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Exploring the electronic and thermoelectric properties of zigzag and armchair edge Irida-Graphene nanoribbons 探索之字形和扶手椅边铱达-石墨烯纳米带的电子和热电特性
IF 2.2 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-12-11 DOI: 10.1007/s10825-024-02263-5
Reza Kalami, Seyed Ahmad Ketabi

Electronic and thermoelectric properties of Irida-Graphene nanoribbons (IGNRs) are significantly influenced by their edge configurations. This article presents a comprehensive computational study of the band structure, density of states (DOS), transmission function, and current–voltage (I-V) characteristics of zigzag and armchair edge IGNRs. Zigzag edge IGNRs (ZIGNRs) exhibit localized edge states, which introduce a Dirac point at the Fermi level, contributing to metallic behavior and enhancing the Seebeck coefficient. In contrast, armchair edge IGNRs (AIGNRs) show semiconducting behavior with a bandgap of approximately 2.4 eV. The thermoelectric performance of ZIGNRs is superior, with a higher Seebeck coefficient and electronic figure of merit (ZTe) compared to AIGNRs. The maximum Seebeck coefficient for ZIGNRs is about 7 μV/K, while for AIGNRs, it is about 1.5 μV/K. The ZTe for ZIGNRs is approximately 0.007, and for AIGNRs, it is about 0.005. These findings provide valuable insights into the design and optimization of IGNRs for advanced thermoelectric and electronic applications.

irida -石墨烯纳米带(IGNRs)的电子和热电性能受到其边缘结构的显著影响。本文对之字形和扶手椅边ignr的能带结构、态密度(DOS)、传输函数和电流电压(I-V)特性进行了全面的计算研究。zignr呈现局域化边缘态,在费米能级引入狄拉克点,有助于金属行为并提高塞贝克系数。相反,扶手椅边ignr (aignr)表现出半导体行为,带隙约为2.4 eV。zignr的热电性能优越,与aignr相比,具有更高的塞贝克系数和电子优值(ZTe)。zignr的最大塞贝克系数约为7 μV/K, aignr的最大塞贝克系数约为1.5 μV/K。zignr的中兴通讯约为0.007,aignr的中兴通讯约为0.005。这些发现为先进热电和电子应用的ignr的设计和优化提供了有价值的见解。
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引用次数: 0
Optical properties and its atomistic doping manipulation of two-dimensional Janus MoSTe photodetectors 二维Janus MoSTe光电探测器的光学性质及其原子掺杂操纵
IF 2.2 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-12-11 DOI: 10.1007/s10825-024-02269-z
Yange Peng, Xiuwen Wu, Gen Li, Jiansheng Dong, Hairui Bao, Wenhu Liao

The optical properties of two-dimensional (2D) Janus MoSTe photodetectors under irradiation of polarized light have attracted tremendous attention recently due to their potential applications in low power consumption nanoelectronics and optoelectronics. By using the nonequilibrium Green's function method combined with density functional theory, we theoretically investigate the optical properties of various substitution-doped Janus MoSTe photodetectors. It has been demonstrated that the photocurrents along the armchair direction for all built devices exhibit a cosine-function-like behavior, and those along the zigzag direction present a sine-function-like relationship with the polarization angle θ under irradiation of linearly polarized light. The maximum photocurrents are in range from 3.06 ({text{a}}_{0}^{2}/text{photon}) to 16.82 ({text{a}}_{0}^{2}/text{photon}) among As substituted Mo, W substituted Mo, S substituted Te, Te substituted S, and Se substituted S of the Janus MoSTe photodetectors, apparently larger than the photocurrent of 0.61 ({text{a}}_{0}^{2}/text{photon}) for pure MoSTe photodetector, since the atomistic doping significantly reduce the structural symmetry of the photodetectors. Interestingly, a maximum extinction ratio of 4.26 × 102 has been observed in Janus MoSTe photodetectors with W substituted by Mo atom, implying the ultrahigh polarization sensitivity of the Janus MoSTe photodetectors. In addition, an obvious anisotropy between the armchair and zigzag directions of system has been observed, since the generated photocurrent along the armchair direction is much larger than that along the zigzag direction. Therefore, the 2D Janus MoSTe monolayer should be a good candidate material for future nanoelectronic and optoelectronic applications.

