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Enhancing multiparametric optical biosensing with AI: a Python-based FDTD/ML framework for spectral feature extraction and optimization 用AI增强多参数光学生物传感:用于光谱特征提取和优化的基于python的FDTD/ML框架
IF 2 3区 物理与天体物理 Q3 OPTICS Pub Date : 2025-09-26 DOI: 10.1007/s00340-025-08570-4
Gholamhosain Haidari

Optical sensor research faces significant limitations due to reliance on single-parameter measurements and scarce experimental data. This study introduces an advanced physics-based framework employing rigorous finite-difference time-domain (FDTD) simulations to analyze electromagnetic wave propagation in optical grating structures. A comprehensive dataset of 5000 simulations with 11 parameters is systematically generated, closely mimicking experimental conditions and addressing critical biosensor data gaps. Moving beyond traditional peak-wavelength analysis, multiple spectral features including FWHM, peak reflectance, and integrated spectral area are extracted using Python-based post-processing algorithms. Advanced data visualization reveals non-trivial sensitivity patterns, particularly highlighting enhanced performance for 100-nm analyte layers at n = 2.500. A machine learning (ML) approach, utilizing a multi-layer perceptron (MLP), establishes a new measurement paradigm, achieving exceptional prediction accuracy (R2=0.9992 for wavelength, 0.9546 for FWHM). This demonstrates that multi-parametric analysis significantly outperforms conventional methods. The methodology is extendable to diverse optical sensor architectures through feature engineering, and the publicly available datasets provide a foundation for future computational photonics and intelligent sensor design. This work innovatively integrates physics-based simulations, data generation/processing, advanced visualization, and ML, enabled by Python’s computational power and physical insights. In contrast to conventional AI applications in photonics that typically rely on experimental data optimization or limited numerical simulations, this study establishes a novel paradigm by integrating large-scale FDTD-generated datasets with machine learning, enabling comprehensive multi-parameter spectral analysis previously unattainable with traditional methods.

由于依赖于单参数测量和缺乏实验数据,光学传感器的研究面临着很大的局限性。本文介绍了一种先进的基于物理的框架,采用严格的时域有限差分(FDTD)模拟来分析电磁波在光栅结构中的传播。系统生成了包含11个参数的5000个模拟的综合数据集,密切模拟实验条件并解决关键的生物传感器数据缺口。超越传统的峰波长分析,采用基于python的后处理算法提取FWHM、峰值反射率、综合光谱面积等多种光谱特征。高级数据可视化显示了重要的灵敏度模式,特别是在n = 2.500时,100纳米分析物层的性能增强。利用多层感知器(MLP)的机器学习(ML)方法建立了一种新的测量范式,实现了卓越的预测精度(波长R2=0.9992, FWHM R2= 0.9546)。这表明多参数分析显著优于传统方法。该方法可通过特征工程扩展到各种光学传感器架构,并且公开可用的数据集为未来的计算光子学和智能传感器设计提供了基础。这项工作创新地集成了基于物理的模拟、数据生成/处理、高级可视化和ML,由Python的计算能力和物理洞察力实现。传统的人工智能应用通常依赖于实验数据优化或有限的数值模拟,与之相反,本研究通过将大规模fdtd生成的数据集与机器学习相结合,建立了一种新的范例,实现了传统方法无法实现的全面多参数光谱分析。
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引用次数: 0
Analytical modeling of nonlinear absorption in Z-scan measurements using super-Gaussian beams 超高斯光束z扫描测量中非线性吸收的解析建模
IF 2 3区 物理与天体物理 Q3 OPTICS Pub Date : 2025-09-25 DOI: 10.1007/s00340-025-08557-1
Ferhat Kessi

