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Annealing-time effects on nanostructured ZnO thin films: an experimental study of structure, optics, and electronics 退火时间对纳米结构ZnO薄膜的影响:结构、光学和电子学的实验研究
IF 4 3区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-01-29 DOI: 10.1007/s11082-026-08683-w
Sajedeh Mohammadi Aref, Hamid Naghshara, Ali Habibi, Mahnaz Siahsahlan

In this experimental work, Zn thin films were oxidized via annealing to produce transparent ZnO nanostructured films. The initial Zn thin films were deposited by DC magnetron sputtering and the annealing process was done at a temperature of 700 °C for different time intervals, i.e., 1, 2, 3, 4, and 5 h. Afterward, the effect of annealing time on structural, morphological, optical, and electrical properties was precisely investigated. X-ray diffraction studies verify a hexagonal wurtzite crystal structure for all ZnO thin films. The average crystal size of spherical ZnO nanoparticles which is obtained using Scherrer and Williamson-Hall methods is in good agreement with SEM images. Annealing for different time intervals influences surface roughness and average grain size of deposited films, which have been observed through AFM images. Optical characteristics of samples are obtained via absorption and transmission of UV spectra besides photoluminescence spectrum, confirming that direct optical energy bandgap -ranging from 3.19 to 3.26 eV for the samples- is directly influenced by annealing time. Thereafter, other optical parameters such as penetration depth, extinction coefficient, refractive index, dielectric constant, and optical conductivity have been calculated and discussed. Furthermore, a four-needle probe is adopted to measure ZnO thin films’ electrical resistance, which results in the calculation of resistivity and electrical conductivity. All results were well confirmed and validated by XPS testing. Hopefully, these results will facilitate the progress of high-efficiency optoelectrical devices produced by pure ZnO thin films.

Graphical abstract

在本实验中,锌薄膜通过退火氧化得到透明的ZnO纳米结构薄膜。采用直流磁控溅射法制备Zn薄膜,并在700℃的温度下进行1、2、3、4、5 h的退火处理,精确研究了退火时间对Zn薄膜结构、形貌、光学和电学性能的影响。x射线衍射研究证实了所有ZnO薄膜的六方纤锌矿晶体结构。采用Scherrer和Williamson-Hall方法得到的球形ZnO纳米颗粒的平均晶粒尺寸与SEM图像吻合较好。通过原子力显微镜图像观察了不同时间间隔退火对沉积膜表面粗糙度和平均晶粒尺寸的影响。除了光致发光光谱外,通过紫外光谱的吸收和透射得到了样品的光学特性,证实了样品的直接光能带隙(3.19 ~ 3.26 eV)直接受退火时间的影响。然后,对穿透深度、消光系数、折射率、介电常数、电导率等其他光学参数进行了计算和讨论。此外,采用四针探针测量ZnO薄膜的电阻,从而计算出电阻率和电导率。所有结果均经XPS试验证实。希望这些结果能够促进纯ZnO薄膜生产高效光电器件的进展。图形抽象
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引用次数: 0
Nonreciprocal transmission of Super-Gaussian pulses in 1D photonic crystals with Weyl semimetal defects 具有Weyl半金属缺陷的一维光子晶体中超高斯脉冲的非互反传输
IF 4 3区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-01-29 DOI: 10.1007/s11082-026-08686-7
H. Pourasiab Dizaj

In this study, the transmission of Super-Gaussian optical pulses through a one-dimensional photonic crystal containing two defect layers based on Weyl semimetal was investigated using the transfer matrix method and Fourier transform analysis. By leveraging the non-reciprocal enhancement provided by the Weyl semimetal and considering the spectral broadening of Super-Gaussian pulses compared to Gaussian pulses, transmitted energy, average pulse duration, and time delay were examined as key metrics for pulse transmission. The results demonstrate a significant dependence of these metrics on the pulse type and the direction of propagation incident on the structure. A comparative analysis with the transmission of Gaussian pulses highlights notable differences in the non-reciprocal behavior and transmission efficiency of Super-Gaussian pulses in the presence of topological defects, underscoring the crucial role of pulse shape in regulating direction-dependent light transmission in photonic architectures.

