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Wavelength-tunable equivalent circuit models for SPICE-based photonic–electronic co-simulation 基于spice的光电子联合仿真波长可调等效电路模型
IF 2.5 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-10-30 DOI: 10.1007/s10825-025-02448-6
Thijs Ullrick, Dirk Deschrijver, Domenico Spina, Wim Bogaerts, Tom Dhaene

This paper introduces a SPICE-compatible photonic–electronic co-simulation framework based on the complex vector fitting (CVF) algorithm, developed for accurate representation of multi-wavelength behavior in linear and passive photonic integrated circuits (PICs). The proposed wavelength-tunable equivalent circuit models feature a fixed network topology, yet comprise components whose values are parameterized with respect to the optical carrier frequency. This enables both frequency- and time-domain simulations at arbitrary wavelengths, making the framework particularly suited for modeling multi-wavelength photonic systems. To support intricate co-simulation with electronic subsystems, a novel interface circuit is introduced, allowing seamless interconnection with third-party active and passive SPICE models. The capability of the framework to capture complex photonic–electronic interactions is demonstrated through three application examples, highlighting its effectiveness for co-simulating photonic devices with control and receiver electronics.

本文介绍了一种基于复向量拟合(CVF)算法的spice兼容光电子联合仿真框架,该框架用于精确表示线性和无源光子集成电路(PICs)中的多波长行为。所提出的波长可调谐等效电路模型具有固定的网络拓扑结构,但包含的组件的值是相对于光载波频率参数化的。这使得在任意波长下的频域和时域模拟成为可能,使得该框架特别适合于多波长光子系统的建模。为了支持与电子子系统的复杂联合仿真,引入了一种新颖的接口电路,允许与第三方有源和无源SPICE模型无缝互连。通过三个应用实例证明了该框架捕获复杂光电子相互作用的能力,突出了其与控制和接收电子器件共同模拟光子器件的有效性。
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引用次数: 0
Modeling and simulation of a GaAs/AlGaAs quantum well photodetector for terahertz application 用于太赫兹应用的GaAs/AlGaAs量子阱光电探测器的建模与仿真
IF 2.5 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-10-18 DOI: 10.1007/s10825-025-02444-w
Mahendra Kumar Das, Vimal Kumar Singh Yadav, Rajesh Kumar Lal

This paper presents a novel GaAs/AlGaAs-based Quantum Well Photodetector (QWP) for Terahertz (THz) detection. The photodetector is optimized to operate in the 3.9–4.6 THz frequency range, with peak performance at 4.3 THz (69.7 µm). The performance of the QWP is analyzed in terms of quantum efficiency, responsivity, dark current, and capture probability in the high-frequency terahertz region using simulation tools MATLAB and TCAD. The optimized structure corresponds to a quantum well width of Lw = 180 Å and an aluminum mole fraction of x = 0.019, yield a high responsivity of 0.31 A/W, a low dark current of 0.99 mA, and a nearly constant capture probability 0.351 in the 3.9–4.6 THz range. These optimized values lead to enhanced wavelength detection sensitivity of the device, which arises from improved carrier transport, higher electrical conductivity, and stronger photoconductive gain. The simulation results are consistent with previously reported experimental studies, confirming the validity of the proposed model. The developed QWP demonstrates promising potential for next-generation terahertz applications, including 6G wireless and satellite communication systems. A key novelty of this work lies in the optimized GaAs/AlGaAs quantum well parameters, which improve responsivity, and quantum efficiency and reduce dark current for THz detection. Notably, the capture probability's slope remains negative and decreasing with quantum well width and exhibiting a low constant value between 3.9–4.6 THz. This observation is believed to enhance the electrical conductivity of the detector and hence, its gain increases. This study presents a novel observation and is being reported for the first time. The developed model is a strong contender for high-speed free-space optical and wireless communications.