This study presents a comprehensive theoretical and numerical investigation of multiphoton absorption (MPA) in Z-scan experiments using super-Gaussian laser beams. We developed an analytical model for normalized optical transmittance under weak nonlinearity approximation and performed extensive simulations examining the effects of varying MPA absorption order and super-Gaussian beam parameter. Our results reveal that flatter beam profiles consistently produce stronger nonlinear absorption effects across all multiphoton orders due to extended high-intensity regions that enhance interaction volumes. Lower-order MPA processes demonstrate greater overall absorption efficiency, with two-photon absorption showing the most dramatic transmittance reductions, while higher-order processes exhibit progressively weaker absorption despite their enhanced intensity sensitivity. Remarkably, while minimum transmittance varies significantly with beam profile, the Full Width at Half Maximum increases linearly with super-Gaussian parameters, revealing fundamental scaling relationships governing nonlinear interaction spatial extent. These findings establish important design principles for optical limiting systems, precision laser manufacturing, medical applications, and material characterization techniques, providing a comprehensive framework for optimizing nonlinear optical interactions through strategic beam profile selection and offering valuable insights for both fundamental research and practical applications in modern photonics.

本文对超高斯激光束在z扫描实验中的多光子吸收进行了全面的理论和数值研究。我们建立了一个弱非线性近似下归一化光学透射率的解析模型,并进行了广泛的模拟,研究了不同MPA吸收顺序和超高斯光束参数的影响。我们的研究结果表明,由于扩展的高强度区域增加了相互作用体积,平坦的光束轮廓在所有多光子阶上始终产生更强的非线性吸收效应。低阶MPA过程显示出更高的整体吸收效率,双光子吸收显示出最显著的透射率降低,而高阶过程尽管增强了强度灵敏度,但吸收逐渐减弱。值得注意的是,虽然最小透过率随光束轮廓变化显著,但半最大全宽度随超高斯参数线性增加,揭示了非线性相互作用空间范围的基本尺度关系。这些发现为光学限制系统、精密激光制造、医疗应用和材料表征技术建立了重要的设计原则,为通过战略性光束轮廓选择优化非线性光相互作用提供了一个全面的框架,并为现代光子学的基础研究和实际应用提供了有价值的见解。
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引用次数: 0
Unravelling temporal dynamics in integrating cavities from nonuniform to uniform light fields 从非均匀光场到均匀光场积分空腔的时间动力学解耦
IF 2 3区 物理与天体物理 Q3 OPTICS Pub Date : 2025-09-24 DOI: 10.1007/s00340-025-08564-2
Zhiyang Sun, Zhiguo Zhang, Bin Yu, Yongda Wang, Lei Yang

In this study, we investigate the light propagation characteristics within an integrating cavity, focusing on the transition from a non-uniform light field (NULF) to a uniform light field (ULF). We challenge the conventional assumption in integrating cavity theory that postulates the immediate establishment of a ULF upon light entry. Employing both experimental and simulation approaches, we derive the time constant of the integrating cavity under ULF conditions and measure the cavity’s transient and steady-state responses. Our findings reveal that while a brief NULF phase precedes the ULF, the total radiant flux within the cavity adheres to the ULF propagation law from the onset. This study demonstrates that the NULF can be treated as an approximation of the ULF in terms of total radiant flux variation within an integrating cavity. Our study not only provides empirical validation for integrating cavity theories based on the ULF assumption but also presents compelling evidence of their efficacy in cavities with diverse geometries.

在这项研究中,我们研究了光在积分腔内的传播特性,重点研究了从非均匀光场(NULF)到均匀光场(ULF)的转变。我们挑战传统的假设,在整合腔理论,假设立即建立一个超光速的光进入。采用实验和模拟相结合的方法,推导出了在超光速条件下积分腔的时间常数,并测量了积分腔的瞬态和稳态响应。我们的研究结果表明,虽然短暂的NULF阶段先于ULF,但腔内的总辐射通量从一开始就遵循ULF传播规律。这项研究表明,就积分腔内的总辐射通量变化而言,NULF可以被视为ULF的近似值。我们的研究不仅为整合基于ULF假设的空腔理论提供了经验验证,而且为其在不同几何形状的空腔中的有效性提供了令人信服的证据。
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引用次数: 0
High-precision shear parameters calculation method in lateral shearing interferometry via transfer learning-enhanced TransUNet 基于迁移学习增强TransUNet的横向剪切干涉高精度剪切参数计算方法
IF 2 3区 物理与天体物理 Q3 OPTICS Pub Date : 2025-09-23 DOI: 10.1007/s00340-025-08562-4
Bei Zhou, Ailing Tian, Liansheng Sui, Bingcai Liu, Hongjun Wang, Siqi Wang, Jiaming Su, Peifeng Liu