二维Janus MoSTe光电探测器在偏振光照射下的光学特性由于其在低功耗纳米电子学和光电子学方面的潜在应用而引起了人们的广泛关注。利用非平衡格林函数方法结合密度泛函理论,从理论上研究了各种掺杂取代的Janus MoSTe光电探测器的光学性质。结果表明,在线偏振光照射下,所有器件沿扶手椅方向的光电流均表现出类似余弦函数的特性,而沿之字形方向的光电流则与极化角θ呈类似正弦函数的特性。As取代Mo、W取代Mo、S取代Te、Te取代S和Se取代S的Janus MoSTe光电探测器的最大光电流范围为3.06 ({text{a}}_{0}^{2}/text{photon}) ~ 16.82 ({text{a}}_{0}^{2}/text{photon}),明显大于纯MoSTe光电探测器的光电流0.61 ({text{a}}_{0}^{2}/text{photon}),这是由于原子掺杂显著降低了光电探测器的结构对称性。有趣的是,当Mo原子取代W原子时,Janus MoSTe光电探测器的最大消光比为4.26 × 102,这表明Janus MoSTe光电探测器具有超高的偏振灵敏度。另外,系统的扶手椅方向与之字形方向存在明显的各向异性,扶手椅方向产生的光电流远大于之字形方向产生的光电流。因此,二维Janus MoSTe单层材料应该是未来纳米电子和光电子应用的良好候选材料。
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引用次数: 0
An ultra-fast and precise automatic design framework for predicting and constructing high-performance shallow-trench-isolation LDMOS devices 一种用于预测和构建高性能浅沟隔离LDMOS器件的超快速、精确的自动设计框架
IF 2.2 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-12-09 DOI: 10.1007/s10825-024-02244-8
Chenggang Xu, Hongyu Tang, Yuxuan Zhu, Yue Cheng, Xuanzhi Jin, Dawei Gao, Yitao Ma, Kai Xu

The shallow trench isolation-based laterally diffused metal–oxide–semiconductor (STI LDMOS) is a crucial device for power integrated circuits. In this article, a novel framework that integrates an optimal objective function, Bayesian optimization (BO) algorithm, and deep neural network (DNN) model is proposed to fully realize the automatic and optimal design of STI LDMOS devices. On the one hand, given the structure of the device, the DNN model in the proposed method can provide ultra-fast and highly accurate performance estimation including breakdown voltage (BV) and specific on-resistance (Ronsp). The experimental results demonstrate 98.68% average prediction accuracy for both BV and Ronsp, higher than that for other machine learning (ML) algorithms. On the other hand, to target the specified value of BV and Ronsp, the proposed framework can fully automatically and optimally design the precise device structure that simultaneously achieves the target performance with the optimal figure of merit (FOM) of the device. Compared to technology computer-aided design (TCAD), there is only a 0.002% error in FOM and a 2.83% average error in BV and Ronsp. Moreover, considering the training time of the DNN model, the proposed framework is 100 times as efficient as other conventional frameworks. Thus, this research provides the experimental groundwork for constructing an automatic design framework for an LDMOS device and opens new opportunities for accelerating the development of LDMOS technology in the future.

基于浅沟槽隔离的横向扩散金属氧化物半导体(stidmos)是功率集成电路的关键器件。本文提出了一种集成最优目标函数、贝叶斯优化(BO)算法和深度神经网络(DNN)模型的新框架,以全面实现STI LDMOS器件的自动优化设计。一方面,考虑到器件的结构,该方法中的DNN模型可以提供超快速和高精度的性能估计,包括击穿电压(BV)和比导通电阻(Ronsp)。实验结果表明,BV和Ronsp的平均预测准确率均为98.68%,高于其他机器学习(ML)算法。另一方面,针对BV和Ronsp的规定值,所提出的框架可以完全自动地优化设计精确的器件结构,同时以器件的最优优值(FOM)实现目标性能。与计算机辅助设计技术(TCAD)相比,FOM的平均误差仅为0.002%,BV和Ronsp的平均误差为2.83%。此外,考虑到DNN模型的训练时间,该框架的效率是其他传统框架的100倍。因此,本研究为构建LDMOS器件的自动设计框架提供了实验基础,并为未来加速LDMOS技术的发展开辟了新的机遇。
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引用次数: 0
Novel junctionless GAA negative capacitance FET based on gate engineering aspects: analytical modeling and performance assessment 基于栅极工程方面的新型无结GAA负电容场效应管:分析建模和性能评估
IF 2.2 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-12-09 DOI: 10.1007/s10825-024-02241-x
Ibrahim Rahmani, Zohir Dibi, Hichem Farhati, Faycal Djeffal

