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Room-Temperature Visible-Light Single-Photon Avalanche Detection in Grating-Coupled Post-CMOS Photonic Circuits 光栅耦合后cmos光子电路中室温可见光单光子雪崩检测
IF 7 1区 物理与天体物理 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2026-10-21 DOI: 10.1021/acsphotonics.6c01473
Marcus Westhues,Roman Burkard,Thomas Geruschke,Julia Hauser,Johannes Ewering,Stefan Dreiner,Aleksandar Nesic,Anna Lena Schall-Giesecke
The integration of photonic circuits with on-chip single-photon detectors has emerged as a key enabling technology for highly scalable visible-wavelength photonic integrated circuits, underpinning advanced applications in quantum information processing and biophotonics. However, detecting weak optical signals down to the single-photon regime at specific wavelengths requires efficient interconnections between photonic waveguides and detectors. Here, we present an interconnect from silicon nitride photonic circuits to single-photon avalanche diodes (SPADs) on a standard 200 mm CMOS wafer integrated using post-CMOS integration. To realize this efficient interconnect, we optimized the interface by introducing metal reflector-assisted grating couplers for the target wavelengths 633 nm and 785 nm. To investigate the influence of the reflector on the efficiency of the interface, we conducted simulations and subsequent optimizations. In simulation, the grating-assisted interconnect achieves a coupling efficiency of 2.0 dB at 785 nm, representing a 6.4 dB improvement over the baseline design. To validate this improvement, we fabricated this structure with and without reflector and experimentally demonstrate detection of single photons at the target wavelengths. After post-CMOS integration, the utilized Fraunhofer IMS SPADs were operated at room temperature with an off-chip passive quenching circuit. Optical characterization showed an improvement by up to 4.5 dB by implementing reflectors. We show venues for improving the photon detection probability by correlating it with loss sources encountered in the fabricated devices. With these results, we demonstrate the applicability of post-CMOS integration and offer a photonic-integrated solution for detecting single photons from red to near-infrared wavelengths.
光子电路与片上单光子探测器的集成已经成为高度可扩展的可见波长光子集成电路的关键使能技术,支撑了量子信息处理和生物光子学的先进应用。然而,探测特定波长下的单光子弱光信号需要光子波导和探测器之间的有效互连。在这里,我们提出了一种从氮化硅光子电路到单光子雪崩二极管(spad)的互连,该互连采用后CMOS集成技术集成在标准的200 mm CMOS晶圆上。为了实现这种高效的互连,我们在目标波长633 nm和785 nm处引入了金属反射器辅助光栅耦合器,对接口进行了优化。为了研究反射器对界面效率的影响,我们进行了模拟和后续优化。在仿真中,光栅辅助互连在785 nm处实现了2.0 dB的耦合效率,比基线设计提高了6.4 dB。为了验证这种改进,我们制造了这种结构,有和没有反射器,并实验证明了在目标波长下检测单光子。在cmos集成后,使用的Fraunhofer IMS spad在片外无源淬火电路的室温下工作。光学特性表明,通过安装反射器,性能提高了4.5 dB。我们展示了通过与制造器件中遇到的损耗源相关联来提高光子探测概率的场所。通过这些结果,我们证明了后cmos集成的适用性,并提供了一种用于检测从红色到近红外波长的单光子的光子集成解决方案。
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引用次数: 0
Programmable Non-Hermitian Synchronization of Light on a Silicon Photonic Processor 硅光子处理器上光的可编程非厄米同步
IF 7 1区 物理与天体物理 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2026-10-20 DOI: 10.1021/acsphotonics.6c01369
Ze-Sheng Xu,Nan Cheng,Mohammed S. Elmusrati,Rohan Yadgirkar,Andrea Cataldo,Rui Wen,Govind Krishna,Jun Gao,Ali W. Elshaari
Synchronization is a widespread collective phenomenon in which coupled units with different microscopic states evolve toward a common macroscopic order. Across these systems, dissipation plays an organizing role, suppressing microscopic differences and steering coupled units toward a coherent collective state. Here, we harness engineered dissipation in a nonunitary photonic framework to synchronize light directly in the optical domain. Implementing row-stochastic transition matrices embedded in a unitary photonic network on a silicon photonic processor, we drive generic multimode optical fields toward a unique collective state with equal modal intensities and a globally locked phase─a process we term dissipation-induced phase synchronization. The synchronization rate and total optical power throughput are independently programmable, enabling control over the dissipative dynamics without compromising reconfigurability. These results recast dissipation as a functional resource and open a route to reconfigurable on-chip synchronization for classical and quantum photonic technologies.