本文采用传递矩阵法和傅里叶变换分析研究了超高斯光脉冲在含有两层缺陷的一维Weyl半金属光子晶体中的传输。通过利用Weyl半金属提供的非互反增强,并考虑到超高斯脉冲与高斯脉冲相比的频谱增宽,研究了传输能量、平均脉冲持续时间和时间延迟作为脉冲传输的关键指标。结果表明,这些指标与脉冲类型和入射到结构上的传播方向有显著的相关性。通过与高斯脉冲传输的对比分析,发现了存在拓扑缺陷时超高斯脉冲的非互反行为和传输效率的显著差异,强调了脉冲形状在光子结构中调节方向相关光传输中的关键作用。
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引用次数: 0
High-performance terahertz graphene biosensors employing octagonal and hybrid resonators for cancer cell detection 高性能太赫兹石墨烯生物传感器,采用八角形和混合谐振器用于癌细胞检测
IF 4 3区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-01-28 DOI: 10.1007/s11082-025-08651-w
Saeed Heidary Kamarroodi, Javad Javidan

In this work, a fundamental single-band graphene-based biosensor structure is proposed, where the patterned graphene layer is designed in an octagonal geometry. Based on this configuration, dual-band absorbers are developed by integrating additional ring and plus-shaped resonators. All the proposed sensors share a simple three-layer configuration consisting of a metallic ground plane, a SiO₂ dielectric spacer, and a patterned graphene sheet functionalized by the target analyte. By optimizing the geometrical parameters and tuning the chemical potential and relaxation time of graphene, both the resonance frequencies and absorption intensity can be effectively controlled. The designed structures exhibit near-perfect absorption at their resonance bands and provide a compact and efficient platform for terahertz biosensing applications. The first proposed sensor shows a single absorption peak with 99.88% absorption and demonstrates promising results in detecting breast, cervical, and PC12 cancer cells, with the highest sensitivity of 2.14 THz/RIU observed for PC12 cancer cells. The second proposed sensor has two resonance bands, each exhibiting over 97.5% absorption, and shows notable sensitivity for detecting breast, Jurkat, and PC12 cancer cells, with the highest sensitivity of 4.21 THz/RIU observed for breast cancer at the second band. The third proposed sensor also has two resonance bands with over 98.5% absorption for each band and provides suitable sensitivity for detecting basal, cervical, and MCF-7 cancer cells, with the highest sensitivity of 1.66 THz/RIU observed for cervical cancer at the second band. The proposed technology offers a rapid and economical approach for oncological detection, enabling real-time tracking and tailored therapeutic strategies. All computational analyses were conducted using CST software.

在这项工作中,提出了一种基本的基于单波段石墨烯的生物传感器结构,其中图案石墨烯层被设计成八边形几何形状。基于这种结构,通过集成额外的环形谐振器和加号谐振器,开发了双频吸收器。所有提出的传感器共享一个简单的三层结构,包括金属接地面,SiO₂介电间隔层和由目标分析物功能化的图图化石墨烯片。通过优化几何参数,调整石墨烯的化学势和弛豫时间,可以有效地控制共振频率和吸收强度。所设计的结构在其共振带表现出近乎完美的吸收,为太赫兹生物传感应用提供了一个紧凑而高效的平台。第一种传感器具有单一吸收峰,吸收率为99.88%,在检测乳腺癌、宫颈癌和PC12癌细胞方面显示出良好的效果,对PC12癌细胞的最高灵敏度为2.14 THz/RIU。第二种传感器有两个共振带,每个共振带的吸收率都超过97.5%,对乳腺癌、Jurkat和PC12癌细胞的检测灵敏度显著,在第二波段对乳腺癌的检测灵敏度最高,为4.21 THz/RIU。第三种传感器还具有两个共振波段,每个波段的吸收率都超过98.5%,并且对检测基底、子宫颈癌和MCF-7癌细胞具有合适的灵敏度,其中在第二个波段对宫颈癌的灵敏度最高,为1.66 THz/RIU。所提出的技术为肿瘤检测提供了一种快速、经济的方法,使实时跟踪和定制治疗策略成为可能。所有计算分析均使用CST软件进行。
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引用次数: 0
Parallel and decoupled manipulation of helico-conical vortex beams using a dual-channel radially-coupled-spiral phase-shift zone plate 利用双通道径向耦合螺旋相移带板平行解耦操纵螺旋锥涡光束
IF 4 3区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-01-27 DOI: 10.1007/s11082-026-08681-y
Seyed Mojtaba Taheri Balanoji, Seyed Mortaza Taheri Balanoji

