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Optimum design of a lateral superjunction considering charge imbalance due to process variations 考虑工艺变化引起的电荷不平衡的横向超结优化设计
IF 2.5 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-10-01 DOI: 10.1007/s10825-025-02432-0
Rachita Mohapatra, K. Akshay

Lateral superjunctions (LSJ) are potential candidates for CMOS compatible high voltage devices in next-generation power integrated circuits. The prior works have modeled and developed design guidelines only for an ideal balanced LSJ, i.e., having equal charge in the n- and p-pillars. However, inevitable process variation during fabrication results in charge imbalance, ({k_{N}}), that yields a breakdown voltage, ({V_textrm{BR}}), significantly lower than the target breakdown voltage, ({V_textrm{BR,target}}). In this work, we use the method of Lagrange multipliers to derive analytical equations for the optimum pillar parameters of an LSJ; these parameters yield the minimum specific ON-resistance, ({R_textrm{ONSP}}), for a ({V_textrm{BR,target}}) and ({k_{N}}). The analytical solutions are verified using well-calibrated TCAD simulations for 0.1–1 kV Si LSJs and 1–10 kV 4H-SiC LSJs for ({k_{N}}) from 0.05 to 0.30 (signifying 5 to 30% imbalance between the n- and p-pillar charge). Our solutions show that the optimum aspect ratio, ({r_{0}}), varies between 8–12 for Si LSJs and 10–15 for 4H-SiC LSJs. Notably, our solution for an LSJ is found to yield significantly different optimum pillar parameters than our earlier solution for a vertical SJ for the same ({V_textrm{BR}}) and ({k_{N}}), due to the difference in their dependency of ({R_textrm{ONSP}}) on the pillar parameters. This justifies the need for customized solution for the design of LSJ.

横向超结(LSJ)是下一代功率集成电路中CMOS兼容高压器件的潜在候选器件。先前的工作只对理想的平衡LSJ进行了建模和开发设计指南,即在n柱和p柱中具有相等的电荷。然而,在制造过程中不可避免的工艺变化导致电荷不平衡({k_{N}}),从而产生击穿电压({V_textrm{BR}}),显着低于目标击穿电压({V_textrm{BR,target}})。在这项工作中,我们使用拉格朗日乘子法推导了LSJ的最佳柱参数的解析方程;这些参数产生最小比导通电阻({R_textrm{ONSP}}),对于({V_textrm{BR,target}})和({k_{N}})。利用校准良好的TCAD模拟对0.1-1 kV Si LSJs和1-10 kV 4H-SiC LSJs进行了验证,({k_{N}})范围从0.05到0.30(表示5到30)% imbalance between the n- and p-pillar charge). Our solutions show that the optimum aspect ratio, ({r_{0}}), varies between 8–12 for Si LSJs and 10–15 for 4H-SiC LSJs. Notably, our solution for an LSJ is found to yield significantly different optimum pillar parameters than our earlier solution for a vertical SJ for the same ({V_textrm{BR}}) and ({k_{N}}), due to the difference in their dependency of ({R_textrm{ONSP}}) on the pillar parameters. This justifies the need for customized solution for the design of LSJ.
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引用次数: 0
Gazeau-Klauder coherent states for a harmonic position-dependent mass 调和位置相关质量的加泽-克劳德相干态
IF 2.5 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-09-30 DOI: 10.1007/s10825-025-02431-1
Daniel Sabi Takou, Assimiou Yarou Mora, Ibrahim Nonkané, Latévi M. Lawson, Gabriel Y. H. Avossevou

In this paper, we study the dynamic of a position-dependent mass system confined in harmonic oscillator potential. We derive the eigensystems by solving the Schrödinger-like equation which describes this system. We construct coherent states à la Gazeau-Klauder for this system. We show that these states satisfy the Klauder’s mathematical condition to build coherent states. We compute and analyze some statistical properties of these states. We find that these states exhibit sub-Poissonian statistics. We also evaluate quasiprobability distributions such as the Wigner function to demonstrate graphically nonclassical features of these states.