We present a new subthreshold analytical model for dual-material junctionless gate-all-around negative capacitance field-effect transistors (DM JL GAA NCFETs). The model accurately reproduces the electrostatic potential distribution, subthreshold current characteristics of the device, threshold voltage, and subthreshold slope. By solving the Landau–Khalatnikov (L–K) equation with Poisson’s equation, the model provides a precise analytical solution that aligns closely with numerical results. The impact of various parameters such as channel length, DM gate ratio, and ferroelectric layer thickness on the device subthreshold behavior is systematically analyzed. It is found that the strategic combination between the JL structure and NC effect can allow achieving enhanced device performance at the nanoscale level. The results demonstrate that the optimized DM JL GAA NCFET exhibits enhanced short-channel performance at nanoscale level, reduced subthreshold swing of 49 mV/dec, lower threshold voltage of 0.20 V, and reduced OFF-current of 1.5 × 10–5 nA. Therefore, the proposed design framework strategy paves the way for designers not only to identify the appropriate DM gate configuration and the suitable ferroelectric material for the development of ultralow-power and high-performance nanoelectronic circuits.

提出了一种新的双材料无结栅-全负电容场效应晶体管(DM JL GAA ncfet)亚阈值分析模型。该模型准确再现了器件的静电电位分布、阈下电流特性、阈下电压和阈下斜率。通过用泊松方程求解Landau-Khalatnikov (L-K)方程,该模型提供了与数值结果密切一致的精确解析解。系统分析了通道长度、DM栅极比、铁电层厚度等参数对器件亚阈值性能的影响。研究发现,JL结构与NC效应的战略结合可以实现纳米级器件性能的增强。结果表明,优化后的DM JL GAA NCFET具有纳米级短通道性能增强,亚阈值摆幅减小49 mV/dec,阈值电压降低0.20 V, off电流减小1.5 × 10-5 nA。因此,所提出的设计框架策略不仅为设计人员确定合适的DM栅极配置和合适的铁电材料,为开发超低功耗和高性能纳米电子电路铺平了道路。
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引用次数: 0
Simultaneous detection of ague stages by using a multi-inner channel photonic crystal fiber based surface plasmon resonance sensor 基于多内通道光子晶体光纤的表面等离子体共振传感器同时检测ague级
IF 2.2 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-12-09 DOI: 10.1007/s10825-024-02260-8
Ahmet Yasli, Huseyin Ademgil

In this paper, a novel multi-inner analyte channel photonic crystal fiber (PCF) based surface plasmon resonance (SPR) sensor is proposed to analyse plasmodium falciparum parasitized human Red Blood Cells (RBCs) that leads to ague. The full vectorial finite element method (FV-FEM) is employed to investigate the key propagation characteristics of the proposed sensor, such as confinement losses, resonance conditions, sensitivities, resolutions, and their linearities. Metallic plasmonic layers of gold (Au) and silver (Ag) are utilised, with two distinct channel shapes being used (circular and square). There are two alternative scenarios reported to identify the phases of the plasmodium falciparum cycle (Ring, Trophozite, and Schizont) in RBCs. The maximum spectrum sensitivities for circular type analyte channels have been found to be 4500 nm/RIU and 4750 nm/RIU, with resolutions of (2.2 times 10^{-5}) RIU and (2.1 times 10^{-5}) RIU for y-polarized and x-polarized modes, respectively. The spectral sensitivities of the square-shaped analyte channel, on the other hand, are 5300 nm/RIU and 6250 nm/RIU, with resolutions of (2 times 10^{-5}) RIU and (1.6 times 10^{-5}) RIU for y-polarized and x-polarized modes, respectively.

