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Architecture Design of High-Performance Piezoelectric Energy Harvester with 3D Metastructure Substrate (Adv. Theory Simul. 10/2024) 采用三维结构基底的高性能压电能量收集器的结构设计(Adv.)
IF 2.9 4区 工程技术 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-10-10 DOI: 10.1002/adts.202470022
Huan Zhao, Xiangbei Liu, Yan Li

Cantilever beam-based piezoelectric energy harvesters (PEHs) convert vibrational mechanical energy to electrical energy. The study by Huan Zhao, Xiangbei Liu, and Yan Li (see article number 2301214) demonstrates a substantial enhancement in the PEH performance – up to 13.26-fold – by replacing the conventional solid substrate with a 3D auxetic unit-cell metastructure. Computational analysis suggests that enhancing the performance of a unimorph PEH requires selecting a metastructure substrate with low stiffness. However, it is crucial to prevent mechanical loss caused by internal metastructure deformation, which impedes the effective transfer of deformation to the piezo patch.

基于悬臂梁的压电能量收集器(PEH)可将振动机械能转换为电能。赵欢、刘向北和李岩的研究(见文章编号 2301214)表明,用三维辅助单元结构取代传统的固体基底,压电能量收集器的性能可大幅提高 13.26 倍。计算分析表明,要提高单晶聚乙烯醇的性能,必须选择刚度较低的基底结构。然而,关键是要防止内部元结构变形造成的机械损失,因为内部变形会阻碍变形向压电贴片的有效传递。
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引用次数: 0
A Non-Iterative Wheel-Rail Contact Geometry Determination Algorithm and Its Application 非迭代式轮轨接触几何确定算法及其应用
IF 3.3 4区 工程技术 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-10-09 DOI: 10.1002/adts.202400574
Chenxu Lu, Dilai Chen, Yi Qiu, Rui Song, Gang Shen
To ensure a more accurate simulation of the wheel-rail contact state in vehicle-track interaction, a non-iterative contact geometry determination algorithm is proposed. This algorithm decouples lateral movement and roll, independently calculates the minimum wheel-rail gap on both sides, and overcomes the limitation of simultaneous wheel-rail contact on both sides. It can be applied to single-side and two-side wheel-rail separation problems. Additionally, by converting track irregularity and rail deformation into the reverse displacement of the wheel, it avoids real-time calculation of the wheel-rail spatial position, thereby improving calculation efficiency. The effectiveness of the algorithm is verified through Universal Mechanism software and field measurements. Subsequently, the influence of the measured wheel-rail profile, rail cant, and rail gauge on the wheel-rail contact characteristics is analyzed. Finally, vehicle shaking caused by track irregularity and wheel-rail contact is examined from the perspective of wheel-rail matching. The study demonstrates that the non-iterative algorithm is suitable for online simulation by pre-processing the contact geometry parameters. When the track gauge and rail cant increase, the distribution of wheel-rail contact points becomes more concentrated. Furthermore, when the excitation frequency of wheel-rail matching is close to the track irregularity excitation frequency, it causes vibration amplification, resulting in lateral vehicle shaking.
