tolerance to variations in resistance of up to 40% and in capacitance of up to 60%. The analysis was then extended to bigger networks varying from 16-node network to 784-node network, using a digital oscillator for digit recognition of digits 0, 1, and 7. The results suggest that the tolerance shoots up rapidly as the network size increases, enhancing the stability of the ONN, making it highly robust. A saturation point exists beyond which the law of diminishing returns is observed. A tolerance of up to 99.9% in frequency fault and up to 59% in stuck-at fault is observed for extremely large networks of size 784 neurons.
振荡神经网络(ONN)在解决组合优化问题时是不可避免的。与传统的深度神经网络(dnn)相比,onn在人工智能工作负载方面也非常节能。分析网络的故障和容错能力对于理解网络的可靠性至关重要。这项工作说明了ONN在解决约束优化问题(如顶点着色和数字识别问题)中的容错性。对于顶点着色,使用设备振荡器分析了跨各种配置和不同组件故障级别的4节点网络。研究结果证实,该网络对故障具有高度鲁棒性,显示出对高达40%的电阻变化和高达60%的电容变化的容忍度。然后将分析扩展到更大的网络,从16节点网络到784节点网络,使用数字振荡器来识别数字0、1和7。结果表明,随着网络规模的增加,容忍度迅速上升,增强了网络的稳定性,使其具有很高的鲁棒性。存在一个饱和点,超过这个饱和点,就会出现收益递减规律。对于784个神经元的超大网络,频率故障容忍度高达99.9%,卡滞故障容忍度高达59%。
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引用次数: 0
Enhanced Single-Diode Solar Cell Model: Analytical Solutions Using Lambert W Function and Circuit Innovations 增强型单二极管太阳能电池模型:利用Lambert W函数和电路创新的解析解
IF 2 3区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-06-02 DOI: 10.1109/JEDS.2025.3575706
Martin Ćalasan;Snežana Vujošević;Kristina Bakić
This paper highlights significant advancements in the creation and enhancement of equivalent circuit models for solar cells. First, two novel configurations are proposed to enhance the classic single-diode model: one adds a diode between the terminal connections, while the other inserts a diode and resistor in series between the same terminals. Second, original analytical expressions for the current-voltage (I-V) characteristics of each proposed circuit are derived using the Lambert W function. Third, the performance of these models is rigorously evaluated on a variety of solar cells under diverse environmental conditions. Results demonstrated the models’ accuracy and robustness, with Root Mean Square Error (RMSE) analysis showing superior alignment between simulated and experimental I-V curves compared to existing single-, double-, and triple-diode solar cell models from the literature. Finally, the proposed approach enhances the mathematical precision in modeling solar cell behavior and provides a reliable framework for optimizing solar energy systems, contributing to improved performance and efficiency in practical applications.
本文重点介绍了在太阳能电池等效电路模型的创建和增强方面取得的重大进展。首先,提出了两种新的配置来改进经典的单二极管模型:一种是在端子连接之间增加一个二极管,另一种是在相同的端子之间串联插入一个二极管和电阻。其次,利用Lambert W函数推导出每个电路的电流-电压(I-V)特性的原始解析表达式。第三,在各种环境条件下对这些模型的性能进行了严格的评估。结果证明了模型的准确性和稳健性,均方根误差(RMSE)分析显示,与文献中现有的单二极管、双二极管和三二极管太阳能电池模型相比,模拟和实验的I-V曲线具有更好的一致性。最后,该方法提高了太阳能电池行为建模的数学精度,为优化太阳能系统提供了可靠的框架,有助于提高实际应用中的性能和效率。
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引用次数: 0
IGZO 2T0C DRAM With VTH Compensation Technique for Multi-Bit Applications 基于VTH补偿技术的多比特IGZO 2T0C DRAM
IF 2 3区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-04-29 DOI: 10.1109/JEDS.2025.3565658
Kaifei Chen;Wendong Lu;Jiebin Niu;Menggan Liu;Fuxi Liao;Xuanming Zhang;Zihan Li;Naide Mao;Kaiping Zhang;Congyan Lu;Bok-Moon Kang;Jiawei Wang;Di Geng;Nianduan Lu;Guilei Wang;Zhengyong Zhu;Guanhua Yang;Chao Zhao;Arokia Nathan;Ling Li;Ming Liu
In this work, we proposed and experimentally demonstrated the novel dual-gate (DG) indium-gallium-zinc oxide (IGZO) two-transistor-zero-capacitance (2T0C) dynamic random-access memory (DRAM) for array-level multi-bit storage. Unlike traditional 2T0C DRAM, data writing strategy of the novel DG bit-cell is discharging process from storage node (SN) to bit line, achieving in-cell threshold voltage (VTH) compensation without sacrificing bit-cell layout. VTH modulation derived from the top gate of read transistor makes noticeable $Delta $ VSN boosting, with a record-high ratio ( $Delta $ VSN/ $Delta $ VDATA) of 1.46, which improves the headroom for multi-bit storage. Moreover, the optimized transistors with positive VTH and high ON-state current enable long retention time (>1500 s) and ultra-fast writing speed (< 10 ns). Under the synergistic effect of VTH compensation and $Delta $ VSN boosting, non-overlap 3-bit storage operation among 25 cells is achieved with one order reduction of standard deviation. This study establishes a critical foundation for implementing multi-bit storage applications of IGZO 2T0C DRAM in large-scale array.
