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Sodium metal-ion batteries based on the T-BN monolayer anode: density functional theory study 基于T-BN单层阳极的金属钠离子电池:密度泛函理论研究
IF 2.5 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-01-08 DOI: 10.1007/s10825-025-02487-z
Narinderjit Singh Sawaran Singh, G. Padma Priya, Subhashree Ray, Amrita Pal, Renu Sharma, Sardor Sabirov, L. Safarove, M. Diab, H. Amin El Saban, Mohammed Al-Farouni, Mumtaj Shah

In recent decades, there has been significant interest in finding negative electrode materials that offer excellent reversibility, low open circuit voltages, high specific capacity, and rapid charge–discharge rates. This inclusive innovation study examines the suitability of a T-BN monolayer as negative electrode material for Na-ion batteries (SIBs) applying first-principles computations. The impressive flexibility of T-BN enables it to exhibit strong reversibility when faced with volume expansion resulting from full adsorption. Furthermore, when Na is adsorbed onto the T-BN monolayer, the layer exhibits metallic characteristics, highlighting an exceptional electrical conductivity. Moreover, the T-BN monolayer exhibits a combination of features including a suitable average open-circuit voltage (OCV, 0.26 V), remarkable specific capacity (839.51 mA h g−1), low diffusion energy barrier (37 eV), and minimal change in lattice constants (2.78%). With these outstanding characteristics in mind, we anticipate that T-BN has promise to serve as a favorable negative electrode material for SIBs.

近几十年来,人们对寻找具有优异可逆性、低开路电压、高比容量和快速充放电率的负极材料非常感兴趣。这项包容性创新研究考察了T-BN单层作为钠离子电池(sib)负极材料的适用性,应用第一性原理计算。T-BN令人印象深刻的灵活性使其在面对完全吸附引起的体积膨胀时表现出很强的可逆性。此外,当Na被吸附到T-BN单层时,该层表现出金属特征,突出了优异的导电性。此外,T-BN单层具有合适的平均开路电压(OCV, 0.26 V)、显著的比容量(839.51 mA h g−1)、低扩散能垒(37 eV)和最小的晶格常数变化(2.78%)等特点。考虑到这些突出的特性,我们预计T-BN有望作为sib的良好负极材料。
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引用次数: 0
Numerical simulation of a compact in-fiber polarization beam splitter using gold layers deposited octagonal dual-core photonic crystal fiber 采用金层沉积的八角形双核光子晶体光纤的紧凑光纤内偏振分束器的数值模拟
IF 2.5 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-01-07 DOI: 10.1007/s10825-025-02496-y
Yiming Xu, Chenxun Liu, Nan Chen, Xin Ding, Hui Chen, Fan Yang, Jianing Zhang, Leilei Gao, Yuxin Zhu

We present a compact in-fiber polarization beam splitter (PBS) implemented in a gold-coated dual-core photonic crystal fiber (DC-PCF), using finite element method (FEM). The octagonally arranged DC-PCF achieves enhanced birefringence through optimized structural design. Gold layers integrated within the two large air holes induce surface plasmon resonance (SPR), which modulates the optical response at the edges of the operational band and enhances polarization splitting efficiency. Numerical analysis shows that when the lattice gap Λ = 1.6 μm, diameters d1 = 1.2 μm, d2 = 0.5 μm, d3 = 2.1 μm, d4 = 0.7 μm, and a gold layer thickness of t = 50 nm, this PBS achieves a coupling length ratio (CLR) of 0.5 at 1.55 μm. It exhibits a shortest splitting length of 220 μm and a maximum extinction ratio (ER) of -133 dB over an operating bandwidth of 140 nm. The fabrication process and experimental setup are analyzed. It is worth anticipating that this polarizer will emerge as a crucial signal processing component in photonic integrated systems, driving the continuous advancement of communication systems and information technology.