为确保更精确地模拟车辆与轨道相互作用中的轮轨接触状态,提出了一种非迭代接触几何确定算法。该算法将横向运动和滚动解耦,独立计算两侧轮轨的最小间隙,克服了两侧轮轨同时接触的限制。它可应用于单侧和双侧轮轨分离问题。此外,通过将轨道不规则性和轨道变形转化为车轮的反向位移,它避免了轮轨空间位置的实时计算,从而提高了计算效率。该算法的有效性通过 Universal Mechanism 软件和现场测量进行了验证。随后,分析了测量到的轮轨轮廓、轨道倾角和轨距对轮轨接触特性的影响。最后,从轮轨匹配的角度研究了轨道不规则和轮轨接触引起的车辆晃动。研究表明,通过预处理接触几何参数,非迭代算法适用于在线仿真。当轨距和轨距增加时,轮轨接触点的分布会更加集中。此外,当轮轨匹配的激振频率接近轨道不规则激振频率时,会引起振动放大,导致车辆横向晃动。
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引用次数: 0
Unravelling Optoelectronic and Transport Properties in RuZrX (X=Si, Ge) Alloys: Insights from DFT 揭示 RuZrX (X=Si, Ge) 合金的光电和传输特性:来自 DFT 的启示
IF 3.3 4区 工程技术 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-10-08 DOI: 10.1002/adts.202400621
Bharti Gurunani, Dinesh C. Gupta
The structural, mechanical, electronic, and thermoelectric properties of RuZrSi and RuZrGe half‐Heusler alloys were thoroughly examined using the full‐potential linearized augmented plane‐wave (FP‐LAPW) method within the WIEN2k code, based on Density Functional Theory (DFT). The study utilized the Perdew‐Burke‐Ernzerhof generalized gradient approximation (GGA‐PBE) and the Tran‐Blaha‐Johnson (TB‐mBJ) approximations for the exchange‐correlation potential. The findings reveal that both alloys are semiconductors with indirect band gaps, and they are ductile, anisotropic, and mechanically stable. These properties make them suitable for various practical applications. The electronic analysis confirms the semiconducting nature of RuZrSi and RuZrGe due to their indirect band gaps. Mechanically, both alloys show ductility and stability, enhancing their potential usability. Additionally, their thermoelectric properties are notable, with high Seebeck coefficients (S) and a significant figure of merit (ZT), indicating strong performance in thermoelectric devices. Optical properties, including the dielectric function and absorption coefficients, suggest these materials have considerable potential for photovoltaic and optical applications, especially in the UV and visible light spectrum. While these results are promising, experimental validation is required to confirm the theoretical predictions made in this study.
在密度泛函理论(DFT)的基础上,利用 WIEN2k 代码中的全电位线性化增强平面波(FP-LAPW)方法,对 RuZrSi 和 RuZrGe 半休斯勒合金的结构、机械、电子和热电特性进行了深入研究。研究利用 Perdew-Burke-Ernzerhof 广义梯度近似 (GGA-PBE) 和 Tran-Blaha-Johnson (TB-mBJ) 近似来计算交换相关势。研究结果表明,这两种合金都是具有间接带隙的半导体,它们具有韧性、各向异性和机械稳定性。这些特性使它们适用于各种实际应用。电子分析证实了 RuZrSi 和 RuZrGe 的半导体性质,因为它们具有间接带隙。在机械性能方面,这两种合金都表现出延展性和稳定性,从而提高了其潜在的可用性。此外,它们的热电特性也很显著,具有较高的塞贝克系数(S)和显著的优点系数(ZT),表明在热电设备中具有很强的性能。包括介电函数和吸收系数在内的光学特性表明,这些材料在光伏和光学应用方面具有相当大的潜力,尤其是在紫外线和可见光光谱方面。虽然这些结果很有希望,但还需要实验验证来证实本研究的理论预测。
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引用次数: 0
Linear and Nonlinear Optical Properties of Symmetric and Asymmetric Double Triangular Quantum Dots Withinside the Presence of Magnetic Field 对称和不对称双三角形量子点在磁场中的线性和非线性光学特性
IF 3.3 4区 工程技术 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-10-07 DOI: 10.1002/adts.202400554
Emre Bahadir AL, Norshamsuri Ali, Rosdisham Endut, Syed Alwee Aljunid, Norshah Rizal Ali, Nor Roshidah Yusof
Linear and third‐order nonlinear optical absorption coefficients and relative refractive index changes in symmetric and asymmetric double triangular quantum dots are examined theoretically. The dependence of these optical properties on the magnetic field is examined. After calculating energies and wave functions within the effective mass and parabolic band approaches, analytical expressions of linear and nonlinear optical properties are obtained using the compact density matrix approach and iterative method. Numerical calculations are presented for typical GaAs/AlGaAs material. The results show that the magnetic field causes different effects on the and transitions. Moreover, the calculated results also reveal that the resonance frequency and nonlinear contribution are different in symmetric and asymmetric structures. As a result, it is concluded that the magnetic field plays a vital and important role in the electronic and optical properties of the system and can be used to tune the inter‐subband transitions and change the corresponding optical sensitivities.