同步是一种广泛存在的集体现象,在这种现象中,具有不同微观状态的耦合单元向共同的宏观秩序演化。在这些系统中,耗散起着组织作用,抑制微观差异并将耦合单元转向连贯的集体状态。在这里,我们利用非单一光子框架中的工程耗散来直接在光域中同步光。在硅光子处理器上实现嵌入在统一光子网络中的行随机跃迁矩阵,我们将通用多模光场驱动到具有相同模态强度和全局锁定相位的唯一集体状态──我们称之为耗散诱导相位同步的过程。同步速率和总光功率吞吐量是独立可编程的,可以在不影响可重构性的情况下控制耗散动态。这些结果将耗散重新定义为功能资源,并为经典和量子光子技术的可重构片上同步开辟了一条途径。
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引用次数: 0
Broadband Optical Characterization of Tetragonal Barium Titanate by Mueller-Matrix Spectroscopic Ellipsometry 方形钛酸钡的米勒矩阵椭圆偏振光谱宽带光学表征
IF 7 1区 物理与天体物理 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2026-10-20 DOI: 10.1021/acsphotonics.6c01514
Jiwon Kang,Nina Hong,Christopher M. Yi,Yun Su Go,Martin Thomaschewski,Hwi Je Woo,Prachi Thureja,Junghoon Jahng,Harry A. Atwater,Min Seok Jang
Barium titanate (BTO), one of the earliest reported ferroelectric materials, exhibits strong second-order nonlinearity and an ultrafast Pockels effect, making it highly attractive for photonics. However, its optical constants remain uncertain largely due to the ubiquitous ferroelectric–ferroelastic multidomain microstructure, which depolarizes and averages out the anisotropic optical response, thereby complicating conventional ellipsometric approaches. Here, we report a Kramers–Kronig-consistent complex refractive-index tensor of tetragonal BTO from the ultraviolet (190 nm) to the far-infrared (40 μm) derived from multimodal Mueller-matrix spectroscopic ellipsometry. We further quantify optical loss by incorporating transmission intensity measured over the 2–10 μm transparency window, resolving the extinction coefficient down to ∼10–5. To verify the underlying domain configuration, we performed independent structural analyses, including electron backscatter diffraction, confocal Raman microscopy, and Kelvin probe force microscopy. We then reconstruct an effective optical model for our multidomain BTO sample, formulated as a mixture of three tetragonal variants with the determined intrinsic refractive indices, to link microscopic domains to the macroscopic optical response. Our work presents a unified, experimentally cross-validated data set, enabling accurate modeling for electro-optic modulators and high-Q nanophotonic resonators without ad hoc approximations, and provides a general strategy for optical metrology of complex ferroic crystals.
钛酸钡(BTO)是最早报道的铁电材料之一,具有强的二阶非线性和超快的波克尔斯效应,使其在光子学上具有很高的吸引力。然而,由于普遍存在的铁电-铁弹性多畴微观结构,其光学常数仍然不确定,这使得各向异性光学响应去极化和平均,从而使传统的椭偏方法复杂化。本文报道了利用多模态Mueller-matrix光谱椭偏法得到的从紫外(190 nm)到远红外(40 μm)的四边形BTO的kramers - kronig一致复折射率张量。通过结合在2-10 μm透明窗口上测量的透射强度,我们进一步量化了光损耗,将消光系数降低到~ 10-5。为了验证潜在的结构,我们进行了独立的结构分析,包括电子背散射衍射,共聚焦拉曼显微镜和开尔文探针力显微镜。然后,我们为我们的多域BTO样品重建了一个有效的光学模型,该模型由三个具有确定的固有折射率的四方变体组成,将微观域与宏观光学响应联系起来。我们的工作提供了一个统一的,实验交叉验证的数据集,使电光调制器和高q纳米光子谐振器的精确建模无需特别近似,并为复杂铁晶体的光学计量提供了一般策略。
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引用次数: 0
Decoupling Plasmonic Hot Electrons and Photothermal Effects at Ag/Eu2O3 Interfaces for Multimode Optical Memory 多模光存储器中Ag/Eu2O3界面的去耦等离子体热电子和光热效应
IF 7 1区 物理与天体物理 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2026-10-20 DOI: 10.1021/acsphotonics.6c02145
Chengyun Zhang,Huahao Chen,Tenglong Zhang,Chenjiang Wang,Wei Gao,Qingyan Han,Xuewen Yan,Mingdi Zhang,Jun Dong