本文提出了一种新型的用于太赫兹探测的GaAs/ algaas量子阱光电探测器(QWP)。光电探测器被优化为在3.9-4.6太赫兹频率范围内工作,峰值性能在4.3太赫兹(69.7µm)。利用MATLAB和TCAD仿真工具,从量子效率、响应性、暗电流和高频太赫兹区域捕获概率等方面分析了QWP的性能。优化后的结构对应于量子阱宽度Lw = 180 Å,铝摩尔分数x = 0.019,产生0.31 a /W的高响应率,0.99 mA的低暗电流,在3.9-4.6 THz范围内几乎恒定的捕获概率0.351。这些优化值提高了器件的波长检测灵敏度,这是由于载流子输运的改善、更高的电导率和更强的光导增益。仿真结果与已有的实验研究结果一致,证实了所提模型的有效性。开发的QWP展示了下一代太赫兹应用的巨大潜力,包括6G无线和卫星通信系统。这项工作的一个关键新颖之处在于优化的GaAs/AlGaAs量子阱参数,提高了响应性,量子效率和降低了太赫兹探测的暗电流。值得注意的是,捕获概率斜率随量子阱宽度的增加而减小,并在3.9 ~ 4.6 THz之间呈现一个较低的恒定值。这种观察被认为可以增强探测器的导电性,从而增加其增益。这项研究提出了一个新的观察结果,这是第一次被报道。所开发的模型是高速自由空间光通信和无线通信的有力竞争者。
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引用次数: 0
Chaotic system based ultra-wideband microwave absorber designed by resistive ink modeling 基于混沌系统的超宽带微波吸收器的电阻墨水建模设计
IF 2.5 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-10-16 DOI: 10.1007/s10825-025-02442-y
Berker Colak, Mertcan Oral, Mehmet Bakir, Fikret A. Teksen, Fatih O. Alkurt, Ahmet S. Koksal, Uğur C. Hasar, Lulu Wang, Olcay Altıntaş, Muharrem Karaaslan

This study presents a novel microwave absorber design based on the Aizawa chaotic system, with deep analysis through mathematical modeling, simulation, and experimental analysis. The chaotic dynamics are used to generate complex fractal patterns with broadband absorption potential, derived via numerical solutions and processed with the 2D Julia set algorithm. Advanced image processing techniques further refine these patterns with high precision. The optimized fractal pattern is then transferred into an electromagnetic simulation environment to assess its wideband absorption capabilities. The absorber is fabricated by printing a resistive ink pattern (0.04 mm thick) onto an RO3003 substrate (0.51 mm thick), chosen for its flexibility and balanced electromagnetic performance. An equivalent circuit model is also developed to evaluate resistive, inductive, and capacitive properties, it follows a parametric study on material optimization. Simulations demonstrate effective absorption across the 1.82–34 GHz range, and measurements in the 3–34 GHz range using horn antennas show strong harmony with the simulation results. Compared to similar designs, this absorber demonstrates superior broadband performance.

本文提出了一种基于Aizawa混沌系统的新型微波吸收器设计,并通过数学建模、仿真和实验分析进行了深入分析。混沌动力学用于产生具有宽带吸收势的复杂分形图案,通过数值解推导并使用二维Julia集算法进行处理。先进的图像处理技术以高精度进一步细化这些模式。然后将优化后的分形图案转移到电磁模拟环境中,以评估其宽带吸收能力。吸收器是通过在RO3003基板(0.51 mm厚)上印刷电阻油墨图案(0.04 mm厚)来制造的,选择RO3003基板是因为其柔韧性和平衡的电磁性能。在对材料优化进行参数化研究之后,还建立了等效电路模型来评估电阻、电感和电容特性。仿真结果表明,在1.82 ~ 34 GHz范围内的有效吸收,在3 ~ 34 GHz范围内使用喇叭天线的测量结果与仿真结果非常吻合。与同类设计相比,该吸收体具有优越的宽带性能。
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引用次数: 0
Design and simulation of an optical Feynman gate based on a 2D photonic crystal structure 基于二维光子晶体结构的光学费曼门的设计与仿真
IF 2.5 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-10-16 DOI: 10.1007/s10825-025-02446-8
Fariborz Parandin, Mitra Moayed

In this research, a new structure of the Feynman gate based on two-dimensional photonic crystals is designed and simulated. Our circuit is simpler and smaller because we have not included a ring resonator in its design. The optical propagation time is shortened by not using the resonator ring. Additionally, this structure has increased the speed of data transmission. We used linear and point defects based on the Feynman gate accuracy table while simulating the design. The gate has a working wavelength of 1550 nm, and zero and one are determined by the amount of light that reaches the outputs. These devices make designing processors with high speed and low power consumption possible. By removing the ring resonator from our simulation, we were able to include one of the significant design considerations for optical gates: achieving small dimensions.