从理论上研究了对称和非对称双三角形量子点的线性和三阶非线性光学吸收系数以及相对折射率变化。研究了这些光学特性对磁场的依赖性。在有效质量和抛物线带方法中计算能量和波函数后,利用紧凑密度矩阵方法和迭代法获得了线性和非线性光学特性的分析表达式。对典型的砷化镓/砷化镓材料进行了数值计算。结果表明,磁场会对和跃迁产生不同的影响。此外,计算结果还显示,对称结构和非对称结构的共振频率和非线性贡献是不同的。因此,结论是磁场对系统的电子和光学特性起着至关重要的作用,可用于调整子带间的转变并改变相应的光学灵敏度。
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引用次数: 0
Role of La2CuO4 as Buffer Layer for a Significant Improvement of the Performance of TiO2/Cu2O Based All-Oxide Solar Cell: A SCAPS-1D Numerical Analysis La2CuO4 作为缓冲层对显著提高基于 TiO2/Cu2O 的全氧化物太阳能电池性能的作用:SCAPS-1D 数值分析
IF 3.3 4区 工程技术 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-10-07 DOI: 10.1002/adts.202400565
Malaya Kumar Das, Soumyakanta Panda, Niharika Mohapatra
Currently, low-bandgap Mott-insulating materials are the most promising buffer layers (BLs) for solar power conversion efficiency, unlike organic-halide or lead-containing perovskite materials. They can reduce interfacial recombination by field effect passivation of heterojunctions while maintaining cost-effectiveness and high thermal and electrical stability. Moreover, it is expected to obtain a high quantum efficiency due to multiple carrier generation caused by impact ionization from a single incident photon. This study uses the SCAPS-1D simulator to estimate and improve the efficiency of Cu2O-based solar cells using Mott insulator La2CuO4 (LCO) as a BL in both ideal and non-ideal conditions. The simulations examine how BL thickness, carrier concentration, and defect density affect device performance. Also, different metal contact work functions and working temperatures are examined to improve cell performance. Considering all optimisation parameters in ideal conditions, Au/Cu2O/TiO2/Nb: STO solar cell structure without a BL has a PCE of 11.27%, while Au/Cu2O/LCO/TiO2/Nb: STO has 28.11%. By incorporating non-idealities, the simulated solar cell can simulate actual conditions. The impact of each non-ideality is studied in detail. These findings suggest that Mott insulating buffer materials have great potential for creating high-efficiency photovoltaic (PV) devices, presenting a new avenue for research.
与有机卤化物或含铅的过氧化物材料不同,低带隙莫特绝缘材料是目前最有希望提高太阳能转换效率的缓冲层(BL)。它们可以通过场效应钝化异质结来减少界面重组,同时保持成本效益和高热稳定性和电稳定性。此外,由于单个入射光子的撞击电离会产生多个载流子,因此有望获得较高的量子效率。本研究使用 SCAPS-1D 模拟器估算并提高了在理想和非理想条件下使用莫特绝缘体 La2CuO4 (LCO) 作为 BL 的基于 Cu2O 的太阳能电池的效率。模拟研究了 BL 厚度、载流子浓度和缺陷密度对器件性能的影响。此外,还研究了不同的金属接触功函数和工作温度,以提高电池性能。考虑到理想条件下的所有优化参数,Au/Cu2O/TiO2/Nb:STO太阳能电池结构的PCE为11.27%,而Au/Cu2O/LCO/TiO2/Nb: STO的PCE为28.11%:STO的PCE为28.11%。通过加入非理想状态,模拟太阳能电池可以模拟实际条件。我们详细研究了每种非理想状态的影响。这些研究结果表明,莫特绝缘缓冲材料在制造高效光伏(PV)设备方面具有巨大潜力,为研究开辟了一条新途径。
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引用次数: 0
First Principles Study of Electro‐Optical Characteristics of Triazine‐Based Graphyne and Graphdiyne 三嗪基石墨烯和石墨二炔电光特性的第一原理研究
IF 3.3 4区 工程技术 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-10-03 DOI: 10.1002/adts.202400722
Roya Majidi
This manuscript explores the electronic and optical characteristics of triazine‐graphdiyne (TA‐GDY) and triazine‐ and 1,4‐diethynylbenzene graphyne (TA‐BGY). The sheets are characterized using the density functional theory (DFT) method. The findings show that both TA‐GDY and TA‐BGY sheets exhibit semiconducting behavior with direct bandgaps, making them potentially valuable for nanoelectronic applications. The optical properties reveal anisotropic behavior under different polarization conditions. The static dielectric constants of TA‐GDY and TA‐BGY are close to that of graphene. The optical conductivity of the sheets is on the order of 105 in the visible and ultraviolet regions. TA‐GDY and TA‐BGY sheets show efficient light transmission and high optical absorption and conductivity across the electromagnetic spectrum. These findings demonstrate the promise of TA‐GDY and TA‐BGY as innovative nitrogen‐carbon materials for inclusion in photovoltaic systems and applications necessitating defense against ultraviolet rays.