本文研究了受谐振子势约束的位置相关质量系统的动力学问题。我们通过求解描述该系统的Schrödinger-like方程推导出特征系统。我们用Gazeau-Klauder构造了这个系统的相干态。我们证明了这些状态满足建立相干态的克劳德数学条件。我们计算并分析了这些状态的一些统计性质。我们发现这些状态表现出亚泊松统计。我们还评估了准概率分布,如Wigner函数,以演示这些状态的图形非经典特征。
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引用次数: 0
Enhancing memory performance in IGZO-based 2T0C DRAM through comparative analysis of CAA and GAA FET structures 通过对CAA和GAA FET结构的比较分析,提高基于igzo的2T0C DRAM的存储性能
IF 2.5 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-09-30 DOI: 10.1007/s10825-025-02429-9
Minseop Kim, Joonhyeok Lee, Hyunbo Cho, Jongwook Jeon

As digital technology advances, the demand for high-performance, high-density, and low-power memory technologies continues to grow. To address these needs, the 2 Transistor 0 Capacitor (2T0C) DRAM architecture, featuring nondestructive read operations, has emerged as a promising alternative to conventional 1 Transistor 1 Capacitor DRAM. The InGaZnO (IGZO) channel material, known for low off-current and high mobility, enables long data retention and enhanced power efficiency in 2T0C DRAM. In this study, IGZO-based channel-all-around (CAA) and gate-all-around (GAA) FET structures were implemented using TCAD simulations, which were based on the well-calibrated physical carrier transport models with the measured IGZO channel device. The electrical characteristics, including the on/off-current ratio (Ion/Ioff), were compared at the single-transistor level. For the 2T0C DRAM cell, variations in the gate length, critical dimension (CD), and underlap structure of the writing transistor (WTR) and reading transistor (RTR) were investigated, to evaluate memory characteristics such as data writing speed, retention, and single-cell disturbance, along with the feasibility of multi-bit operation. The analysis showed that the CAA structure provides faster data writing speeds, whereas the GAA structure—especially in the WTR configuration and 3 × 3 array design—offers significantly better retention and single-cell disturbance immunity. This study provides clear guidance for the structural optimization of IGZO-based 2T0C DRAM and practical insights into the designing next-generation high-density memory technologies.

随着数字技术的进步,对高性能、高密度和低功耗存储器技术的需求不断增长。为了满足这些需求,具有非破坏性读取操作的2晶体管0电容(2T0C) DRAM架构已经成为传统1晶体管1电容DRAM的有前途的替代品。InGaZnO (IGZO)通道材料以低断流和高迁移率而闻名,可在2T0C DRAM中实现长时间的数据保留和更高的功率效率。在本研究中,利用TCAD模拟实现了基于IGZO通道器件的通道全能(CAA)和栅极全能(GAA)场效应管结构,这些结构基于经过校准的物理载流子输运模型。电学特性,包括开/关电流比(Ion/Ioff),在单晶体管水平上进行比较。对于2T0C DRAM单元,研究了写入晶体管(WTR)和读取晶体管(RTR)的栅极长度、临界尺寸(CD)和覆盖结构的变化,以评估存储特性,如数据写入速度、保留、单细胞干扰以及多位操作的可行性。分析表明,CAA结构提供了更快的数据写入速度,而GAA结构-特别是在WTR配置和3 × 3阵列设计中-提供了更好的保留和单细胞抗干扰性。该研究为基于igzo的2T0C DRAM的结构优化提供了明确的指导,并为下一代高密度存储技术的设计提供了实用的见解。
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引用次数: 0
Influence of passivation, doping and geometrical parameters on the avalanche breakdown of GaN SBDs 钝化、掺杂和几何参数对GaN sdd雪崩击穿的影响
IF 2.5 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-09-27 DOI: 10.1007/s10825-025-02430-2
B. Orfao, R. A. Peña, B. G. Vasallo, S. Pérez, J. Mateos, T. González

The breakdown of GaN-based Schottky barrier diodes associated with impact ionization events initiated by electrons injected by tunneling is physically analyzed by means of a Monte Carlo simulator self-consistently coupled with a two-dimensional solution of the Poisson equation. Simulations of a realistic topology where different geometrical parameters are modified allow to identify their influence on the breakdown voltage. The correct physical modeling of two-dimensional effects is essential for a proper prediction of the breakdown. Epilayer doping and thickness, dielectric used for the passivation and lateral extension of the epilayer are analyzed. As expected, the lower the doping and the thicker the epilayer, the higher the value found for the breakdown voltage, but, interestingly, the results also indicate that the peak electric field present at the edge of the Schottky contact, which may be reduced by means of high-k dielectric passivation and a short lateral extension of the epilayer, plays a key role in the breakdown.