In this work, we present a type of compact binary diffractive optical element named Dual-Channel Radially-Coupled-Spiral Phase-Shift Zone Plate (DC-RCS-PZP) able to create two independent helico-conical vortex beams simultaneously. The proposed element makes it possible to individually control the topological charge, position, and effective handedness of the two beams in a unified optical aperture. The independent control of the two beams is achieved through the coherent addition of two non-separable radial- and azimuthal-phases belonging to the two channels. The parallel creation of two separate helico-conical beams with two independent vortex morphologies is demonstrated through both numerical and experimental results for the presented element. The two created beams display typical properties of helico-conical beams, including self-healing and radial- and azimuthal-flows of energy. The effectiveness of the proposed element makes it useful for realizing other applications involving the parallel and independent manipulation of structured optical beams in laser processing and optical communication applications such as simultaneous optical manipulation of two particles or parallel laser material processing and multiplexing of the orbital angular momentum.

在这项工作中,我们提出了一种紧凑的二元衍射光学元件,称为双通道径向耦合螺旋相移带片(DC-RCS-PZP),能够同时产生两个独立的螺旋锥涡光束。所提出的元件使得在统一的光学孔径中单独控制两个光束的拓扑电荷、位置和有效手性成为可能。两个光束的独立控制是通过属于两个通道的两个不可分的径向和方位相位的相干相加来实现的。通过数值和实验结果证明了具有两种独立涡旋形态的两个独立的螺旋锥光束的平行产生。这两种光束显示出螺旋锥光束的典型特性,包括自我修复和径向和方位角的能量流动。该元件的有效性使其可用于实现激光加工和光通信中涉及平行和独立操纵结构光束的其他应用,例如两个粒子的同时光学操纵或平行激光材料加工和轨道角动量的复用。
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引用次数: 0
Power efficient FLIP-OFDM using precoding PAPR reduction scheme for IoT VLC systems 物联网VLC系统中使用预编码PAPR降低方案的节能FLIP-OFDM
IF 4 3区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-01-27 DOI: 10.1007/s11082-025-08656-5
Sara M. Farid

Rapid advancements in 5G and the internet of things (IoT) have significantly increased global mobile network traffic as they require very high bandwidth. Consequently, there is growing interest in alternative communication technologies like visible light communication (VLC) that has a vast bandwidth in addition to the advantage of low implementation costs, and more secure system, since it achieves high immunity to electromagnetic interference, which is a very needed requirement in IoT. But despite all these advantages, VLC faces challenges like high peak-to-average power ratio (PAPR) that results from the superposition of transmitted peaks of several subcarriers. PAPR is considered one of the high-priority issues, especially in the VLC systems, as we always aim to keep the LED working within its linear range to prevent LED damage or burn. So, This paper studied, simulated, and designed a proposed optical modulation scheme named precoding Flip-OFDM (PF-OFDM), to mitigate this issue in VLC systems by suggesting a PAPR precoding reduction scheme like discrete sine transform (DST), and discrete cosine transform (DCT), while evaluating the system BER. The proposed PF-OFDM substantially reduces PAPR without compromising the system BER performance as it requires energy per bit to noise ratio at BER=(:{10}^{-4}:)of 15, 19.2, 24, 29, and 34.4 dB at modulation orders of 16, 64, 256, 1024, and 4096-QAM, which is nearly the same as the traditional Flip-OFDM. Moreover, the PF-OFDM employing DST demonstrates substantial improvements by comparing it with FLIP-OFDM as it reduces the PAPR by approximately 3.25 dB, 2.96 dB, 2.73 dB, 2.85 dB, and 2.58 dB at modulation orders of 16, 64, 256, 512, and 1024-QAM, respectively. Moreover, a comparison between PF-OFDM and other state-of-the-art techniques in the literature is provided to validate the effectiveness of the proposed approach.