我们提出了一种紧凑的光纤内偏振分束器(PBS),实现在金涂层双芯光子晶体光纤(DC-PCF)中,使用有限元方法(FEM)。通过优化结构设计,八角形排列的DC-PCF实现了增强的双折射。集成在两个大空穴内的金层诱导表面等离子体共振(SPR),调制了操作带边缘的光学响应,提高了偏振分裂效率。数值分析表明,当晶格间隙Λ = 1.6 μm,直径d1 = 1.2 μm, d2 = 0.5 μm, d3 = 2.1 μm, d4 = 0.7 μm,金层厚度t = 50 nm时,该PBS在1.55 μm处的耦合长度比(CLR)为0.5。在工作带宽为140 nm的情况下,其分裂长度最短为220 μm,最大消光比(ER)为-133 dB。分析了其制作工艺和实验设置。值得期待的是,该偏振器将成为光子集成系统中至关重要的信号处理部件,推动通信系统和信息技术的不断进步。
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引用次数: 0
Interpretable graph neural network framework for ultra-low-power junctionless GAA FET current mirrors: bridging physics-based modeling and circuit design 超低功耗无结GAA场效应晶体管电流镜的可解释图神经网络框架:桥接物理建模和电路设计
IF 2.5 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-01-07 DOI: 10.1007/s10825-025-02492-2
R. Ouchen, T. Berghout, F. Djeffal

In this work, an interpretable hybrid modeling framework is developed that integrates physics-based TCAD simulations, compact Verilog-A implementation, and graph neural network (GNN) analysis to investigate nanoscale Junctionless Gate-All-Around (JLGAA) FETs for ultra-low-power current mirror circuits. The proposed multi-scale methodology couples Silvaco TCAD data with a calibrated Verilog-A compact model, enabling accurate and efficient circuit-level evaluation in the Cadence Spectre environment. The compact model reproduces TCAD characteristics with less than 2.5% deviation, while achieving a > 1000 × reduction in simulation time compared with full 3-D TCAD analysis. An interpretable GNN-based deep learning framework predicts circuit performance metrics, including current accuracy, output resistance, and power consumption, with a mean absolute error below 4% across 900 simulation cases. SHapley Additive exPlanations (SHAP) reveal that channel doping and gate length dominate current matching and energy efficiency. The proposed hybrid TCAD–Verilog-A–GNN methodology provides a transparent, accurate, and computationally efficient pathway for the design and optimization of next-generation ultra-low-power nanoelectronic circuits.

在这项工作中,开发了一个可解释的混合建模框架,该框架集成了基于物理的TCAD仿真、紧凑的Verilog-A实现和图神经网络(GNN)分析,以研究用于超低功耗电流镜像电路的纳米级无结门-全方位(JLGAA)场效应管。提出的多尺度方法将Silvaco TCAD数据与经过校准的Verilog-A紧凑模型相结合,从而在Cadence Spectre环境中实现准确高效的电路级评估。紧凑模型以小于2.5%的偏差再现了TCAD特征,与全三维TCAD分析相比,仿真时间减少了1000倍。可解释的基于gnn的深度学习框架预测电路性能指标,包括电流精度、输出电阻和功耗,在900个模拟案例中,平均绝对误差低于4%。SHapley加性解释(SHAP)揭示了通道掺杂和栅极长度对电流匹配和能量效率的影响。提出的混合TCAD-Verilog-A-GNN方法为下一代超低功耗纳米电子电路的设计和优化提供了透明、准确和计算效率高的途径。
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引用次数: 0
Rational design of dithienosilole-based small-molecule acceptors via end-capped group modification to enhance the optoelectronic properties of photovoltaic cells: a density functional theory study 通过端盖基团修饰合理设计二噻吩硅基小分子受体以提高光伏电池的光电性能:密度泛函理论研究
IF 2.5 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-01-07 DOI: 10.1007/s10825-025-02494-0
Fatma Zohra Imene Yeddou, Mohamed Ali Benmensour, Anissa Amar