本手稿探讨了三嗪-石墨二乙烯(TA-GDY)和三嗪-及1,4-二乙炔苯石墨乙烯(TA-BGY)的电子和光学特性。研究采用密度泛函理论(DFT)方法对这些薄片进行了表征。研究结果表明,TA-GDY 和 TA-BGY 薄片都表现出直接带隙的半导体行为,使其具有潜在的纳米电子应用价值。在不同的极化条件下,它们的光学特性呈现出各向异性。TA-GDY 和 TA-BGY 的静态介电常数接近石墨烯。在可见光和紫外线区域,薄片的光导率为 105。TA-GDY和TA-BGY薄片在整个电磁波谱范围内显示出高效的透光性、高光吸收和导电性。这些研究结果表明,TA-GDY 和 TA-BGY 有希望成为创新的氮碳材料,用于光伏系统和需要抵御紫外线的应用中。
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引用次数: 0
First Principles Investigations of Mild Steel Corrosion Inhibition by Dopamine Derivatives in HCl Solution 盐酸溶液中多巴胺衍生物抑制低碳钢腐蚀的第一原理研究
IF 3.3 4区 工程技术 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-10-03 DOI: 10.1002/adts.202400226
Abdallah Imjjad, Khalid Abbiche, Moulay Driss Mellaoui, Rachid Boutiddar, Rachid Oukhrib, Mouhi Eddine Hachim, Hanane Zejli, Khadija Marakchi, Souad El Issami, Majdi Hochlaf
The inhibitory action of three dopamine derivatives on Fe (110) in 1 m HCl aqueous solution is studied by Density‐functional theory (DFT) calculations combined with Monte Carlo molecular dynamics (MD) simulations. It is found that the predominant forms of these compounds at acid pH adsorb spontaneously onto the mild steel surface as the charge transfer fraction values are positive, and the aromatic rings of these forms approach the Fe (110) surface in parallel. The computed adsorption energy values exceed several hundred kcal mol−1, thereby establishing the efficacy of the proposed dopamine derivatives as inhibitors for mild steel corrosion. To interpret the data, reduced density gradient (RDG) calculations are conducted to analyze the non‐covalent interactions (NCI) between the Fe surface and adsorbed molecules. The results of these analyses show that all proposed inhibitors interact with the surface via electrostatic and van der Waals forces. Besides, the self‐diffusivity coefficient and radial distribution function (RDF) are estimated using dynamic simulations. These calculations reveal that corrosive species ( show low diffusivity values, and therefore reduced migration in the presence of a DA2 inhibitor film, thus leading to the formation of stable protective layers, followed by DA3, while the two forms of DA1 (neutral and protonated) show the highest diffusion values.