本文提出了一种基于光子晶体光纤(PCF)的新型多内分析通道表面等离子体共振(SPR)传感器,用于分析恶性疟原虫寄生的人红细胞(红细胞)导致的疟疾。采用全矢量有限元法(FV-FEM)研究了该传感器的关键传播特性,如约束损耗、共振条件、灵敏度、分辨率及其线性度。利用金(Au)和银(Ag)的金属等离子体层,使用两种不同的通道形状(圆形和方形)。据报道,有两种可选的情况来确定红细胞中恶性疟原虫周期的阶段(环状、滋养体和分裂体)。圆形分析物通道的最大光谱灵敏度分别为4500 nm/RIU和4750 nm/RIU, y极化和x极化模式的分辨率分别为(2.2 times 10^{-5}) RIU和(2.1 times 10^{-5}) RIU。另一方面,方形分析物通道的光谱灵敏度分别为5300 nm/RIU和6250 nm/RIU, y极化和x极化模式的分辨率分别为(2 times 10^{-5}) RIU和(1.6 times 10^{-5}) RIU。
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引用次数: 0
Potential of gallium oxide as a radiation hard technology 氧化镓作为辐射硬技术的潜力
IF 2.2 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-12-05 DOI: 10.1007/s10825-024-02266-2
Aamenah Siddiqui, Shahbaz Afzal, Muhammad Usman

Gallium oxide (Ga2O3) is an emerging and promising candidate for high-power and radiation-rich environments, such as space, thanks to its ultra-wide bandgap (~ 4.9 eV) and high critical electrical field (~ 8 MV/cm). Radiation in space, such as protons, alpha particles and heavy ions, can cause serious damage to electronic devices and even lead to permanent damage. However, assessing these devices' reliability and radiation hardness in space-like environments is often expensive and complex. In the present work, we utilize a technology computer-aided design (TCAD) simulation-based framework that uses the concept of non-ionizing energy loss (NIEL) to evaluate the displacement damage in electronic devices under particle irradiation. To assess the radiation tolerance of Ga2O3 diodes, first, a TCAD model for Ga2O3 Schottky barrier diodes (SBD) is developed and calibrated/benchmarked to an experimental device, followed by irradiation simulations. The results show that Ga2O3 SBD can withstand a 5 MeV proton fluence of ~ 1015 cm−2 with no change in the forward current voltage (IV) characteristics. This value is significantly higher than that of 4H-SiC (~5 × 1013 cm−2) and Si (~1 × 1012) SBDs with the same ideal breakdown voltage - VBR (1600 V), demonstrating the potential of Ga2O3 as a radiation-hard technology.

氧化镓(Ga2O3)由于其超宽的带隙(~ 4.9 eV)和高临界电场(~ 8 MV/cm),在高功率和高辐射环境(如太空)中是一种新兴的有前途的候选者。太空中的辐射,如质子、α粒子和重离子,会对电子设备造成严重损害,甚至导致永久性损伤。然而,在类太空环境中评估这些设备的可靠性和辐射硬度通常既昂贵又复杂。在目前的工作中,我们利用基于计算机辅助设计(TCAD)仿真的技术框架,使用非电离能量损失(NIEL)的概念来评估粒子辐照下电子器件的位移损伤。为了评估Ga2O3二极管的辐射耐受性,首先,开发了Ga2O3肖特基势垒二极管(SBD)的TCAD模型,并对其进行了校准/基准测试,然后进行了辐射模拟。结果表明,Ga2O3 SBD可以承受~ 1015 cm−2的5 MeV质子的影响,而正向电流电压特性没有变化。该值明显高于具有相同理想击穿电压VBR (1600 V)的4H-SiC (~5 × 1013 cm−2)和Si (~1 × 1012) sdd,显示了Ga2O3作为抗辐射技术的潜力。
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引用次数: 0
Double-diode and triple-diode solar cell models: invertible approximate analytical expressions based on the g-function approach 双二极管和三二极管太阳能电池模型:基于g函数方法的可逆近似解析表达式
IF 2.2 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-12-05 DOI: 10.1007/s10825-024-02259-1
Martin Ćalasan

Solar cells can be represented by different n-diode models. The most commonly used models are single-diode (SDM), double-diode (DDM), and triple-diode (TDM). The SDM is the simplest and most widely used model with reversible current (I)-voltage (V) expressions. The DDM and TDM are more precise models, but only a few approximate analytical Lambert W approaches are available for current‒voltage (I–V) expressions in the literature. This paper presents approximate analytical invertible voltage‒current expressions (V–I) for DDM and TDM via a g-function. Moreover, this paper presents a new formula for calculating the root mean square error (RMSE) in voltage estimation based on the derived expressions. It also demonstrates the limitations of the Lambert W function and the numerical unsolvability of its solution through examples for these purposes. In addition, the paper discusses and tests analytical and iterative solutions for solving the g-function and provides the MATHEMATICA code for DDM and TDM V–I expressions via the g-function. Therefore, this paper confirms the effectiveness and accuracy of using the g-function in solar cell modeling.