5G和物联网(IoT)的快速发展显著增加了全球移动网络流量,因为它们需要非常高的带宽。因此,人们对可见光通信(VLC)等替代通信技术越来越感兴趣,除了具有低实施成本的优势外,它还具有巨大的带宽,并且系统更安全,因为它实现了对电磁干扰的高抗扰性,这是物联网中非常需要的要求。但是,尽管有这些优点,VLC仍然面临着一些挑战,比如由于多个子载波的传输峰值叠加而导致的峰值平均功率比(PAPR)过高。PAPR被认为是高优先级问题之一,特别是在VLC系统中,因为我们一直致力于保持LED在其线性范围内工作,以防止LED损坏或烧毁。因此,本文研究、仿真并设计了一种称为预编码翻转ofdm (PF-OFDM)的光调制方案,通过提出离散正弦变换(DST)和离散余弦变换(DCT)等PAPR预编码降低方案来缓解VLC系统中的这一问题,同时评估系统的误码率。所提出的PF-OFDM在不影响系统BER性能的情况下大幅降低了PAPR,因为在BER= (:{10}^{-4}:)时,在调制顺序为16、64、256、1024和4096-QAM时,每比特的能量与噪声比分别为15、19.2、24、29和34.4 dB,这与传统的翻转ofdm几乎相同。此外,与FLIP-OFDM相比,采用DST的PF-OFDM在16、64、256、512和1024-QAM调制阶下的PAPR分别降低了约3.25 dB、2.96 dB、2.73 dB、2.85 dB和2.58 dB,显示出了显著的改进。此外,PF-OFDM与文献中其他最先进的技术之间的比较提供了验证所提出的方法的有效性。
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引用次数: 0
Augmented wavelength division allocation method for peak traffic grooming in optical networks using 2-layer perceptron learning 基于2层感知器学习的光网络高峰流量疏导增强波分分配方法
IF 4 3区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-01-27 DOI: 10.1007/s11082-026-08699-2
J. Kumarnath, J. Vetrimanikumar

Optical networks are designed to handle wireless traffic by interlinking heterogeneous uplink and downlink communication networks. This work introduces an Augmented Wavelength Division Allocation Method (AWDAM) using a perceptron learning model. The proposed allocation method probabilistically estimates the in-link traffic flow over the different peak intervals. The perceptron learning estimates the allocation and acceptance capacity of the interlinking devices to disperse the peak traffic. The learning augments verify the interlinking device’s capacity to dissolve the peaks through mesh-interconnected routing. More specifically, the wavelength augmentation and division for joint traffic management using multiple interlinking points is preceded based on the blocking probability. This blocking probability reduction for heterogeneous outflows is ensured by both the perceptron layer decisions during the peak interval. Therefore, the traffic grooming is augmented and divided according to the layer’s decision that jointly improves wavelength allocations. The traffic grooming is pursued aided by dual operations of routing and allocation, reducing the blocking rate by 10.79% for the maximum device load. This method is efficient in improving resource allocation and network throughput by 13.31% and 11.28% for the same device loads.

光网络被设计为通过互连异构上行和下行通信网络来处理无线业务。本文介绍了一种基于感知器学习模型的增强波分分配方法(AWDAM)。提出的分配方法对不同高峰间隔的链路内流量进行概率估计。感知器学习估计互连设备的分配和接受能力,以分散高峰流量。学习增强验证了互连设备通过网状互连路由消除峰值的能力。更具体地说,基于阻塞概率,在使用多个互连点的联合交通管理中进行波长增强和划分。在峰值间隔期间,感知器层的决策保证了异构流出的阻塞概率降低。因此,根据层的决策增强和划分流量疏导,共同提高波长分配。通过路由和分配双重操作实现流量疏导,在设备负载最大的情况下,阻塞率降低了10.79%。在相同的设备负载下,该方法的资源分配和网络吞吐量分别提高了13.31%和11.28%。
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引用次数: 0
Simulation-driven optimization of P3HT:PCBM-based inverted organic solar cells: a drift diffusion study 基于P3HT: pcbm的倒置有机太阳能电池的仿真驱动优化:漂移扩散研究
IF 4 3区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-01-27 DOI: 10.1007/s11082-026-08698-3
Javid Ullah, Ibrar Ahmad, Zia Ur Rehman, Kashif Ul Haq, Muhammad Hasham, Mujahid Islam, Khizar Hayat, Said Karim Shah

We present modeling and simulation of optimal performance parameters for inverted organic solar cells (OSC) to enhance their efficiency. Several different simulation models, including the drift diffusion model (DDM), the exciton diffusion and transfer matrix model (TMM), were employed. First, the thickness of the photoactive layer (PAL) was optimized. The TMM shows that the maximum absorption in the visible portion within the PAL. The absorption distribution pattern provides valuable insights into photon absorption behavior and photon escape probability distribution. Moreover, the effects of surface temperature (ST), sunlight intensity, and the electron and hole transport layers were optimized. In addition, the carrier concentration and the mobilities of electrons (µe) and holes (µh) change as the temperature increases from 300 to 400 K, which affects the efficiency of the devices. The results also show that both the short-circuit current density (Jsc) and the open-circuit voltage (Voc) increase with illumination intensity, ranging from 0.01 to 1.5 suns. Additionally, by adding ZnO as the electron transport layer (ETL) and WO3 as the hole-extracting layer (HEL), the optimized device showed an increased efficiency of 5.8%. Moreover, the best performance was observed when the hole-to-electron ratio was equal to 1, confirming efficient transport and minimum recombination losses. These results highlight that using optimum device parameters is an effective approach for fabricating inverted OSCs suitable for industrial photovoltaic applications.