Direct physical manipulation of rare-earth luminescent states is essential to overcome the chemical-response bottlenecks in optical storage. While plasmonic resonance offers a powerful platform for this purpose, the hot-electron injection and photothermal effects accompanying plasmon relaxation are inherently coupled, posing a critical challenge for their selective utilization. Here, we achieve active separation of plasmonic energy by constructing SiO2/Eu2O3/Ag and SiO2/Eu2O3/VO2/Ag heterostructures. In the direct-contact system, synergistic hot-electron injection and photothermal effects induce the Eu3+ crystal field distortion, driving the hypersensitive electric dipole transition to dominate over the magnetic dipole transition, thereby realizing wavelength-state storage with a luminescence contrast of 0.94. The introduction of a semiconducting VO2 interlayer acts as an electron barrier, blocking hot-electron injection while retaining the pure photothermal effect. This photothermal stimulation modulates the VO2/Eu2O3 interfacial defect states and V-3d electronic states, profoundly altering the Eu3+ excited-state dynamics (with the lifetime shortened from 67.79 to 1.97 μs), thereby enabling intensity-state storage. This dual-mode platform enables patterned recording alongside reversible self-erasure and nonvolatile operation. Our work offers a clear physical picture of diverting plasmonic energy channels toward low-energy, multidimensional optical storage.
稀土发光态的直接物理操作对于克服光存储中的化学响应瓶颈至关重要。虽然等离子体共振为这一目的提供了一个强大的平台,但伴随等离子体弛豫的热电子注入和光热效应是固有耦合的,这对它们的选择性利用提出了严峻的挑战。本文通过构建SiO2/Eu2O3/Ag和SiO2/Eu2O3/VO2/Ag异质结构实现了等离子体能量的主动分离。在直接接触体系中,协同热电子注入和光热效应诱导Eu3+晶体场畸变,驱动超敏电偶极子跃迁主导磁偶极子跃迁,从而实现波长态存储,发光对比度为0.94。引入半导体VO2中间层作为电子屏障,阻止热电子注入,同时保持纯光热效应。这种光热刺激调节了VO2/Eu2O3的界面缺陷态和V-3d电子态,深刻地改变了Eu3+的激发态动力学(寿命从67.79 μs缩短到1.97 μs),从而实现了强态存储。这种双模平台可以在可逆自擦和非易失性操作的同时进行图案记录。我们的工作提供了一幅清晰的物理图景,将等离子体能量通道转向低能量、多维光存储。
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引用次数: 0
Seeing in the Dark: Intelligent Fourier Light Field Imaging for Bioluminescence Microscopy 在黑暗中看:生物发光显微镜的智能傅里叶光场成像
IF 7 1区 物理与天体物理 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2026-10-19 DOI: 10.1021/acsphotonics.6c00025
Luis Felipe Morales Curiel,Aaron Kreis,Michael Krieg
Bioluminescence microscopy offers a uniquely noninvasive window into cellular dynamics, but its use has traditionally been limited by the intrinsically low brightness of luciferases. Their poor photon budget requires long exposure times, preventing faithful visualization of rapid physiological processes, especially in three dimensions. To overcome this barrier, we developed a Fourier light field microscope coupled with deep-learning-based reconstruction that achieves subsecond volumetric bioluminescence imaging, enabling direct recovery of 3D volumes from photon-limited measurements while suppressing reconstruction noise. This approach substantially mitigates the speed–resolution trade-off of conventional light field methods and bypasses the need for slow classical deconvolution priors on the depth-dependent point-spread function. We evaluate its performance by imaging 3D calcium activity in muscles and neurons of freely moving Caenorhabditis elegans and by quantifying cell dynamics within stem-cell-derived spheroids using fluorescenti acquired with fluorescence and bioluminescence contrast. Together, these results establish our framework as a practical tool for dynamic, volumetric studies of living systems.