通过密度泛函理论(DFT)计算结合蒙特卡罗分子动力学(MD)模拟,研究了三种多巴胺衍生物在 1 m HCl 水溶液中对 Fe (110) 的抑制作用。研究发现,由于电荷转移分数值为正,这些化合物在酸性 pH 值下的主要形式会自发吸附到软钢表面,并且这些形式的芳香环会平行靠近铁 (110) 表面。计算得出的吸附能值超过了几百 kcal mol-1,从而确定了多巴胺衍生物作为低碳钢腐蚀抑制剂的功效。为了解释这些数据,我们进行了还原密度梯度(RDG)计算,以分析铁表面与吸附分子之间的非共价相互作用(NCI)。分析结果表明,所有建议的抑制剂都是通过静电力和范德华力与表面相互作用的。此外,还利用动态模拟估算了自扩散系数和径向分布函数(RDF)。计算结果表明,腐蚀性物质(显示出较低的扩散值,因此在 DA2 抑制剂薄膜存在的情况下,迁移量减少,从而形成稳定的保护层,其次是 DA3,而两种形式的 DA1(中性和质子化)显示出最高的扩散值。
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引用次数: 0
Probing the Impact of Four BSF Layers on MASnI3‐Based Lead‐Free Perovskite Solar Cells for >33% Efficiency 探究四层 BSF 层对 MASnI3 无铅过氧化物太阳能电池效率大于 33% 的影响
IF 3.3 4区 工程技术 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-10-01 DOI: 10.1002/adts.202400662
Md. Faruk Hossain, Md. Mahabur Rahman, Md. Harun‐Or‐Rashid, Mongi Amami, Lamia Ben Farhat, Md. Ferdous Rahman
This study systematically investigates the impact of various layers of the back surface field (BSF) on the performance of CH₃NH₃SnI₃ (MASnI₃)‐based lead‐free mixed organic–inorganic halide perovskite solar cells. By employing SCAPS‐1D (Solar Cell Capacitance Simulator in One Dimension) simulation software, the behavior of solar cells is analyzed incorporating BSF layers of CuI, NiO, ZnTe, and CBTS. The findings indicate that the inclusion of these BSF materials significantly enhances power conversion efficiency (PCE), with CBTS showing the highest PCE of 33.57%. The energy band diagrams reveal that the BSF layers effectively reduce recombination losses at the rear interface and improve charge carrier collection. Detailed analysis of photovoltaic parameters, such as open‐circuit voltage (Voc), short‐circuit current density (Jsc), fill factor (FF), and overall PCE, underscores the superiority of CBTS as optimal BSF materials. Temperature variation studies demonstrate that CBTS maintains superior performance across a range of temperatures, highlighting its potential for high‐efficiency, thermally stable perovskite solar cells. This comprehensive investigation provides valuable insights for optimizing the design and performance of MASnI₃‐based perovskite solar cells, with the aim of efficiencies greater than 33%.
本研究系统地探讨了各种背表面场(BSF)层对基于 CH₃NH₃SnI₃(MASnI₃)的无铅混合有机无机卤化物包晶太阳能电池性能的影响。通过使用 SCAPS-1D(一维太阳能电池电容模拟器)模拟软件,分析了含有 CuI、NiO、ZnTe 和 CBTS 的 BSF 层的太阳能电池的行为。研究结果表明,加入这些 BSF 材料可显著提高功率转换效率(PCE),其中 CBTS 的 PCE 最高,达到 33.57%。能带图显示,BSF 层可有效减少后界面的重组损耗,并改善电荷载流子收集。对开路电压 (Voc)、短路电流密度 (Jsc)、填充因子 (FF) 和整体 PCE 等光伏参数的详细分析,凸显了 CBTS 作为最佳 BSF 材料的优越性。温度变化研究表明,CBTS 在一定温度范围内都能保持优异的性能,凸显了其在高效、热稳定的过氧化物太阳能电池方面的潜力。这项全面的研究为优化基于 MASnI₃的包晶石太阳能电池的设计和性能提供了宝贵的见解,其目标是使电池效率超过 33%。
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引用次数: 0
Ohmic Dissipation on Jeffery-Hamel Flow of an Electrically Conducting Second-Grade Fluid in Converging and Diverging Channels Under Velocity Slip Effects: Semi-Analytical Simulations via ADM 在速度滑移效应下,导电二级流体在汇流和发散通道中的杰弗里-哈梅尔流的欧姆耗散:通过 ADM 进行半解析模拟
IF 3.3 4区 工程技术 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-09-28 DOI: 10.1002/adts.202400825
Maissa Slimane Tich Tich, Mohamed Kezzar, Usman, Somayah Abdualziz Alhabeeb, Hamiden Abd El-Wahed Khalifa, Sami Znaidia, Mohamed Rafik Sari
Researchers can learn more about energy losses, temperature distributions, and general flow characteristics by examining the distribution of Ohmic dissipation in the channels under various circumstances. Thus, in this scientific investigation, it delves into the intricate dynamics of Jeffery-Hamel flow for second-grade fluids under the influence of velocity slip, magnetic, and electric fields. A transformative journey is set out using the electro-hydromagnetic second-grade fluid theory as the basis. The regulating partial differential equations responsible for this fluid flow phenomenon experience a significant transformation, evolving into ordinary differential equations. Then, two distinct but powerful analytical methods are used to analyze these ordinary differential equations: the widely used Adomian decomposition method and the 4th–5th order Runge-Kutta Fehlberg method, which is enhanced by the shooting operation. Various factors influencing the skin friction coefficient and the dimensionless velocity (represented as “f”) of the second-grade fluid are examined. The electric and magnetic fields, the Deborah number, and the elusive velocity slip components are among the many physical variables that are observed. The behavior of the fluid inside the channel is affected by these parameters in the same way that cosmic bodies are affected by gravity. As it delves deeper into the topic of fluid dynamics, and makes some interesting discoveries. The lowest parts of the channel exhibit significantly less backflow; indicating a distinct lack of it. Similar to start alignment, this absence is observed when the Hartmann number rises, decreasing the reverse flow until it vanishes completely. In conclusion, these concepts may prove useful for enhancing designs in a range of engineering settings, including environmental remediation and groundwater management.