This study aims to enhance the performance of dithienosilole-based non-fullerene acceptors (NFAs) for organic solar cells (OSCs) through strategic end-capped modifications. Eleven novel NFAs (D1–D11) were theoretically designed by substituting the cyano groups of the reference molecule (BCNDTS, R) with various electron-withdrawing units. Their optoelectronic and photophysical properties were systematically investigated using density functional theory (DFT) and time-dependent DFT (TD-DFT) at the PBE1PBE/6-31G(d) level. Among all the scrutinized structures, D10 showed the most remarkable outcomes, such as the lowest band gap (Eg = 1.96 eV), the greatest electron affinity (EA = 3.35 eV), the highest λmax (773 nm in gaseous and 836 nm in dichloromethane), and the lowest excitation energy (Ex = 1.60 eV in gaseous and 1.48 eV in dichloromethane). D9 also exhibited considerable enhancements in different aspects, such as a planar structure, the highest light harvesting efficiency (LHE = 0.990), and a narrow bandgap (Eg = 2.04 eV). The electron donor molecule PTB7TH was used to calculate the open-circuit voltage (Voc) of the model molecule and D1–D11. It was found that end-capped tailoring has a significant effect on the open-circuit voltage. In order to assess the charge transfer ability of the designed acceptors, we presented the HOMO and LUMO orbitals of the complex D9-PTB7Th. It was found out that all the tailored compounds, particularly D10 and D9, could be advantageous in the manufacturing of advanced NFAs for next-generation photovoltaic technologies especially D10 and D9.

Graphical abstract

本研究旨在通过战略性的末端修饰来提高有机太阳能电池(OSCs)中基于二噻吩硅酮的非富勒烯受体(nfa)的性能。用不同的吸电子单元取代参考分子(BCNDTS, R)的氰基,从理论上设计了11个新的nfa (D1-D11)。在PBE1PBE/6-31G(d)水平上,利用密度泛函理论(DFT)和时变DFT (TD-DFT)系统地研究了它们的光电和光物理性质。D10具有最小带隙(Eg = 1.96 eV)、最大电子亲和力(EA = 3.35 eV)、最大λmax(气态为773 nm,二氯甲烷为836 nm)和最低激发能(气态为1.60 eV,二氯甲烷为1.48 eV)。D9在平面结构、最高的光收集效率(LHE = 0.990)和窄的带隙(Eg = 2.04 eV)等方面也有明显的增强。利用电子给体分子ptb7计算模型分子和D1-D11的开路电压(Voc)。结果表明,端盖裁剪对开路电压有显著影响。为了评估所设计受体的电荷转移能力,我们给出了配合物d9 - ptb7的HOMO和LUMO轨道。结果表明,所有定制的化合物,特别是D10和D9,在制造下一代光伏技术(特别是D10和D9)的先进nfa方面具有优势。图形抽象
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引用次数: 0
Computation of the face index of certain graphene nanostructures 某些石墨烯纳米结构表面指数的计算
IF 2.5 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-01-06 DOI: 10.1007/s10825-025-02495-z
Jai Parkash, Sunny Kumar Sharma, Vijay Kumar Bhat

Graphene nanostructures (GNSs) exhibit unique electronic and magnetic properties dependent on their shape and size. This research investigates the face index, a topological descriptor derived from chemical graph theory, as a means to characterize the structural topology of three distinct regular convex polygons: triangles, hexagonal, and rhombus-shaped GNSs, which are the most simple high-symmetry convex structures that can be ideally cut out of a graphene layer. We calculate the face index for these three geometries using graph theoretical methods. The results offer quantitative insights into the structure of these nanomaterials and provide a valuable contribution toward understanding structure–property relationships in graphene-based systems.