本研究设计并模拟了一种基于二维光子晶体的新型费曼门结构。我们的电路更简单,更小,因为我们没有在其设计中包括环形谐振器。由于不使用谐振环,缩短了光传输时间。此外,这种结构还提高了数据传输的速度。在模拟设计时,我们采用了基于费曼门精度表的线性缺陷和点缺陷。栅极的工作波长为1550nm, 0和1由到达输出端的光量决定。这些器件使设计高速低功耗的处理器成为可能。通过从模拟中去除环形谐振器,我们能够包括光学门的重要设计考虑因素之一:实现小尺寸。
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引用次数: 0
Hyperpolarizability and polarizability enhancement in ferrocene–quinacridone systems: structural and photophysical perspectives through DFT and molecular simulation 二茂铁-喹吖酮体系的超极化和极化增强:通过DFT和分子模拟的结构和光物理观点
IF 2.5 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-10-14 DOI: 10.1007/s10825-025-02439-7
Muhammad Tahir Hussain, Yaqoob Shah, Asim Mansha, Sarah Alharthi, Mohammed A. Amin, Syed Ali Raza Naqvi, Muhammad Ramzan Saeed Ashraf Janjua

Research on designing compounds with effective nonlinear optics responsiveness is fascinating. The present research examines how quinacridone can improve nonlinear optical characteristics in conjugated D-π-A and D-π-A-π-A systems based on ferrocene. Through an analysis of the photophysical behavior, theoretical calculations, and structural features, we uncover notable increases in higher-order hyperpolarizabilities (β, γ) and polarizability (α). New quinacridone-based (FR1-FR8) compounds are designed with the demand and uses of NLO materials in mind. The Nd:-YAG laser with a fundamental wavelength of 1064 nm is used to calculate the frequency-dependent NLO response of R (ferrocene as donor and cyanovinylene as acceptor with phenyl as π-spacer) compound. The theoretical calculation of the absorption maximum λmax of reference compound (R) was 389 nm, while the experimental calculation was 365 nm. The experimental calculation produced Eg = 2.76 eV, but the theoretical prediction of the energy gap of R was Eg = 2.98 eV. The theoretical and actual values of β frequency-dependent second-harmonic generation (SHG) for R were 1.46 × 10–30 esu and 10.49 × 10–30 esu, respectively. The CAM (Coulomb-attenuating method)-B3LYP functional with gen 6-311G (d,p)//cc-pVDZ basis set was utilized for additional theoretical investigation because the results were close to the experimental results. Every chemical from FR1 to FR6 was exhibiting an improved NLO response. Their β values increased from 208.92 × 10–30 to 6822.86 × 10–30 esu, while their energy gap Eg decreased from 2.38 to 1.40 eV. γ values were also computed to support the NLO response. With a maximum β = 6822.86 × 10–30 esu, FR7 was deemed the most appropriate material for NLO response out of all the designed derivatives. Thus, quinacridone has been used to improve nonlinear optical responses by stabilizing the electronic state and facilitating intramolecular charge transfer. Our results imply that novel materials with improved performance for optical applications can be designed by utilizing the synergistic impact of ferrocene and quinacridone.

Graphical abstract

设计具有有效非线性光学响应性的化合物是一个令人着迷的研究课题。本研究考察了喹吖酮如何改善基于二茂铁的共轭D-π-A和D-π-A-π-A体系的非线性光学特性。通过对光物理行为、理论计算和结构特征的分析,我们发现高阶超极化率(β, γ)和极化率(α)显著增加。新的喹吖啶酮基(FR1-FR8)化合物的设计考虑了NLO材料的需求和用途。用基波长为1064 nm的Nd:-YAG激光器计算了R(二茂铁为施主,氰基炔为受体,苯基为π间隔剂)化合物的频率相关NLO响应。参考化合物(R)的吸收最大值λmax理论计算值为389 nm,实验计算值为365 nm。实验计算得到Eg = 2.76 eV,而理论预测R的能隙为Eg = 2.98 eV。R的β频率相关二次谐波产生(SHG)理论值为1.46 × 10-30 esu,实际值为10.49 × 10-30 esu。由于计算结果与实验结果较为接近,我们利用6-311G (d,p)//cc-pVDZ基集的CAM (coulomb - attenuation method)-B3LYP泛函进行了进一步的理论研究。从FR1到FR6的每一种化学物质都表现出改善的NLO反应。它们的β值从208.92 × 10-30增加到6822.86 × 10-30 esu,能隙Eg从2.38降低到1.40 eV。还计算了γ值以支持NLO响应。在所有设计的衍生物中,FR7被认为是最适合NLO响应的材料,其最大β = 6822.86 × 10-30 esu。因此,喹吖酮通过稳定电子状态和促进分子内电荷转移来改善非线性光学响应。我们的研究结果表明,利用二茂铁和喹吖酮的协同作用,可以设计出具有改进光学应用性能的新型材料。图形抽象
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引用次数: 0
Exploring photovoltaic device-level study of K2XAuCl6 (X = Al, Ga) double perovskites using DFT and SCAPS-1D approach 利用DFT和SCAPS-1D方法探索K2XAuCl6 (X = Al, Ga)双钙钛矿的光电器件级研究
IF 2.5 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-10-14 DOI: 10.1007/s10825-025-02435-x
Deepa Thakur, Aparna Dixit, Jisha Annie Abraham, Soni Mishra, Abhishek K. Mishra, Jaya Madan, Rahul Pandey, Nikhil Shrivastav, Ramesh Sharma