太阳能电池可以用不同的n-二极管模型来表示。最常用的型号是单二极管(SDM),双二极管(DDM)和三二极管(TDM)。SDM是电流(I)-电压(V)可逆表达式中最简单、应用最广泛的模型。DDM和TDM是更精确的模型,但文献中只有少数近似解析兰伯特W方法可用于电流-电压(I-V)表达式。本文通过g函数给出了DDM和TDM的近似解析可逆电压电流表达式(V-I)。在此基础上,提出了计算电压估计均方根误差(RMSE)的新公式。本文还通过实例说明了Lambert W函数的局限性及其解的数值不可解性。此外,本文还讨论并测试了求解g函数的解析解和迭代解,并通过g函数提供了DDM和TDM V-I表达式的MATHEMATICA代码。因此,本文验证了g函数在太阳能电池建模中的有效性和准确性。
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引用次数: 0
Manipulation of polarization-dependent electromagnetic wavefront via anisotropic metasurfaces 通过各向异性超表面对极化相关电磁波前的操纵
IF 2.2 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-12-05 DOI: 10.1007/s10825-024-02254-6
Shaohua Ye, Yangsen Hu, Jin Li, Song Wu

Metasurfaces have garnered significant attention in recent years for their ability to manipulate electromagnetic (EM) wave propagation, owing to their high design flexibility, low profiles, and ease of fabrication. This study proposes the use of polarization-dependent anisotropic metasurfaces to manipulate the phase of orthogonal linearly polarized EM waves, enabling polarization multiplexing with distinct functionalities based on incident polarizations. Additionally, the proposed metasurfaces enable the generation of single pencil beams, multiple pencil beams, circularly and elliptically shaped radiation beams, offering versatile polarization manipulation capabilities. The radiation theory of planar array antennas was employed to predict the far-field patterns of the metasurfaces, demonstrating satisfactory agreement with simulated results and affirming the feasibility of the proposed method. The ability of focusing the incoming EM wave into a focal point or multi focal points and generating vortex beam carrying orbital angular momentum (OAM) under the incidence of orthogonal linearly polarized waves are also demonstrated by the proposed anisotropic metasurfaces. This proposed metasurfaces pave the way for the development of multifunctional metadevices capable of advanced EM regulation through polarization and phase modulations in free space, with potential applications in wireless communication, imaging, and radar systems.

近年来,由于其高设计灵活性、低轮廓和易于制造,超表面因其操纵电磁波传播的能力而引起了极大的关注。本研究提出使用偏振相关的各向异性超表面来操纵正交线性极化电磁波的相位,从而实现基于入射偏振的具有不同功能的极化复用。此外,所提出的超表面能够产生单笔束、多笔束、圆形和椭圆形辐射束,提供多种偏振操纵能力。利用平面阵列天线的辐射理论对超表面的远场方向图进行了预测,结果与仿真结果吻合较好,验证了所提方法的可行性。所提出的各向异性超表面还证明了在正交线极化波入射下,将入射电磁波聚焦到一个或多个焦点并产生携带轨道角动量(OAM)的涡旋光束的能力。该提议的超表面为开发多功能元器件铺平了道路,这些器件能够通过自由空间中的极化和相位调制来进行先进的EM调节,在无线通信、成像和雷达系统中具有潜在的应用前景。
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引用次数: 0
Numerical modelling of the surface plasmon modes of a circular cylindrical three-layer graphene waveguide 圆柱形三层石墨烯波导表面等离子体模式的数值模拟
IF 2.2 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-12-05 DOI: 10.1007/s10825-024-02250-w
Ramnarayan, Ravindra Singh, Priyanka Yadav, Mahendra Kumar, Surendra Prasad

In this paper, the characteristics of the fundamental mode of surface plasmons in a circular cylindrical three-layer graphene waveguide structure are investigated. By using Maxwell equations in the cylindrical coordinate system and applying the boundary conditions, the dispersion relation has been derived for the fundamental mode. In the proposed model, along with the electric field distribution in the waveguide, the effect of different model parameters on the dispersion curve has also been investigated. For instance, the effect of chemical potential, temperature and the separation between the first-second and second-third layers of the graphene has been shown and discussed in detail. Furthermore, the effect of chemical potential, temperature and separation between the first-second and second-third layers of the graphene on the propagation length and phase speed is also discussed.