In lateral shearing interferometry, the discretely distributed edges and weak gradient variations in shearing interferograms can adversely affect the accurate calculation of shear parameters, consequently degrading wavefront reconstruction precision. To address this issue, this study proposes a TransUNet-based transfer learning method for shear parameter calculation. First the model pre-trained with simulated interferograms to learn fringe characteristics, then the model fine-tunes with limited real experimental data to overcome the scarcity of real interferograms. The model can achieve precise four-class segmentation of interferograms (background, two non-interference regions, and interference fringes), building upon the segmentation results, least-squares circle fitting algorithm is applied to simultaneously accomplish shear parameter calculation and wavefront center localization. Experimental validation demonstrates that the proposed method maintains excellent computational precision and automation levels even under noisy and weak-gradient conditions, while the shear parameters calculated by our method achieve significantly higher accuracy in wavefront reconstruction than existing mainstream algorithms.

在横向剪切干涉测量中,剪切干涉图边缘的离散分布和微弱的梯度变化会影响剪切参数的精确计算,从而降低波前重建的精度。为了解决这一问题,本研究提出了一种基于transunet的剪切参数计算迁移学习方法。首先用模拟干涉图对模型进行预训练,学习条纹特征,然后利用有限的实际实验数据对模型进行微调,克服实际干涉图的稀缺性。该模型可以对干涉图(背景、两个非干涉区域和干涉条纹)进行精确的四类分割,在分割结果的基础上,应用最小二乘圆拟合算法同时完成剪切参数计算和波前中心定位。实验验证表明,即使在噪声和弱梯度条件下,该方法也能保持良好的计算精度和自动化水平,同时该方法计算的剪切参数在波前重建中的精度明显高于现有主流算法。
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引用次数: 0
A Sagnac wavefront folding interferometer for characterizing partially coherent structured light 用于表征部分相干结构光的Sagnac波前折叠干涉仪
IF 2 3区 物理与天体物理 Q3 OPTICS Pub Date : 2025-09-23 DOI: 10.1007/s00340-025-08544-6
Carlos Cardoso-Isidoro, Adad Yepiz-Escalante, Raul I. Hernandez-Aranda, Benjamin Perez-Garcia

We present an experimental scheme for the measurement of the cross–correlation function in optical beams. Our approach involves illuminating a Spatial Light Modulator by an extended thermal source (generation) and a Sagnac–based wavefront folding interferometer (characterization). We emphasize the use of a common–path interferometer due to its easy assembly and high stability features, factors that make this apparatus relevant for practical applications. As illustrative examples, we explore Laguerre–Gauss and Hermite–Gauss modes, highlighting that in the partially coherent regime, their intensity distributions are blurred while retaining essential information in their cross-correlation function.

提出了一种测量光束相互关函数的实验方案。我们的方法包括通过扩展热源(生成)和基于sagnac的波前折叠干涉仪(表征)照亮空间光调制器。我们强调使用共路干涉仪,因为它易于组装和高稳定性的特点,因素使该仪器相关的实际应用。作为说明性的例子,我们探讨了拉盖尔-高斯和厄米-高斯模式,强调在部分相干状态下,它们的强度分布是模糊的,同时在它们的相互关联函数中保留了基本信息。
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引用次数: 0
Systematic benchmarking of hyperbolic soliton families reveals optimal profiles for nonlocal nonlinear optics 双曲孤子族的系统基准测试揭示了非局部非线性光学的最佳轮廓
IF 2 3区 物理与天体物理 Q3 OPTICS Pub Date : 2025-09-22 DOI: 10.1007/s00340-025-08558-0
Manoj Mishra, Sujata Vedi, Mohit Sharma, Divya Yadav, Murugan Senthil Mani Rajan, Vigneswaran Dhasarathan