利用蒙特卡罗模拟自洽耦合泊松方程的二维解,物理分析了与隧道注入电子引发的冲击电离事件相关的氮化氮基肖特基势垒二极管的击穿。模拟一个现实的拓扑结构,其中不同的几何参数被修改,允许识别它们对击穿电压的影响。对二维效应进行正确的物理模拟是正确预测击穿的必要条件。分析了脱毛层的掺杂和厚度、用于钝化脱毛层的电介质以及脱毛层的横向延伸。正如预期的那样,掺杂越低,脱毛层越厚,击穿电压值越高,但有趣的是,结果还表明,存在于肖特基接触边缘的峰值电场在击穿中起着关键作用,该峰值电场可以通过高k介电钝化和脱毛层的短横向延伸来降低。
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引用次数: 0
Quantum gate synthesis by small perturbation of a particle in a box with electric field 有电场的盒子中粒子的微扰合成量子门
IF 2.5 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-09-25 DOI: 10.1007/s10825-025-02425-z
Kumar Gautam

A quantum unitary gate is studied theoretically by perturbing a free charged particle in a one-dimensional box with a time- and position-varying electric field. The perturbed Hamiltonian is composed of a free particle Hamiltonian plus a perturbing electric potential such that the Schrödinger evolution in time T, the unitary evolution operator of the unperturbed system after truncation to a finite number of energy levels, approximates a given unitary gate such as the quantum Fourier transform gate. The idea is to truncate the half-wave Fourier sine series to M terms in the spatial variable (textbf{x}) before extending the potential as a Dyson series in the interaction picture to compute the evolution operator matrix elements up to the linear and quadratic integral functionals of ( textbf{V}_n(t)^{prime})s. As a result, we used the Dyson series with the Frobenius norm to reduce the difference between the derived gate energy and the given gate energy, and we determined the temporal performance criterion by plotting the noise-to-signal energy ratio. A mathematical explanation for a quantum gate’s magnetic control has also been provided. In addition, we provide a mathematical explanation for a quantum gate that uses magnetic control.

用时变和位变电场扰动一维盒子中的自由带电粒子,从理论上研究了量子酉门。摄动哈密顿量由自由粒子哈密顿量加上摄动电势组成,使得时间T中的Schrödinger演化,即未摄动系统截断到有限个能级后的幺正演化算符,近似于给定的幺正门,如量子傅立叶变换门。我们的想法是将半波傅立叶正弦级数截断为空间变量(textbf{x})中的M项,然后将势扩展为相互作用图中的Dyson级数,以计算演化算子矩阵元素,直至( textbf{V}_n(t)^{prime}) s的线性和二次积分函数。因此,我们使用带有Frobenius范数的Dyson级数来减少导出的门能量与给定的门能量之间的差异。并通过绘制噪声与信号能量比来确定时域性能标准。对量子门的磁控制也给出了数学解释。此外,我们还提供了使用磁控制的量子门的数学解释。
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引用次数: 0
Design of a novel memtranstor emulator using CCIIs and experimental validation 基于CCIIs的新型忆阻晶体管仿真器的设计与实验验证
IF 2.5 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-09-25 DOI: 10.1007/s10825-025-02424-0
Muzaffer Çayır, Mehmet Sağbaş

This study introduces a new memtranstor emulator circuit using second-generation current conveyors (CCII), providing an alternative to the only existing memtranstor emulator circuit in the literature. The proposed circuit consists of three CCIIs, one analog multiplier (AD633), two grounded resistors, and three grounded capacitors. The design is implemented using 180 nm CMOS technology, and its functionality is validated through PSPICE simulations. The circuit’s behavior is analyzed under various conditions including pinched hysteresis loops, Monte Carlo analysis, memory effect simulations, and temperature variation tests, all of which confirm its proper operation. Additionally, the circuit can be easily adapted between incremental and decremental memory emulators, demonstrating its versatility for various applications. The proposed emulator has been further validated through experimental implementation, confirming its feasibility for practical applications. A memtranstor-based chaotic oscillator is presented as an application example. Compared to the existing design in the literature, the proposed emulator offers several key advantages: It employs fewer active and passive components, leading to a simpler structure with the potential for more compact implementation. The absence of operational amplifiers (op-amps) improves bandwidth performance by eliminating the fixed gain-bandwidth product limitation, enabling higher gain levels at broader bandwidths. Additionally, the use of low-power CMOS parameters potentially allows for lower supply voltages, which, along with fewer components, can significantly reduce power consumption.