本文研究了三层石墨烯波导结构中表面等离子体的基模特性。利用圆柱坐标系下的麦克斯韦方程组,应用边界条件,导出了基模的色散关系。在该模型中,除了研究波导中的电场分布外,还研究了不同模型参数对色散曲线的影响。例如,化学势、温度以及石墨烯第一、第二和第二、第三层之间的间距的影响已经被详细地展示和讨论。此外,还讨论了化学势、温度和石墨烯第一、二、三层之间的间距对传播长度和相速度的影响。
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引用次数: 0
Exploring optimal pyramid textures using machine learning for high-performance solar cell production 利用机器学习探索高性能太阳能电池生产的最佳金字塔纹理
IF 2.2 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-12-04 DOI: 10.1007/s10825-024-02265-3
Denish Hirpara, Paramsinh Zala, Meenakshi Bhaisare, Chandra Mauli Kumar, Mayank Gupta, Manoj Kumar, Brijesh Tripathi

The pursuit of increasingly efficient and cost-effective solar energy solutions has driven significant advancements in photovoltaic (PV) technologies over the past decade. Among these innovations, bifacial solar cells, which capture sunlight from both the front and back surfaces, with front surface texturing and rear-side optimization playing crucial roles, present a promising avenue for enhancing efficiency compared to conventional designs. The effectiveness of these cells, however, is largely dependent on the optimization of rear surface properties and the material characteristics employed. This study investigates into the pivotal role of surface texture, particularly on silicon wafers, in shaping key performance metrics such as open-circuit voltage, short-circuit current, fill factor, and overall efficiency. Given the complex interdependencies among these parameters, machine learning (ML) tools, specifically random forest regression models, have been utilized to decode these intricate relationships. The findings underscore the significance of surface texture in modulating reflectance from both the rear and front surfaces, which in turn influences the overall performance of the solar cells. By applying ML models, this research provides an improved understanding of the impact of surface characteristics, thereby offering valuable insights into the optimization of design and material selection for next-generation high-performance solar cells. This ML optimization study indicates that the pyramid structures with a height of 3 μm and a base angle of 62° can significantly reduce reflectance to 9% while maximizing solar cell efficiency to 23.61%, marking a substantial advancement over existing designs. This model achieves 75% accuracy on synthetic test data and 78% on experimental data reinforcing model’s applicability despite typical ML limitations in PV systems.

在过去的十年中,对越来越高效和具有成本效益的太阳能解决方案的追求推动了光伏(PV)技术的重大进步。在这些创新中,双面太阳能电池可以从前后表面捕获阳光,前表面纹理和后侧优化起着至关重要的作用,与传统设计相比,它为提高效率提供了一条有希望的途径。然而,这些电池的有效性在很大程度上取决于后表面性能的优化和所采用的材料特性。本研究探讨了表面纹理的关键作用,特别是在硅片上,在形成关键性能指标,如开路电压,短路电流,填充因子和整体效率。考虑到这些参数之间复杂的相互依赖性,机器学习(ML)工具,特别是随机森林回归模型,已被用于解码这些复杂的关系。这些发现强调了表面纹理在调制前后表面反射率方面的重要性,这反过来又影响了太阳能电池的整体性能。通过应用ML模型,本研究提供了对表面特性影响的更好理解,从而为下一代高性能太阳能电池的设计优化和材料选择提供了有价值的见解。该优化研究表明,高度为3 μm、基角为62°的金字塔结构可以将太阳能电池的反射率显著降低到9%,同时将太阳能电池的效率最大化到23.61%,与现有设计相比有了很大的进步。该模型在综合测试数据上达到75%的准确率,在实验数据上达到78%的准确率,增强了模型在光伏系统中典型ML限制下的适用性。
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引用次数: 0
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