石墨烯纳米结构(GNSs)表现出独特的电子和磁性,这取决于它们的形状和大小。本研究研究了面指数,一种源自化学图论的拓扑描述符,作为表征三种不同规则凸多边形的结构拓扑的手段:三角形,六边形和菱形GNSs,这是最简单的高对称凸结构,可以理想地从石墨烯层中切割出来。我们用图论方法计算了这三种几何图形的面指数。这些结果为这些纳米材料的结构提供了定量的见解,并为理解石墨烯基系统的结构-性能关系提供了有价值的贡献。
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引用次数: 0
Tunable electronic structure and optical properties of the photodetector based on the vertical TeSe2/GaSe van der Waals heterostructure 基于垂直TeSe2/GaSe范德华异质结构的光电探测器的可调谐电子结构和光学性质
IF 2.5 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-01-06 DOI: 10.1007/s10825-025-02483-3
Xiuwen Wu, Yange Peng, Shengzhao Yang, Qirui Yu, Zheng Zhang, Wenhu Liao, Hairui Bao

The electronic structure and optical properties of the photodetector based on the vertical TeSe2/GaSe van der Waals heterostructure (vdWH) have been investigated by way of the first-principles calculations. The obtained results indicate that the dynamically stable TeSe2/GaSe vdWH exhibits an indirect band gap of 0.63 eV and a type-I band alignment. A semiconductor-to-metal transition can be realized when the compressive strain exceeds − 4.4%, and the band alignment of the system should transform from type-I to type-II at the regime of 1.1% to 3.7% in-plane biaxial tensile strain. Compared to the TeSe2 and GaSe monolayers, the TeSe2/GaSe vdWH photodetector exhibits maximum absorption coefficient of ~ 25% in the visible range. The maximum photocurrent of the proposed TeSe2/GaSe vdWH photodetector reaches 0.97 ({text{a}}_{0}^{2}/text{photon}) at the photon energy of 1.8 eV while the extinction ratio achieves a maximum value of 33.2 at the photon energy of 2.0 eV. The proposed photodetector from the vertical TeSe2/GaSe vdWH may shed some light on the realization of high-performance photodetector applications.

用第一性原理计算方法研究了基于垂直TeSe2/GaSe范德华异质结构(vdWH)的光电探测器的电子结构和光学性质。结果表明,动态稳定的TeSe2/GaSe vdWH具有0.63 eV的间接带隙和i型带对准。当压缩应变超过- 4.4时,可以实现半导体到金属的转变%, and the band alignment of the system should transform from type-I to type-II at the regime of 1.1% to 3.7% in-plane biaxial tensile strain. Compared to the TeSe2 and GaSe monolayers, the TeSe2/GaSe vdWH photodetector exhibits maximum absorption coefficient of ~ 25% in the visible range. The maximum photocurrent of the proposed TeSe2/GaSe vdWH photodetector reaches 0.97 ({text{a}}_{0}^{2}/text{photon}) at the photon energy of 1.8 eV while the extinction ratio achieves a maximum value of 33.2 at the photon energy of 2.0 eV. The proposed photodetector from the vertical TeSe2/GaSe vdWH may shed some light on the realization of high-performance photodetector applications.
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引用次数: 0
Highly sensitive Kretschmann configuration-based SPR biosensor employing Ag/Si/TiO2 heterostructure for early malaria detection 采用Ag/Si/TiO2异质结构的高灵敏度Kretschmann构型SPR生物传感器用于疟疾早期检测
IF 2.5 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-01-05 DOI: 10.1007/s10825-025-02481-5
Deepak Garg, Ajeet Kumar