本研究介绍了一种使用第二代电流传送带(CCII)的新型忆管仿真电路,为现有文献中唯一的忆管仿真电路提供了一种替代方案。该电路由三个ccii、一个模拟乘法器(AD633)、两个接地电阻和三个接地电容组成。该设计采用180nm CMOS技术实现,并通过PSPICE仿真验证了其功能。在各种条件下对电路的行为进行了分析,包括夹紧滞回线、蒙特卡罗分析、记忆效应模拟和温度变化测试,所有这些都证实了电路的正常运行。此外,该电路可以很容易地在增量和递减存储器模拟器之间进行调整,证明其多功能性适用于各种应用。通过实验实现,进一步验证了所提出的仿真器在实际应用中的可行性。给出了一种基于忆变晶体管的混沌振荡器作为应用实例。与文献中的现有设计相比,提出的仿真器具有几个关键优势:它采用较少的有源和无源组件,导致结构更简单,具有更紧凑实现的潜力。由于没有运算放大器(运放),消除了固定增益-带宽乘积限制,从而提高了带宽性能,在更宽的带宽下实现了更高的增益水平。此外,使用低功耗CMOS参数可能允许更低的电源电压,这与更少的组件一起,可以显着降低功耗。
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引用次数: 0
Grain boundary-induced threshold voltage shift in dual-gate ZnO TFTs: an analytical and simulation approach 双栅ZnO TFTs中晶界诱导的阈值电压偏移:一种分析和模拟方法
IF 2.5 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-09-25 DOI: 10.1007/s10825-025-02428-w
Shilpi Singh, Saurabh Jaiswal, Manish Goswami, Kavindra Kandpal

An oxide-based dual-gate thin film transistor (DGTFT) is considered an attractive option for flat panel displays due to its exceptional optical transparency and electronic performance. In this study, we use ZnO as an oxide semiconductor material for the channel region having rectangular multiple grain boundaries (GBs) and HfO2 as gate dielectric to analyze the effect of GBs on the performance of DGTFT. It is challenging to precisely determine the threshold voltage (Vth) in accumulation-mode TFTs due to trap states within the GBs in a disordered semiconductor. In the proposed work, when depleted these GBs are modeled as a continuous line of charge with a Gaussian trap distribution, resulting in an analytical expression correlating the Vth to the GB trap density. It shows that the Vth increases as GB trap density increases. Additionally, the effect of multiple GBs on the electrical properties of a double-gate ZnO TFT is examined using TCAD at various trap energy levels (Emid) and trap change densities (Nt). The performance of DGTFT is analyzed in CMG (common-mode-gate) and GTG (grounded-top-gate) modes. It was observed that for 40 GBs with increasing trap concentration from 1010 to 1012 cm−2 eV−1, the Vth value rises from 0.5 to 1.4 V in CMG Mode. In contrast, GTG mode increases the Vth value from 1.0 to 2.2 V.

基于氧化物的双栅薄膜晶体管(DGTFT)由于其卓越的光学透明度和电子性能而被认为是平板显示器的一个有吸引力的选择。在本研究中,我们使用ZnO作为具有矩形多重晶界(GBs)的沟道区域的氧化物半导体材料,HfO2作为栅极介质,分析了GBs对DGTFT性能的影响。由于无序半导体中GBs内部的陷阱状态,精确确定累积模式TFTs的阈值电压(Vth)具有挑战性。在提出的工作中,当耗尽这些GB时,将其建模为具有高斯陷阱分布的连续电荷线,从而得到将Vth与GB陷阱密度相关的解析表达式。结果表明,Vth随GB陷阱密度的增加而增加。此外,在不同的陷阱能级(Emid)和陷阱变化密度(Nt)下,使用TCAD研究了多个gb对双栅ZnO TFT电学性能的影响。分析了DGTFT在共模门(CMG)和接地顶门(GTG)两种模式下的性能。结果表明,当阱浓度从1010增加到1012 cm−2 eV−1时,在CMG模式下,Vth值从0.5上升到1.4 V。相比之下,GTG模式使Vth值从1.0 V增加到2.2 V。
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引用次数: 0
Quantum information measurements of the exact solution of the Schrödinger equation for a q-deformed Morse potential q-变形莫尔斯势的Schrödinger方程精确解的量子信息测量
IF 2.5 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-09-24 DOI: 10.1007/s10825-025-02422-2
Allan R. P. Moreira, Abdelmalek Bouzenada, Faizuddin Ahmed