生物发光显微镜为细胞动力学提供了一个独特的无创窗口,但它的使用传统上受到荧光素酶固有的低亮度的限制。它们的光子预算很差,需要长时间的曝光,这阻碍了快速生理过程的忠实可视化,尤其是在三维空间中。为了克服这一障碍,我们开发了一种傅立叶光场显微镜,结合基于深度学习的重建,实现亚秒体积生物发光成像,能够从光子有限的测量中直接恢复3D体积,同时抑制重建噪声。这种方法大大减轻了传统光场方法的速度-分辨率权衡,并绕过了对深度相关点扩展函数的缓慢经典反卷积先验的需要。我们通过在自由运动的秀丽隐杆线虫的肌肉和神经元中成像三维钙活性来评估其性能,并通过荧光和生物发光对比获得的荧光定量干细胞衍生球体内的细胞动力学来评估其性能。总之,这些结果建立了我们的框架作为一个实用的工具,动态的,体积研究的生命系统。
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引用次数: 0
Gate-Programmable Bipolar β-Ga2O3 Solar-Blind Phototransistor for Encrypted Optical Communication and Image Transmission 用于加密光通信和图像传输的栅极可编程双极β-Ga2O3太阳盲光电晶体管
IF 7 1区 物理与天体物理 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2026-10-19 DOI: 10.1021/acsphotonics.6c01763
Wei Wang,Yushi Wang,Chenxing Liu,Zhengyuan Wu,Xin Dong,Kelvin H. L. Zhang,Ning Jia,Qinglin Sai,Hongji Qi,Daoyou Guo,Shan Li,Weihua Tang,Zhilai Fang
High-speed and reliable secure optical communication remains challenging because existing bipolar photodetectors either rely on slow electrochemical processes or require wavelength-selective excitation, resulting in limited processing speed, increased system complexity, and reduced communication reliability. Here, we demonstrate a gate-programmable solar-blind β-Ga2O3 phototransistor, in which gate-controlled reconfiguration of lateral and vertical carrier transport enables reversible switching of current polarity under only a fixed 254 nm solar-blind illumination wavelength. The device exhibits a responsivity of 1.73 × 104 A/W, a detectivity above 1014 Jones, and a millisecond response time, outperforming most previously reported photoelectrochemical-type and solid-state bipolar photodetectors in terms of combined sensitivity, speed, and operational simplicity. Benefiting from the electrically programmable bipolar response, the phototransistor further realizes fast XOR logic functionality, enabling encrypted text communication and image encryption/decryption under solar-blind ultraviolet illumination. This work establishes a high-performance β-Ga2O3 optoelectronic platform integrating solar-blind photodetection, logic operation, and information security, providing a promising hardware solution for next-generation secure optical communication systems.
高速可靠的安全光通信仍然具有挑战性,因为现有的双极光电探测器要么依赖于缓慢的电化学过程,要么需要波长选择性激发,导致处理速度有限,系统复杂性增加,通信可靠性降低。在这里,我们展示了一个栅极可编程的太阳盲β-Ga2O3光电晶体管,其中栅极控制的横向和垂直载流子输运的重新配置可以在固定的254 nm太阳盲照明波长下实现电流极性的可逆切换。该器件的响应率为1.73 × 104 a /W,探测率高于1014 Jones,响应时间为毫秒,在综合灵敏度、速度和操作简单性方面优于大多数先前报道的光电化学型和固态双极光电探测器。得益于电可编程双极响应,光电晶体管进一步实现了快速异或逻辑功能,实现了在太阳盲紫外线照射下的加密文本通信和图像加密/解密。本工作建立了集日盲光探测、逻辑运算和信息安全于一体的高性能β-Ga2O3光电平台,为下一代安全光通信系统提供了一个有前景的硬件解决方案。
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引用次数: 0
Robust Radiative Cooling in Functionalizable Silica Microsphere Paints 功能化二氧化硅微球涂料的强辐射冷却
IF 7 1区 物理与天体物理 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2026-10-19 DOI: 10.1021/acsphotonics.6c01355
Jorge Burgos,José Rodrigo Magana,Ares Lladós,Javier Pascualena Ferré,Sara Núñez-Sánchez,Juliana Jaramillo Fernández,Cefe López,Pedro David García
Disordered coatings based on silica microspheres provide a scalable and robust platform for passive daytime radiative cooling. While particle-size optimization is often considered critical for enhancing solar scattering, the role of microsphere diameter once a coating operates in the multiple-scattering regime remains unclear. Here, we characterize the radiative cooling performance of disordered, multiply scattering photonic glass coatings with diameters ranging from 2 to 8 μm, deposited on a highly reflective substrate. Despite measurable differences in microscopic scattering properties, both the spectral radiative response and the net cooling performance are robust to variations in particle diameter within the investigated range. Outdoor thermal measurements reveal nearly identical steady-state temperature reductions across the full size range. These results identify this robustness as a property of the complete coating–substrate architecture: in the solar range, multiple scattering and the reflective substrate act together to maintain high reflectance, while in the mid-infrared range, the response is dominated by the intrinsic Si–O absorption of the silica layer. This robustness enables microsphere size to be selected based on surface chemistry or processing constraints without compromising cooling performance.