This work presents a comprehensive variational and numerical analysis of hyperbolic-function optical beams—hyperbolic tangent-Gaussian (ThG), sine-Gaussian (ShG), and cosine-Gaussian (ChG) profiles—in strongly nonlocal nonlinear media. The novelty lies in deriving exact dynamical solutions and stability criteria for each profile, enabling direct comparison of confinement efficiency, critical power, and robustness. Quantitative results show that ChG beams achieve the lowest critical power for self-trapping, with (P_{textrm{cr}}^{textrm{ChG}}) up to (37%) lower than ShG and (22%) lower than ThG at (m=3), and maintain stable propagation up to 2.1 times their critical power threshold. ChG profiles also exhibit the broadest stability domain in the ((m, P_0)) parameter space and the highest confinement efficiency, with efficiency values exceeding those of ThG and ShG by factors of 1.5 and 2.3, respectively, for (sigma =5). Spectral analysis reveals that increasing the profile order m leads to a 1.8 times broadening of the spectral energy for ChG beams compared to ThG. These findings establish ChG beams as optimal for robust, power-efficient self-trapped beam propagation in nonlocal nonlinear optical systems and provide universal design principles for advanced soliton-based photonic devices. The findings offer direct applicability in advanced soliton-based photonic devices including all-optical soliton routers, reconfigurable beam steering platforms in nematic liquid crystals, and hollow Gaussian pulse control in photonic crystal fibers. The ability to engineer beam symmetry and stability under nonlocality provides a foundation for robust nonlinear signal processing.

这项工作提出了一个全面的变分和数值分析双曲函数光束-双曲正切高斯(ThG),正弦高斯(ShG)和余弦高斯(ChG)轮廓-在强非局部非线性介质。其新颖之处在于推导出每个剖面的精确动力学解和稳定性准则,从而可以直接比较约束效率、临界功率和鲁棒性。定量结果表明,ChG光束达到了自俘获的最低临界功率,(P_{textrm{cr}}^{textrm{ChG}})至(37%)低于ShG, (22%)至(m=3)低于ThG,并且在达到临界功率阈值2.1倍的范围内保持稳定传播。ChG谱线在((m, P_0))参数空间中也表现出最宽的稳定域和最高的约束效率,其效率值分别是(sigma =5)的1.5倍和2.3倍。光谱分析表明,与ThG相比,增加剖面阶数m可使ChG光束的光谱能量展宽1.8倍。这些发现确立了ChG光束在非局部非线性光学系统中是鲁棒、高能效的自捕获光束传播的最佳选择,并为先进的基于孤子的光子器件提供了通用的设计原则。这些发现为先进的基于孤子的光子器件提供了直接的适用性,包括全光孤子路由器,向列液晶中的可重构光束导向平台,以及光子晶体光纤中的空心高斯脉冲控制。在非定域下设计波束对称性和稳定性的能力为鲁棒非线性信号处理提供了基础。
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引用次数: 0
Influence of alignment mismatch in a piecewise hollow-core-fiber system on laser pulse propagation dynamics 分段空心芯光纤系统中对准失配对激光脉冲传播动力学的影响
IF 2 3区 物理与天体物理 Q3 OPTICS Pub Date : 2025-09-15 DOI: 10.1007/s00340-025-08556-2
Ding Wang, Yuxin Leng

A piecewise hollow-core fiber (HCF) consists of two or more segments of HCFs that are in tandem, which can extend the functions of currently widely-used gas-filled HCF compressors. In this work, we present a model to study the influence of misalignment on the pulse propagation dynamics, which includes incident angle deviation and transverse shift between two consecutive segments. In particular, we focus on soliton dynamics involving dispersive wave (DW) emission in vacuum ultraviolet range and sub-cycle pulse generation. It is found that DW emission is more sensitive to incident angle deviation due to shorter wavelengths, and an empirical estimation of the incident angle tolerance is obtained. The tolerance of transverse shift is up to 20 μm in the case studies, which can be met in practice. This work provides insights into the working of a piecewise HCF system that can help to build and analyze such systems.