Double-junction tandem solar cells (TSCs) outperform single-junction photovoltaics by combining a wide-bandgap top cell and a narrow-bandgap bottom cell. Potassium-based double perovskites, K₂XAuCl₆ (X = Al, Ga), are investigated for sustainable energy applications using WIEN2k and SCAPS-1D simulations. Stability is verified via tolerance factor and formation energy analysis, while electronic structure studies reveal suitable bandgaps, except for K₂GaAuCl₆ under PBE. Optical evaluations show strong visible absorption, and thermoelectric analysis indicates high ZT values with excellent mechanical properties. SCAPS-1D simulations demonstrate that the tandem design achieves a JSC of 12.85 mA/cm2, VOC of 2.20 V, and a superior PCE of 22.39%, outperforming individual subcells. These results highlight K₂XAuCl₆ as a prospective material for future-generation inorganic perovskite solar cells.

双结串联太阳能电池(TSCs)通过结合宽带隙顶部电池和窄带隙底部电池而优于单结光伏电池。利用WIEN2k和SCAPS-1D模拟研究了钾基双钙钛矿K₂XAuCl₆(X = Al, Ga)在可持续能源中的应用。通过容差系数和地层能量分析验证了稳定性,而电子结构研究表明,除了PBE下的K₂GaAuCl₆外,其他都是合适的带隙。光学评价显示强的可见光吸收,热电分析表明高ZT值具有优异的力学性能。SCAPS-1D仿真表明,串联设计的JSC为12.85 mA/cm2, VOC为2.20 V, PCE为22.39%,优于单个子电池。这些结果突出了K₂XAuCl₆是未来一代无机钙钛矿太阳能电池的有前景的材料。
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引用次数: 0
Optical Characteristics of MoTe2, MoTe2/MoSe2, and MoTe2/WSe2 DGMOSFETs MoTe2、MoTe2/MoSe2和MoTe2/WSe2 dgmosfet的光学特性
IF 2.5 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-10-11 DOI: 10.1007/s10825-025-02443-x
R. Annapoorani, S. Kavitha, Susan Christina Xavier, Ramesh Rathinam

Two dimensional (2D) materials carry great potential for future nanoelectronics and optoelectronics applications. These applications are very much based on the electrical properties of 2D materials. Therefore, study of the important properties of such materials is necessary for active advancement in the field. Based on this understanding, our work focuses on the study and comparison of the optical characteristics of MoTe2, hetero bilayer 2H-type MoTe2/MoSe2, and MoTe2/WSe2 double gate MOSFET (DGMOSFET) photodetectors in the near infrared region (212-400 THz). A hybrid simulation method that uses both QuantumWise ATK and Sentaurus TCAD is used for the study. In this method, first the electrical parameters such as bandgap, effective mass, and mobility of 2H-bilayer MoTe2 and heterobilayer MoTe2/MoSe2 and MoTe2/WSe2 are obtained using the QuantumWise ATK. Second, they are transported to Sentaurus TCAD for device simulation. To obtain accurate device characteristics, appropriate models such as the kinetic velocity model (KVM) and quantum model to account for the ballistic mobility and quantum effects in the device are used in TCAD to account for the ballistic mobility and quantum effects. The drain current characteristics, electric field, threshold voltage, electron concentration, and electron mobility are obtained for the photodetectors. Other parameters such as sensitivity, responsivity, quantum efficiency, and signal-to-noise ratio (S/N) of the photodetectors have also been estimated. The heterostructure MoTe2 DGMOSFET offers superior performance with higher Ion/Ioff ratio (67.713 × 105 A/µm), sensitivity, and responsivity.