Malaria remains a major global health challenge, with millions of cases and significant mortality each year, particularly in tropical and subtropical regions. Conventional diagnostic techniques, such as microscopy and rapid diagnostic tests (RDTs), suffer from limitations including reagent instability and false negatives. This necessitates rapid and reliable diagnostic alternatives for effective management and control. Surface Plasmon Resonance (SPR) based biosensors are now widely recognised for detecting biomolecular interactions in real time, without the need for labelling. In this work, we present the design and numerical analysis of a high-performance Kretschmann-configured surface plasmon resonance-based sensor. The proposed structure incorporates silver (Ag) as a metal layer, silicon (Si) as a dielectric layer and ultrathin TiO2 as an additional dielectric layer to enhance optical response for medical diagnostics. The sensor is evaluated for the detection of malaria-infected red blood cells across different intraerythrocytic developmental stages. Performance metrics were analysed using the finite element method (FEM) in COMSOL Multiphysics and the transfer matrix method (TMM) in MATLAB environment. Optimization of thickness and layer configuration yielded sensitivity of 425 deg/RIU, 337.03 deg/RIU, and 302.70 deg/RIU for ring, trophozoite and schizont phases, respectively. Corresponding figure of merit (FoM) was calculated as 124.70 RIU−1, 109.03 RIU−1 and 101.95 RIU−1 with a maximum detection accuracy of 0.336 deg−1 for the schizont phase. Furthermore, a tolerance study was done to assess the robustness against minor fabrication errors. These results demonstrate the potential of the suggested SPR sensor, which utilises enhanced plasmonic responses to detect minimal refractive index variations, as a platform for early malaria diagnosis.

疟疾仍然是一项重大的全球卫生挑战,每年有数以百万计的病例,死亡率很高,特别是在热带和亚热带地区。传统的诊断技术,如显微镜和快速诊断试验(RDTs),存在试剂不稳定和假阴性等局限性。这就需要快速和可靠的诊断替代方案,以实现有效的管理和控制。基于表面等离子体共振(SPR)的生物传感器现在被广泛认为可以实时检测生物分子相互作用,而无需标记。在这项工作中,我们提出了一个高性能的表面等离子体共振传感器的设计和数值分析。所提出的结构采用银(Ag)作为金属层,硅(Si)作为介电层,超薄TiO2作为额外的介电层,以增强医疗诊断的光学响应。该传感器用于检测疟疾感染的红细胞在不同的红细胞发育阶段。在COMSOL Multiphysics环境下采用有限元法(FEM),在MATLAB环境下采用传递矩阵法(TMM)进行性能指标分析。对环相、滋养体相和分裂体相的灵敏度分别为425°/RIU、337.03°/RIU和302.70°/RIU。相应的优点值(FoM)分别为124.70 RIU−1,109.03 RIU−1和101.95 RIU−1,对分裂相的最大检测精度为0.336°−1。此外,还进行了一项公差研究,以评估对小制造误差的鲁棒性。这些结果证明了SPR传感器的潜力,它利用增强的等离子体响应来检测最小的折射率变化,作为早期疟疾诊断的平台。
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引用次数: 0
Enhancing accuracy and convergence in triple-diode photovoltaic parameter extraction 提高三二极管光伏参数提取的准确性和收敛性
IF 2.5 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-01-05 DOI: 10.1007/s10825-025-02473-5
Mohamed Abdel-Basset, Reda Mohamed, Ibrahim Alrashdi, Mohamed Abouhawwash

Parameter extraction for the triple-diode photovoltaic (PV) model presents a complex, highly nonlinear optimization problem. It necessitates an optimization algorithm that has strong exploration and exploitation abilities to avoid getting stuck in local optima and to accurately determine the model’s parameters. Although various optimization methods have been used in the literature to address this problem, most of them produce poor results, show instability across different PV modules, have slow convergence, and/or require high computational costs. These limitations motivate us to introduce a new robust parameter identification technique called IGO, which can achieve more accurate results with fewer function evaluations. It is based on integrating the recently published growth optimizer (GO) with two new optimization strategies—the convergence improvement strategy and the ranking-based update strategy. The latter strategy steadily enhances the exploration operator throughout the optimization to prevent premature convergence to local optima. Simultaneously, it gradually boosts the exploitation operator in the late phases to accelerate convergence to the global optimum. The former strategy focuses on enhancing the exploitation operator during the optimization process to maximize convergence speed while strengthening the exploratory operator in late stages to mitigate the risk of settling in local optima. Integrating both strategies in the proposed IGO aims to balance exploration and exploitation throughout different phases of iteration, thereby preventing stagnation in local optima and encouraging rapid convergence toward the global optimum. The proposed IGO is tested on six popular PV modules and compared with several recently published optimizers using various statistical measures in addition to convergence speed to demonstrate its effectiveness and significance. The experimental results demonstrate that IGO outperforms all other methods in both parameter quality and convergence speed, confirming it as a reliable alternative for extracting the unknown triple-diode model parameters.