分段空心芯光纤(HCF)由两段或多段串联的HCF组成,可以扩展目前广泛使用的充气HCF压缩机的功能。在这项工作中,我们提出了一个模型来研究不对准对脉冲传播动力学的影响,包括入射角偏差和两个连续段之间的横向位移。我们特别关注了真空紫外范围内色散波(DW)发射和亚周期脉冲产生的孤子动力学。研究发现,由于波长较短,DW发射对入射角偏差更敏感,并获得了入射角容差的经验估计。在实例研究中,横向位移公差可达20 μm,在实际应用中可以满足。这项工作提供了对分段HCF系统工作的见解,可以帮助构建和分析这样的系统。
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引用次数: 0
MXene resonator-based highly efficient ultrawideband absorber for thermal and solar absorber application 基于MXene谐振器的高效超宽带吸收体,用于热吸收和太阳能吸收
IF 2 3区 物理与天体物理 Q3 OPTICS Pub Date : 2025-09-12 DOI: 10.1007/s00340-025-08553-5
Jusu M. Ngobeh, Vishal Sorathiya, Abdullah G. Alharbi

The design features MXene–SiO2–Fe-based metasurfaces to enhance efficient absorption across a wide range of the solar spectrum. The proposed investigation of the absorber is essential for an efficient thermal energy harvesting solution and a broad frequency range of both infrared and visible light absorber architectures. The findings derived from computational and numerical analyses will assist in identifying optimal material geometries for effective wideband infrared and visible UV light absorbers and thermal harvesting structures. The entire structure is evaluated against interference theory-based calculations to ascertain effective absorption across the solar spectrum. The basic parameters, such as refractive index, permittivity, permeability, and impedance, were presented for the proposed structure to identify its metamaterial effect. This study introduced a double-multilayer structure of SiO2 and Fe as the metamaterials. MXene is a resonator in the THz frequency range at an angle of incidence of 60° degrees, within the range of plasmonic insensitivity. The absorption capacity reaches > 90%, making the proposed structures suitable for harvesting solar energy. In addition, the simulated results show high thermal radiation and high thermal efficiency with increasing temperature, emphasizing the importance of simulating MXene as a resonator. The proposed structure can be crucial for designing highly efficient parasitic solar absorbers for multiple solar and thermal absorption applications.

该设计的特点是基于mxene - sio2 - fe的超表面,以提高在广泛的太阳光谱范围内的有效吸收。所提出的吸收体研究对于有效的热能收集解决方案和红外和可见光吸收体系结构的宽频率范围至关重要。计算和数值分析的结果将有助于确定有效的宽带红外和可见紫外光吸收器和热收集结构的最佳材料几何形状。整个结构根据基于干涉理论的计算进行评估,以确定整个太阳光谱的有效吸收。给出了该结构的折射率、介电常数、磁导率和阻抗等基本参数,以确定其超材料效应。本研究引入了一种由SiO2和Fe组成的双层多层结构的超材料。MXene是一个太赫兹频率范围内的谐振器,入射角为60°,在等离子体不敏感范围内。吸收容量达到90%,使所提出的结构适合收集太阳能。此外,模拟结果显示,随着温度的升高,MXene具有较高的热辐射和热效率,强调了模拟MXene作为谐振腔的重要性。所提出的结构对于设计高效的寄生太阳能吸收器用于多种太阳能和热吸收应用至关重要。
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引用次数: 0
Beam control of broad-area semiconductor lasers using high-order sidewall gratings 采用高阶侧壁光栅的广域半导体激光器光束控制
IF 2 3区 物理与天体物理 Q3 OPTICS Pub Date : 2025-09-12 DOI: 10.1007/s00340-025-08555-3
Gaohui Yuan, Jingfei Mu, Yinli Zhou, Jianwei Zhang, Chao Chen, Yingli Zhou, Zhuo Zhang, Tianjiao Liu, Tianqi Zhang, Xiaoyan Gao, Yu Cao, Yongqiang Ning, Lijun Wang