本文提出了倒置有机太阳能电池(OSC)的最佳性能参数的建模和仿真,以提高其效率。采用了漂移扩散模型(DDM)、激子扩散和转移矩阵模型(TMM)等不同的仿真模型。首先,优化了光活性层(PAL)的厚度。吸收分布模式为光子吸收行为和光子逃逸概率分布提供了有价值的见解。此外,还对表面温度、光照强度、电子和空穴输运层的影响进行了优化。此外,在300 ~ 400 K温度范围内,载流子浓度、电子迁移率(µe)和空穴迁移率(µh)随温度的升高而变化,影响器件的效率。短路电流密度(Jsc)和开路电压(Voc)随光照强度的增大而增大,范围在0.01 ~ 1.5太阳。此外,通过添加ZnO作为电子传输层(ETL)和WO3作为空穴提取层(HEL),优化后的器件效率提高了5.8%。当空穴电子比为1时,复合材料的输运效率最高,复合损失最小。这些结果表明,采用最佳器件参数是制造适合工业光伏应用的倒装OSCs的有效方法。
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引用次数: 0
Design and analysis of a tunable graphene-based hybrid metasurface for high-sensitivity plasmonic and refractive index sensing 用于高灵敏度等离子体和折射率传感的可调谐石墨烯混合超表面的设计与分析
IF 4 3区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-01-27 DOI: 10.1007/s11082-025-08661-8
Hamid Heidarzadeh

This study presents the design and comprehensive numerical analysis of a tunable graphene-based metasurface designed for high-sensitivity plasmonic and refractive index sensing applications. The proposed structure combines a graphene nanoribbon and a U-shaped graphene resonator on a dielectric substrate, forming a hybrid metasurface that supports multiple strongly coupled plasmonic modes. Finite-difference time-domain (FDTD) method are employed to investigate the optical response under variations in geometrical parameters and environmental refractive index. The results reveal that modulation of the nanoribbon and U-shaped dimensions enables precise control over the resonance frequencies and transmission characteristics through plasmonic mode hybridization. The hybrid structure exhibits multiple, distinct resonance dips with enhanced near-field confinement and broad spectral tunability. Sensitivity analysis based on a linear dependence of resonance frequency on the surrounding refractive index yields average sensitivities of 284, 540, and 748 GHz/RIU for Modes I–III, respectively, confirming the strong and predictable sensing performance of the device. The electric field distributions further verify intense plasmon localization and near-field coupling between the graphene elements. These findings demonstrate that the proposed graphene-based hybrid metasurface offers a compact, dynamically tunable, and highly sensitive platform suitable for next-generation terahertz and mid-infrared photonic and biosensing applications.

本研究提出了一种可调石墨烯基超表面的设计和综合数值分析,该超表面设计用于高灵敏度等离子体和折射率传感应用。该结构结合了介电衬底上的石墨烯纳米带和u形石墨烯谐振器,形成了支持多个强耦合等离子体模式的混合超表面。采用时域有限差分(FDTD)方法研究了几何参数和环境折射率变化下的光学响应。结果表明,调制纳米带和u形尺寸可以通过等离子体模式杂交精确控制共振频率和传输特性。混合结构表现出多重、明显的共振倾角,具有增强的近场约束和广谱可调性。基于共振频率与周围折射率线性关系的灵敏度分析,I-III模式的平均灵敏度分别为284、540和748 GHz/RIU,证实了该器件强大且可预测的传感性能。电场分布进一步验证了石墨烯元件之间的强等离子体局部化和近场耦合。这些发现表明,所提出的基于石墨烯的混合超表面提供了一个紧凑、动态可调、高灵敏度的平台,适用于下一代太赫兹和中红外光子和生物传感应用。
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引用次数: 0
Perfect spatiotemporal optical vortices for secure optical communication 用于安全光通信的完美时空光涡旋
IF 4 3区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-01-27 DOI: 10.1007/s11082-026-08692-9
Judy Kupferman, Shlomi Arnon