二维材料在未来的纳米电子学和光电子学应用中具有巨大的潜力。这些应用在很大程度上是基于二维材料的电性能。因此,研究这类材料的重要性质是积极推进这一领域的必要条件。基于这一认识,我们的工作重点是研究和比较MoTe2,异质双层2h型MoTe2/MoSe2和MoTe2/WSe2双栅MOSFET (DGMOSFET)光电探测器在近红外区域(212-400 THz)的光学特性。研究中使用了QuantumWise ATK和Sentaurus TCAD的混合模拟方法。该方法首先利用量子智能ATK获得了2h双分子层MoTe2、MoTe2/MoSe2和MoTe2/WSe2的带隙、有效质量和迁移率等电学参数。其次,它们被运送到Sentaurus TCAD进行设备模拟。为了获得准确的器件特性,在TCAD中使用了适当的模型,如动能模型(KVM)和量子模型来解释器件中的弹道迁移率和量子效应,以解释弹道迁移率和量子效应。得到了光电探测器的漏极电流特性、电场、阈值电压、电子浓度和电子迁移率。对光电探测器的灵敏度、响应度、量子效率和信噪比(S/N)等参数也进行了估计。异质结构MoTe2 DGMOSFET具有更高的离子/ off比(67.713 × 105 A/µm)、灵敏度和响应性。
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引用次数: 0
Computational analysis of CZTS solar cells for space applications 空间应用CZTS太阳能电池的计算分析
IF 2.5 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-10-09 DOI: 10.1007/s10825-025-02437-9
L. Vanitha, M. Sugadev, G. Ramkumar, Atul Kumar

Solar cells in space are exposed to high-energy particles and ionizing radiation, which aggravate stability and exacerbate lattice defects which are detrimental to performance. A computational analysis of the radiation hardness of kesterite CZTS-based solar cells for their potential application in space is undertaken. We simulated the CZTS degradation under radiation using experimentally reported donor–acceptor defect pairs. Under proton irradiation, the deterioration pattern of CZTS current–voltage characteristics exhibited a significant decrease in short-circuit current (JSC) and a slight reduction in open-circuit voltage (VOC) with increasing fluence. Performance decay is observed for fluence beyond 1014 particles/cm2. The simulated results provide a qualitative representation of CZTS degradation under 1 MeV proton irradiation, highlighting its remarkable radiation resistance. Simulation results substantiate the pragmatic prospects of CZTS space applicability.

太阳能电池在太空中暴露在高能粒子和电离辐射下,会使电池稳定性恶化,并使晶格缺陷加剧,从而影响电池的性能。对kesterite cts基太阳能电池的辐射硬度进行了计算分析,并对其在空间应用前景进行了展望。我们利用实验报道的供体-受体缺陷对模拟了辐射下CZTS的降解。在质子辐照下,CZTS电流-电压特性的劣化表现为随着辐照量的增加,短路电流(JSC)显著降低,开路电压(VOC)略有降低。当影响超过1014个粒子/cm2时,观察到性能衰减。模拟结果提供了1 MeV质子辐照下CZTS降解的定性表征,突出了其显著的抗辐射性能。仿真结果验证了CZTS空间应用的实用前景。
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引用次数: 0
Design and enhancement of a multi-frequency electromagnetic filter with waveguides containing loops and resonators 一种多频电磁滤波器的设计与改进,其波导包含回路和谐振器
IF 2.5 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-10-07 DOI: 10.1007/s10825-025-02440-0
El-Aouni Mimoun, Ben-Ali Youssef, Rahou Zakarea, Bria Driss

In this work, we examine the transmission spectrum and band structure of a one-dimensional (1D) periodic structure composed of loops and resonators. This structure exhibits passbands separated by wide band gaps in which the propagation of electromagnetic waves is forbidden. In particular, the number of passbands and band gaps increases with the values of the system’s geometrical parameters. Furthermore, the insertion of defects at the level of the loops and resonators leads to the appearance of one or two highly localized modes within the band gaps. These modes are characterized by high transmission rates (greater than 50%) and are highly sensitive to the geometrical parameters of the structure. Their number depends on the number of introduced defects. This structure enables the design of a high-performance multi-frequency filter. The results are obtained using the Green’s Function Method (GFM) and validated through electromagnetic simulations using the Finite Element Method (FEM).