This study systematically investigates the beam quality degradation in conventional broad-area semiconductor lasers, which arises from the excitation of higher-order transverse modes under high injection currents. To address this fundamental limitation, we propose and demonstrate a novel lateral surface grating structure integrated on both sides of the ridge waveguide. Through comprehensive numerical and experimental analyses, we first examine the optical loss characteristics induced by the grating structure. Subsequently, we explore the mode modulation mechanism by systematically varying the separation distance between the gratings and the ridge waveguide. Our results reveal that reducing this critical distance significantly enhances the grating's ability to suppress higher-order transverse modes. This improvement manifests in two key aspects: (1) a notable reduction in the transverse divergence angle in the far-field pattern, and (2) a more concentrated energy distribution in the near-field profile. These findings demonstrate the effectiveness of our proposed approach in achieving superior beam quality while maintaining stable laser operation.

本文系统地研究了传统广域半导体激光器在高注入电流下高阶横模激发引起的光束质量退化问题。为了解决这一基本限制,我们提出并演示了一种集成在脊波导两侧的新型横向表面光栅结构。通过综合的数值和实验分析,我们首先研究了光栅结构引起的光损耗特性。随后,我们通过系统地改变光栅与脊波导之间的分离距离来探索模式调制机制。我们的研究结果表明,减小这个临界距离可以显著提高光栅抑制高阶横向模式的能力。这种改善表现在两个关键方面:(1)远场横向发散角显著减小;(2)近场能量分布更加集中。这些发现证明了我们所提出的方法在保持激光稳定运行的同时获得优异的光束质量的有效性。
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引用次数: 0
Manipulation of cross-polarization conversion and unidirectional reflectionlessness by VO2 in a terahertz metamaterial 太赫兹超材料中VO2对交叉偏振转换和单向无反射的操纵
IF 2 3区 物理与天体物理 Q3 OPTICS Pub Date : 2025-09-09 DOI: 10.1007/s00340-025-08547-3
Wenxuan Yuan, Ying Qiao Zhang, Xing Ri Jin

We present a bilayer design in a terahertz metamaterial consisting of two triangular resonators that can manipulate broadband cross-polarization conversions and three-band unidirectional reflectionlessnesses by using the phase-change material VO2 for the incidence of linearly and circularly polarized waves. When VO2 is in metallic state, the broadband cross-polarization conversion effects are realized in range of 0.41 THz(sim )0.54 THz and the polarization conversion ratio reaches (sim )1. We also find that the proposed structure has the ability to convert linear polarizations into circular polarizations at 0.39 THz and 0.59 THz. When VO2 is in insulator state, three-band unidirectional reflectionlessnesses are attained at 0.50 THz, 0.72 THz and 0.81 THz based on Fabry–P({mathrm{acute{e}}})rot resonant coupling between the upper and lower triangular resonators.

我们提出了一种由两个三角形谐振器组成的太赫兹超材料的双层设计,该材料可以通过使用相变材料VO2来控制线性和圆极化波的入射,从而控制宽带交叉极化转换和三波段单向无反射率。当VO2处于金属态时,在0.41 THz (sim ) 0.54 THz范围内实现宽带交叉极化转换,极化转化率达到(sim ) 1。我们还发现,所提出的结构具有在0.39太赫兹和0.59太赫兹下将线性极化转换为圆极化的能力。当VO2处于绝缘体状态时,基于上下三角谐振腔之间的Fabry-P ({mathrm{acute{e}}}) rot谐振耦合,在0.50 THz、0.72 THz和0.81 THz处实现了三波段单向无反射。
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引用次数: 0
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Applied Physics B
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