三二极管光伏模型的参数提取是一个复杂的、高度非线性的优化问题。为了避免陷入局部最优,准确确定模型参数,需要一种具有较强探索开发能力的优化算法。虽然文献中已经使用了各种优化方法来解决这个问题,但大多数方法的结果都很差,在不同的光伏模块之间表现出不稳定性,收敛速度慢,和/或需要很高的计算成本。这些限制促使我们引入一种新的鲁棒参数识别技术,称为IGO,它可以用更少的函数评估获得更准确的结果。该算法将最近发表的增长优化器(GO)与两种新的优化策略——收敛改进策略和基于排名的更新策略相结合。后一种策略在整个优化过程中稳定地增强了勘探算子,以防止过早收敛到局部最优。同时,在后期逐步加大开采算子的力度,加快收敛到全局最优。前一种策略侧重于在优化过程中加强开发算子,以最大限度地提高收敛速度;而在后期加强探索算子,以降低陷入局部最优的风险。将这两种策略整合到所提出的IGO中,目的是在迭代的不同阶段平衡探索和开发,从而防止停滞在局部最优,并鼓励快速收敛到全局最优。本文在六种流行的光伏组件上对IGO进行了测试,并使用各种统计指标和收敛速度与最近发表的几种优化器进行了比较,以证明其有效性和意义。实验结果表明,IGO在参数质量和收敛速度上都优于其他方法,是一种可靠的提取未知三二极管模型参数的方法。
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引用次数: 0
Real-time hemoglobin detection across blood groups using tamm resonance biosensor 利用tamm共振生物传感器实时检测不同血型的血红蛋白
IF 2.5 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-01-05 DOI: 10.1007/s10825-025-02482-4
Samad Roshan Entezar

This study presents a real-time biosensor for hemoglobin concentration detection based on optical Tamm resonance in a one-dimensional photonic crystal platform. The sensor architecture, comprising a silver layer, a blood sample layer, and a periodic Si/SiO2 multilayer on a BK7 glass substrate, supports sharp resonance features due to Tamm state excitation at the metal–dielectric interface. Notably, the biosensor differentiates blood groups (A, B, and O) through distinct resonance wavelength shifts arising from their characteristic refractive index differences, enabling group-specific hemoglobin detection. The resonance dip initially appears at 751.1 nm and exhibits a pronounced redshift with increasing hemoglobin concentration, reaching up to 814.2 nm for 200 g/L in blood group O. Using the Transfer Matrix Method, the optical response is evaluated under both normal and oblique incidence for TE and TM polarizations. The biosensor demonstrates exceptional performance under TE-polarized oblique incidence, achieving a maximum sensitivity of 0.599 nm/(g/L), a figure of merit of 0.716 1/(g/L), and a detection limit as low as 0.069 g/L. The prism-free, planar configuration ensures a compact and cost-effective setup ideal for point-of-care diagnostics. Additionally, the device maintains high spectral resolution and stable operation across physiological temperature ranges, making it a robust platform for real-time clinical blood analysis.