研究人员可以通过研究各种情况下通道中欧姆耗散的分布,了解更多有关能量损失、温度分布和一般流动特性的信息。因此,在这项科学研究中,它深入探讨了二级流体在速度滑移、磁场和电场影响下的杰弗里-哈梅尔流动的复杂动力学。以电-水-磁二级流体理论为基础,展开了一场变革之旅。造成这种流体流动现象的调节偏微分方程经历了重大转变,演变成常微分方程。然后,两种不同但功能强大的分析方法被用来分析这些常微分方程:广泛使用的 Adomian 分解法和 4-5 阶 Runge-Kutta Fehlberg 法,后者通过射击操作得到了增强。研究了影响第二级流体的表皮摩擦系数和无量纲速度(用 "f "表示)的各种因素。电场和磁场、德博拉数以及难以捉摸的速度滑移分量是观察到的众多物理变量之一。通道内流体的行为受到这些参数的影响,就像宇宙天体受到重力影响一样。随着对流体动力学这一主题的深入研究,我们发现了一些有趣的现象。通道最低处的回流明显较少,表明明显缺乏回流。与起始对齐类似,当哈特曼数上升时,反向流也会减少,直至完全消失。总之,这些概念可能有助于改进一系列工程设计,包括环境修复和地下水管理。
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引用次数: 0
A Random Forest Model for Predicting and Analyzing the Performance of CNT TFET with Highly Doped Pockets 用于预测和分析具有高掺杂空穴的 CNT TFET 性能的随机森林模型
IF 3.3 4区 工程技术 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-09-27 DOI: 10.1002/adts.202400607
Ahmed Salah, David Yevick
This paper presents a Random Forest (RF) machine learning model that relates the DC characteristics and high‐frequency response of a carbon nanotube (CNT) tunnel field‐effect transistor (TFET) with highly doped pockets to the transistor parameters. The analysis of multiple factors for a complex structure as the one studied here becomes expensive with the ordinary simulation techniques and hence machine learning (ML) offers a proficient method to model and enhance the understanding of the key factors that influence the CNT TFET with pockets in considerably reduced time. Numerical simulations are used to generate the data on which the model is trained. This dataset comprises ten input features and four output attributes. The tuned model is capable of predicting the output characteristics of the device with minimal mean squared error (MSE). The RF model is also compared to other ML algorithms to demonstrate its advantage.
本文提出了一种随机森林(RF)机器学习模型,该模型将具有高掺杂空穴的碳纳米管(CNT)隧道场效应晶体管(TFET)的直流特性和高频响应与晶体管参数联系起来。对于本文研究的这种复杂结构,采用普通模拟技术对多种因素进行分析的成本很高,因此机器学习(ML)提供了一种熟练的建模方法,可在大大缩短的时间内加深对影响带凹槽碳纳米管隧道场效应晶体管的关键因素的理解。数值模拟用于生成数据,在此基础上对模型进行训练。该数据集包括十个输入特征和四个输出属性。调整后的模型能够以最小的均方误差(MSE)预测器件的输出特性。RF 模型还与其他 ML 算法进行了比较,以证明其优势。
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引用次数: 0
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Advanced Theory and Simulations
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