The rapid advancement of quantum computing poses a significant threat to conventional encryption methods, necessitating the development of novel communication technologies that offer enhanced security. In response to this challenge, we present a dual-layer optical communication scheme designed to ensure robust data protection in the post-quantum era. At the physical layer, security is achieved using perfect spatiotemporal optical vortices (PSTOVs), generated via Bessel beams from an ultrafast pulsed laser. Information is encoded in the beam’s spatiotemporal phase structure, which can only be deciphered through a specific interference pattern—effectively concealing the data from unauthorized access. Complementing this, a coordinated algorithm based on pre-shared knowledge between sender and receiver (Alice and Bob) governs the encoding and decoding process, adding a second layer of security independent of quantum protocols. The integration of physical-layer obfuscation via ultrafast PSTOVs with algorithmic control introduces a promising paradigm for secure, high-throughput optical communication, tailored to meet the demands of a future shaped by quantum computing capabilities.

量子计算的快速发展对传统的加密方法构成了重大威胁,因此有必要开发提供增强安全性的新型通信技术。为了应对这一挑战,我们提出了一种双层光通信方案,旨在确保后量子时代的强大数据保护。在物理层,安全是通过使用超快脉冲激光贝塞尔光束产生的完美时空光涡流(pstov)来实现的。信息被编码在波束的时空相位结构中,这只能通过特定的干扰模式来破译,有效地隐藏了未经授权访问的数据。作为补充,一种基于发送方和接收方(Alice和Bob)之间预共享知识的协调算法管理编码和解码过程,增加了独立于量子协议的第二层安全性。通过超快pstov将物理层混淆与算法控制相结合,为安全、高通量光通信提供了一种有前途的范例,可满足量子计算能力塑造的未来需求。
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引用次数: 0
Shaping photonic crystal fibers: geometric optimization for SPR sensor performance 整形光子晶体光纤:SPR传感器性能的几何优化
IF 4 3区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-01-27 DOI: 10.1007/s11082-025-08665-4
Amanda F. Romeiro, Anderson O. Silva, João C. W. A. Costa, Maria T. R. Giraldi, A. Guerreiro, José L. Santos

This work integrates computational simulations with a hybrid machine learning framework to investigate the nonlinear relationships between plasmonic layer geometry, refractive index variations, and spectral response in a photonic crystal fiber (PCF) surface plasmon resonance (SPR) sensor. The proposed approach achieves reliable detection of small refrative index chances from a simple yet optimized PCF SPR sensing structure, reaching competitive sensitivity levels in the refractive index range of 1.33–1.39. Accurate predictions were obtained with (R^{2}> 0.99) and minimal error ((epsilon < 0.1)). A central contribution of this work is the simultaneous optimization of multiple optical metrics. Beyond maximizing wavelength sensitivity, the methodology balances sensitivity, figure of merit, Q-factor, and FWHM. This multiobjective strategy enables precise tailoring of the plasmonic layer geometry, producing sharp resonances, high-quality factors, and robust performance. Overall, the results demonstrate how plasmonic engineering in photonic crystal fibers can drive high-performance SPR sensing platforms. The methodology provides valuable insights into the geometry–plasmonics interplay while opening avenues for practical implementations in biochemical detection, environmental monitoring, and chemical sensing.

这项工作将计算模拟与混合机器学习框架相结合,研究了光子晶体光纤(PCF)表面等离子体共振(SPR)传感器中等离子体层几何形状、折射率变化和光谱响应之间的非线性关系。本文提出的方法从一个简单但优化的PCF SPR传感结构中实现了对小折射率机会的可靠检测,在折射率1.33-1.39范围内达到了具有竞争力的灵敏度水平。以(R^{2}> 0.99)和最小误差((epsilon < 0.1))获得了准确的预测。这项工作的核心贡献是同时优化多个光学指标。除了最大限度地提高波长灵敏度外,该方法还平衡了灵敏度、优值、q因子和FWHM。这种多目标策略可以精确地剪裁等离子体层的几何形状,产生尖锐的共振,高质量的因子和强大的性能。总的来说,结果证明了光子晶体光纤中的等离子体工程如何驱动高性能SPR传感平台。该方法为几何等离子体相互作用提供了有价值的见解,同时为生化检测、环境监测和化学传感的实际实施开辟了道路。
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引用次数: 0
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