本研究提出了一种基于光学塔姆共振的一维光子晶体平台实时血红蛋白浓度检测生物传感器。该传感器结构包括银层、血样层和BK7玻璃基板上的周期性Si/SiO2多层,由于金属-介电界面的Tamm状态激发,支持尖锐的共振特征。值得注意的是,该生物传感器通过不同的共振波长位移来区分血型(A、B和O),这些波长位移源于血型的特征折射率差异,从而实现了血型特异性血红蛋白检测。共振倾角最初出现在751.1 nm处,随着血红蛋白浓度的增加呈现出明显的红移,在o血型中,当血红蛋白浓度为200 g/L时,红移达到814.2 nm。使用传递矩阵法,在TE和TM偏振的正常和斜入射下评估光学响应。该生物传感器在te偏振斜入射下表现出优异的性能,最大灵敏度为0.599 nm/(g/L),优值为0.716 1/(g/L),检测限低至0.069 g/L。无棱镜,平面配置确保了一个紧凑和经济高效的设置理想的点护理诊断。此外,该设备在生理温度范围内保持高光谱分辨率和稳定运行,使其成为实时临床血液分析的强大平台。
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引用次数: 0
Integrated simulation and machine learning framework for high-performance lead-free RbGeI3 perovskite solar cells with WS2/CuI transport layers 具有WS2/CuI传输层的高性能无铅RbGeI3钙钛矿太阳能电池的集成仿真和机器学习框架
IF 2.5 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-01-05 DOI: 10.1007/s10825-025-02476-2
Umar Farooq Ali, Qasim Ali, Asif Ali, Hussain Noor, Usama Sohail, Sabah Haider

The present work comprehensively investigates the design, optimization, and predictive modeling of a high-performance, lead-free RbGeI3-based perovskite solar cell employing WS₂ as the ETL and CuI as the HTL. Numerical simulations performed using SCAPS-1D were validated against theoretical efficiency limits and electrostatic consistency checks, confirming the model’s physical reliability. The device achieved an optimized η of 24.15%, with Voc = 1.1184 V, Jsc = 25.999 mA·cm−2, and FF = 83.09%, demonstrating excellent charge extraction and minimal recombination losses. Systematic parametric analyses revealed the critical influence of absorber doping, transport layer defect density, resistive losses (Rs/Rsh), absorber thickness (t-Abs), defect density (Nt), temperature, and solar irradiance on overall performance. Optimal operation was achieved for Nt = 1014 cm⁻3, where light absorption and carrier transport are well balanced. Furthermore, machine learning (ML) algorithms, including XGBoost, random forest, and gradient boosting, were employed to predict photovoltaic outputs with near-perfect accuracy (R2 ≈ 1.0). The XGBoost model successfully identified absorber defect density, series resistance, and illumination intensity as the most dominant performance-determining features. The results demonstrate that the synergistic combination of WS2/CuI transport layers and ML-guided optimization establishes a promising framework for stable, efficient, and eco-friendly RbGeI3-based PSCs, paving the way for next-generation lead-free photovoltaic technologies.

本文全面研究了以WS₂为ETL, CuI为HTL的高性能、无铅rbgei3基钙钛矿太阳能电池的设计、优化和预测建模。利用SCAPS-1D进行的数值模拟验证了理论效率限制和静电一致性检查,证实了模型的物理可靠性。该装置的优化η值为24.15%,Voc = 1.1184 V, Jsc = 25.999 mA·cm−2,FF = 83.09%,具有优异的电荷提取性能和最小的复合损失。系统参数分析表明,吸收剂掺杂、传输层缺陷密度、电阻损耗(Rs/Rsh)、吸收剂厚度(t-Abs)、缺陷密度(Nt)、温度和太阳辐照度对整体性能有重要影响。在Nt = 1014 cm(3)处,光吸收和载流子迁移达到了很好的平衡。此外,采用机器学习(ML)算法,包括XGBoost、随机森林和梯度增强,以接近完美的精度(R2≈1.0)预测光伏输出。XGBoost模型成功地识别出吸收剂缺陷密度、串联电阻和光照强度是最主要的性能决定特征。结果表明,WS2/CuI传输层和ml引导优化的协同组合为稳定、高效、环保的rbgei3基PSCs建立了一个有前景的框架,为下一代无铅光伏技术铺平了道路。
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Journal of Computational Electronics
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