在这项工作中,我们研究了由环路和谐振器组成的一维(1D)周期结构的透射光谱和频带结构。这种结构的通频带被宽的带隙隔开,其中电磁波的传播被禁止。特别是,通带和带隙的数量随着系统几何参数的增加而增加。此外,在环路和谐振器的水平上插入缺陷导致在带隙内出现一个或两个高度局域化模式。这些模式具有高透射率(大于50%)和对结构几何参数高度敏感的特点。它们的数量取决于引入缺陷的数量。这种结构使设计高性能多频滤波器成为可能。利用格林函数法(Green’s Function Method, GFM)得到了计算结果,并利用有限元法(FEM)进行了电磁仿真验证。
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引用次数: 0
Numerical simulation and machine learning-driven optimization of PTB7-Th: PC71BM organic photodetectors enhanced with BP quantum dots BP量子点增强PTB7-Th: PC71BM有机光电探测器的数值模拟与机器学习驱动优化
IF 2.5 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-10-06 DOI: 10.1007/s10825-025-02436-w
Umar Farooq Ali, Ghazi Aman Nowsherwan, Saira Riaz, Shahzad Naseem

Organic photodetectors (OPDs) have attracted significant attention owing to their flexible structures, high operational capabilities, and potential for low-cost fabrication, making them promising candidates for next-generation optoelectronic applications. Herein, we investigated a novel OPD configuration comprising a PTB7-Th:PC71BM matrix blended with BPQDs with GO as hole transport layer (HTL) and PDINO as electron transport layer (ETL). The optimized OPD achieved a responsivity of 0.33 A/W coupled with a detectivity of 3.35 × 1012 Jones. The device demonstrated a short-circuit current density (Jsc) of 19.35 mA/cm2, an open-circuit voltage (Voc) of 0.89 V, and a fill factor (FF) of 68.06%, resulting in a power conversion efficiency (PCE) of 11.75% under AM 1.5G illumination (100 mW cm⁻2, 300 K). The incorporation of BPQDs into PTB7-Th:PC71BM resulted in superior charge transport capabilities and reduced recombination, which improved the device performance metrics. Machine learning-assisted modeling revealed that ensemble algorithms significantly enhance the predictive accuracy of the photodetector responsivity. Random Forest Regression achieved the highest performance, with an MSE of 0.0001362, RMSE of 0.0117, and R2 of 0.9108, followed by XGBoost with an R2 of 0.9028. Feature importance analysis identified the active-layer thickness (t-active) and HTL thickness (t-htl) as the most influential parameters. These findings underscore the value of combining simulations with machine learning to optimize organic photodetector design.

有机光电探测器(OPDs)由于其灵活的结构、高操作能力和低成本的制造潜力而引起了人们的广泛关注,使其成为下一代光电应用的有希望的候选者。本文研究了一种新的OPD结构,该结构由PTB7-Th:PC71BM矩阵与以GO为空穴传输层(HTL)和PDINO为电子传输层(ETL)的BPQDs混合组成。优化后的OPD的响应率为0.33 a /W,探测率为3.35 × 1012 Jones。该器件的短路电流密度(Jsc)为19.35 mA/cm2,开路电压(Voc)为0.89 V,填充系数(FF)为68.06%,在AM 1.5G照明(100 mW cm⁻2,300 K)下,功率转换效率(PCE)为11.75%。将bpqd集成到PTB7-Th:PC71BM中,可以提高电荷传输能力,减少复合,从而提高器件性能指标。机器学习辅助建模表明,集成算法显著提高了光电探测器响应率的预测精度。随机森林回归表现最好,MSE为0.0001362,RMSE为0.0117,R2为0.9108,其次是XGBoost, R2为0.9028。特征重要性分析发现活动层厚度(t-active)和html厚度(t- html)是影响最大的参数。这些发现强调了将模拟与机器学习相结合以优化有机光电探测器设计的价值。
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引用次数: 0
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Journal of Computational Electronics
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