在这项工作中,我们提出并实验证明了用于阵列级多比特存储的新型双栅(DG)铟镓锌氧化物(IGZO)双晶体管零电容(2T0C)动态随机存取存储器(DRAM)。与传统的2T0C DRAM不同,新型DG位单元的数据写入策略是从存储节点(SN)到位线的放电过程,在不牺牲位单元布局的情况下实现单元内阈值电压(VTH)补偿。从读晶体管顶栅极产生的VTH调制使$Delta $ VSN显著增强,其创纪录的比率($Delta $ VSN/ $Delta $ VDATA)为1.46,从而提高了多比特存储的空间。此外,优化后的晶体管具有正VTH和高导通电流,可实现长保持时间(>1500 s)和超快写入速度(< 10 ns)。在VTH补偿和$Delta $ VSN增强的协同作用下,实现了25个单元间的无重叠3位存储操作,标准差降低了一阶。本研究为实现IGZO 2T0C DRAM在大规模阵列中的多比特存储应用奠定了关键基础。
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引用次数: 0
Ultrawide Band Gap Semiconductor Devices for RF, Power and Optoelectronic Applications 用于射频、功率和光电子应用的超宽带隙半导体器件
IF 2 3区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-04-28 DOI: 10.1109/JEDS.2025.3562252
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引用次数: 0
Investigating the Switching Dynamics of Antiferroelectric Capacitor Using Multidomain Phase-Field Approach 用多域相场法研究反铁电电容器的开关动力学
IF 2 3区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-04-25 DOI: 10.1109/JEDS.2025.3564212
Muhammad Mainul Islam;Mohammad Adnaan;Sou-Chi Chang;Hai Li;Ian A. Young;Azad Naeemi
Here, we present a compact model based on multidomain phase-field approach that can capture the hysteresis loop and the transient negative capacitance (NC) regions in Metal-Antiferroelectric-Metal structures. The model solves time-dependent Ginzburg-Landau (TDGL) and Poisson equation self-consistently to evaluate the polarization and potential distribution, respectively. We also discuss the significance of a dynamic kinetic coefficient to accurately capture the NC effect in antiferroelectric (AFE) capacitors. The proposed model adeptly captures all four transient NC regions (two antiferroelectric to ferroelectric transitions and two ferroelectric to antiferroelectric transitions) observed during a full switching cycle of an antiferroelectric capacitor.
在这里,我们提出了一个基于多域相场方法的紧凑模型,该模型可以捕获金属-反铁电-金属结构中的磁滞回线和瞬态负电容(NC)区域。该模型自洽地求解随时间变化的Ginzburg-Landau (TDGL)方程和Poisson方程,分别评估极化和电位分布。我们还讨论了动态动力学系数对准确捕捉反铁电(AFE)电容器中NC效应的意义。所提出的模型熟练地捕获了在反铁电电容器的整个开关周期中观察到的所有四个瞬态NC区域(两个反铁电到铁电的转变和两个铁电到反铁电的转变)。
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引用次数: 0
Analysis of InAs/InAsSb Superlattice Miniband Positions for a Cascade LWIR Detector 级联LWIR探测器InAs/InAsSb超晶格微带位置分析
IF 2 3区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-04-24 DOI: 10.1109/JEDS.2025.3563981
K. Murawski;K. Majkowycz;K. Michalczewski;J. Jureńczyk;Ł. Kubiszyn;T. Manyk;M. Kopytko;B. Seredyński;P. Martyniuk
The paper presents an analysis of the miniband transitions of long- infrared (LWIR) interband cascade photodetectors (ICIP), with type-II superlattices (T2SLs), gallium-free (“Ga-free”) InAs/InAsSb (xSb ${=}0.39$ ) absorber, grown by molecular beam epitaxy (MBE) on a GaAs (001) substrate. The results collected based on the photoluminescence (PL) and spectral response (SR) measurements were combined with theoretical calculations using the ( $8times 8$ Hamiltonian) k $cdot $ p model for both strained and strain-free structure. The temperature dependence of HH ${_{{1}}} rightarrow $ C1, LH ${_{{1}}} rightarrow $ C1, SO $rightarrow $ C1 and HH ${_{{1}}} rightarrow $ C1 was determined. Their respective 300 K energies were 114 meV, 195 meV, 290 meV and 380 meV, respectively. Moreover, the Varshni parameters were determined. For the PL results, 85 meV was observed across the entire temperature range. Remarkably, at cryogenic temperatures additional blue-shifted 5 meV and 14 meV transitions within the energy gap (Eg) occurred, respectively.