We present a comprehensive numerical and analytical study of information-theoretic measures–specifically, the Shannon entropy in position ((S_x)) and momentum ((S_{p_x})) spaces, for a non-relativistic fermion subject to a q-deformed Pöschl–Teller-like hyperbolic potential, including comparisons with the q-deformed Morse potential. By systematically varying the deformation parameter q, the inverse length scale (alpha), and the potential depth (V_0), we investigate their combined influence on spatial localization, uncertainty, and the global and local information content of the quantum states. Our results show that q induces a controllable trade-off between (S_x) and (S_{p_x}), while preserving their sum; (alpha) predominantly enhances total uncertainty, signaling increased delocalization; and (V_0) favors spatial localization at the cost of momentum spread. All configurations obey the Bialynicki-Birula–Mycielski (BBM) inequality, confirming the robustness of the approach. These findings underscore the deep connection between potential geometry and quantum information measures, with prospective implications for deformed quantum systems, relativistic extensions, and Lorentz symmetry-violating frameworks.

我们提出了一个全面的数值和分析研究的信息理论措施,特别是香农熵在位置((S_x))和动量((S_{p_x}))空间,对一个非相对论费米子受q变形Pöschl-Teller-like双曲势,包括与q变形莫尔斯势的比较。通过系统地改变变形参数q、逆长度尺度(alpha)和潜在深度(V_0),我们研究了它们对量子态的空间局域化、不确定性以及全局和局部信息含量的综合影响。我们的结果表明,q诱导了(S_x)和(S_{p_x})之间的可控权衡,同时保留了它们的和;(alpha)主要增强了总不确定性,表明增加了离域;(V_0)倾向于以动量扩散为代价的空间定位。所有构型都符合Bialynicki-Birula-Mycielski (BBM)不等式,证实了该方法的鲁棒性。这些发现强调了潜在几何和量子信息测量之间的深层联系,对变形量子系统、相对论扩展和违反洛伦兹对称的框架具有潜在的意义。
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引用次数: 0
Realization of elementary reversible BVF gate and reversible full adder using optical ring resonators 利用光环谐振器实现基本可逆BVF门和可逆全加法器
IF 2.5 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-09-24 DOI: 10.1007/s10825-025-02423-1
Kamal Kishor Choure, Ankur Saharia, Rahul Pandey, Nitesh Mudgal, Manisha Prajapat, Manish Tiwari, Ghanshyam Singh

This manuscript investigates the mathematical modeling of a silicon nitride-based all-optical BVF reversible gate and reversible full adder modeled using an optical ring resonator (ORR). The design parameters of the proposed ORR are optimized to implement the desired mathematical model of reversible logic devices for all-optical computing. The capability of the proposed device is validated by the evaluated figure of merits like quality factor of 7750, contrast ratio of 19.54 dB, and extinction ratio of 20.29 dB. The CMOS compatibility nature of the silicon nitride-based structures also verifies the practical feasibility of the proposed device.

本文研究了一种基于氮化硅的全光BVF可逆栅极和可逆全加法器的数学模型,该模型使用光学环形谐振器(ORR)建模。为了实现全光计算所需的可逆逻辑器件的数学模型,对所提出的ORR的设计参数进行了优化。通过质量因数7750、对比度19.54 dB、消光比20.29 dB等指标的评估,验证了该器件的性能。氮化硅基结构的CMOS兼容性也验证了所提出器件的实际可行性。
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引用次数: 0
A hybrid artificial intelligence framework for predicting electrical and thermal properties of graphene nanoplatelet-enhanced nanoelectronic materials 用于预测石墨烯纳米板增强纳米电子材料电学和热性能的混合人工智能框架
IF 2.5 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-09-23 DOI: 10.1007/s10825-025-02421-3
Bhaskarrao Yakkala, M. Raja, V. Elumalai, B. Muthuraj, L. Umasankar

The rapid advancement of nanoelectronics demands materials with exceptional electrical and mechanical properties to support the development of high-performance, miniaturized devices. Graphene nanoplatelets (GNPs), a promising nanomaterial, have demonstrated significant potential in enhancing materials' electrical and structural characteristics at the nanoscale. This study explores the influence of GNPs on the electrical conductivity (EC) and compressive strength (CS) of nanoelectronic components, leveraging experimental investigations and advanced deep learning (DL) models, including non-autoregressive recurrent neural networks (NARNNs), verifiable convolutional neural networks (VCNNs), and Tsukamoto type-2 fuzzy inference system (TT2FIS). Experimental results revealed that the incorporation of GNPs at concentrations of 0.05% and 0.1% improved EC by 28.7% and 35.2%, respectively, while enhancing CS by 18.4% and 22.6%. These findings highlight the potential of GNP-enhanced materials for use in nanoelectronic devices that demand both high EC and mechanical reliability under thermal conditions. DL models demonstrated outstanding accuracy in predicting the properties of GNP-enhanced materials, with VCNNs achieving the highest performance. For EC predictions, VCNNs achieved a correlation coefficient (R) of 0.989, outperforming NARNNs (R = 0.976) and TT2FIS (R = 0.963). For CS, VCNNs exhibited an R-value of 0.993, compared to NARNNs (R = 0.982) and TT2FIS (R = 0.970). Error analysis further validated the superiority of VCNNs, as the mean square error (MSE) for EC predictions was 15.4% lower than NARNNs and 48.7% lower than TT2FIS. Similarly, for TS predictions, VCNNs achieved an MSE reduction of 12.8% compared to NARNNs and 51.3% compared to TT2FIS. SHapley Additive exPlanations analysis identified GNP concentration as the dominant factor influencing both EC and TS, followed by curing conditions. These results highlight the possible of DL-driven methods, particularly VCNNs, in optimizing GNP-enhanced materials for nanoelectronic applications, offering a fast and cost-effective pathway to design advanced materials for next-generation electronic devices.

纳米电子学的快速发展需要具有特殊电气和机械性能的材料来支持高性能、小型化设备的发展。石墨烯纳米片(GNPs)是一种很有前途的纳米材料,在纳米尺度上增强材料的电学和结构特性方面显示出巨大的潜力。本研究利用实验研究和先进的深度学习(DL)模型,包括非自回归递归神经网络(narnn)、可验证卷积神经网络(VCNNs)和Tsukamoto 2型模糊推理系统(TT2FIS),探讨了GNPs对纳米电子元件电导率(EC)和抗压强度(CS)的影响。实验结果表明,在0.05%和0.1%浓度的GNPs掺入下,EC分别提高28.7%和35.2%,CS分别提高18.4%和22.6%。这些发现突出了gnp增强材料在纳米电子器件中应用的潜力,这些器件在热条件下需要高EC和机械可靠性。DL模型在预测gnp增强材料的性能方面表现出出色的准确性,其中vcnn达到了最高的性能。对于EC预测,VCNNs的相关系数(R)为0.989,优于narnn (R = 0.976)和TT2FIS (R = 0.963)。对于CS, VCNNs与NARNNs (R = 0.982)和TT2FIS (R = 0.970)相比,R值为0.993。误差分析进一步验证了vcnn的优越性,vcnn预测EC的均方误差(MSE)比narnn低15.4%,比TT2FIS低48.7%。同样,对于TS预测,vcnn的MSE比narnn降低了12.8%,比TT2FIS降低了51.3%。SHapley加性解释分析发现GNP浓度是影响EC和TS的主要因素,其次是固化条件。这些结果突出了dl驱动方法,特别是VCNNs,在优化纳米电子应用的gnp增强材料方面的可能性,为下一代电子设备设计先进材料提供了快速和经济的途径。
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引用次数: 0
期刊
Journal of Computational Electronics
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