本文分析了在GaAs(001)衬底上通过分子束外延(MBE)生长的具有ii型超晶格(T2SLs)、无镓(Ga-free) InAs/InAsSb (xSb ${=}0.39$)吸收剂的长红外(LWIR)带间级联光电探测器(ICIP)的微带跃迁。基于光致发光(PL)和光谱响应(SR)测量的结果与应变和无应变结构的($8 × 8$哈密顿)k $cdot $ p模型的理论计算相结合。测定了HH ${_{{1}}} right tarrow $ C1、LH ${_{{1}}} right tarrow $ C1、SO $right tarrow $ C1和HH ${_{{1}}} right tarrow $ C1的温度依赖性。它们的300 K能量分别为114 meV、195 meV、290 meV和380 meV。此外,还确定了Varshni参数。对于PL结果,在整个温度范围内观察到85 meV。值得注意的是,在低温下,在能隙(Eg)内分别发生了5 meV和14 meV的蓝移跃迁。
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引用次数: 0
High-Precision GaN-Based-SenseFET Design Based on a Lumped Parameter Electro-Thermal Network Model 基于集总参数电热网络模型的高精度gan传感场效应管设计
IF 2 3区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-04-23 DOI: 10.1109/JEDS.2025.3563644
Xiaotian Tang;Qimeng Jiang;Sen Huang;Xinhua Wang;Xinyu Liu
The lossless and accurate current sensing technology is highly desirable for feedback control, fast over-current protection, and diagnostics-prognostics development for high-frequency and high-efficiency power systems. The SenseFET technology, where a current sensor is monolithically integrated with a power transistor, has been widely used in power ICs due to its high precision and low cost. However, for a gallium nitride (GaN) lateral power device in multi-finger configurations, the non-uniform temperature distribution hinders its application in high-precision scenarios. This paper aims to address this issue through a design method of SenseFETs based on a lumped parameter electro-thermal network (LPETN) model. Based on the proposed model, the time-dependent temperature and conduction current distribution are obtained, and the optimized finger selection for the accurate current sense is performed. The thermal network part of the model is validated by the finite element method (FEM) results, and the electrical part is validated through LTSPICE simulation. Finally, taking a 50-finger GaN high electron mobility transistor (HEMT) device as an example, this model is used to select the fingers of a SenseFET for current sensing. Compared with the traditional method, the proposed approach significantly improves the accuracy of the SenseFET, which demonstrates its effectiveness.
无损和精确的电流传感技术是高频和高效率电力系统的反馈控制、快速过流保护和诊断预测发展的迫切需要。SenseFET技术将电流传感器与功率晶体管单片集成,由于精度高、成本低,在功率集成电路中得到了广泛的应用。然而,对于多指结构的氮化镓(GaN)横向功率器件,温度分布不均匀阻碍了其在高精度场景中的应用。本文旨在通过基于集总参数电热网络(LPETN)模型的sensefet设计方法来解决这一问题。基于所提出的模型,得到了随时间变化的温度和传导电流分布,并进行了精确电流感应手指的优化选择。模型的热网络部分通过有限元法(FEM)结果进行验证,电气部分通过LTSPICE仿真进行验证。最后,以50指氮化镓高电子迁移率晶体管(HEMT)器件为例,利用该模型对SenseFET的指电流进行了选择。与传统方法相比,该方法显著提高了SenseFET的精度,证明了该方法的有效性。
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引用次数: 0
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IEEE Journal of the Electron Devices Society
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