基于二氧化硅微球的无序涂层为被动日间辐射冷却提供了一个可扩展和强大的平台。虽然颗粒尺寸优化通常被认为是增强太阳散射的关键,但一旦涂层在多重散射状态下工作,微球直径的作用仍不清楚。在这里,我们描述了在高反射衬底上沉积的直径范围为2至8 μm的无序多散射光子玻璃涂层的辐射冷却性能。尽管微观散射特性存在可测量的差异,但在所研究范围内,光谱辐射响应和净冷却性能对颗粒直径的变化都是稳健的。室外热测量显示,在整个尺寸范围内,几乎相同的稳态温度降低。这些结果表明,这种鲁棒性是完整涂层-衬底结构的一种特性:在太阳范围内,多次散射和反射衬底共同作用以保持高反射率,而在中红外范围内,响应由二氧化硅层的固有Si-O吸收主导。这种坚固性使微球尺寸可以根据表面化学或加工限制来选择,而不会影响冷却性能。
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引用次数: 0
Analysis ofthe Topology of a Plasmonic Target-SkyrmionTexture 等离子体目标的拓扑分析-天空纹理
IF 7 1区 物理与天体物理 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2026-10-17 DOI: 10.1021/acsphotonics.6c01729
Alexander Neuhaus,Pascal Dreher,Philipp Gessler,Bettina Frank,Timothy J. Davis,Harald Giessen,Karin Everschor-Sitte,Frank-J. Meyer zu Heringdorf
Abstract Topological concepts are frequently used to describe structured optical fields, including plasmonic near fields. Topological descriptions in terms of skyrmion numbers implicitly assume the compactness of the underlying manifold. While this concept works for constrained fields due to inherent integration boundaries, compactness is usually not fulfilled in extended optical fields. Here, we use time-resolved polarimetric photoemission microscopy to determine the electric field vectors of a surface plasmon polariton nanofocus on Au(111) with deep sub-wavelength spatial and sub-fs temporal resolution. The surface plasmon polaritons were excited with circularly polarized light at an Archimedean spiral that was milled into the Au surface by a focused ion beam. The full vectorial field information provided by polarimetric PEEM allows for a spatiotemporal analysis of the skyrmion number of the field texture. At a fixed time, the skyrmion number oscillates as a function of the radius. Furthermore, the skyrmion number oscillates in time. The experimental findings are compared to analytical calculations that lead to the same conclusion: a global skyrmion number cannot be assigned in such non-compact fields. Our results reveal the limitations of the skyrmion number for optical fields and motivate the search for new topological invariants suited for optical fields.
拓扑概念经常用于描述结构光场,包括等离子体近场。基于skyrmion数的拓扑描述隐含地假设了底层流形的紧性。由于固有的积分边界,这一概念适用于受限场,但在扩展光场中通常不满足紧性。在这里,我们使用时间分辨偏振光发射显微镜来确定具有深亚波长空间和亚fs时间分辨率的表面等离子体极化子纳米聚焦在Au(111)上的电场矢量。表面等离子激元极化子是用阿基米德螺旋的圆偏振光激发的,该螺旋被聚焦的离子束磨入金表面。极化PEEM提供的完整矢量场信息允许对场纹理的skyrmion数进行时空分析。在固定时间,斯基米恩数作为半径的函数振荡。此外,skyrmion数随时间振荡。将实验结果与分析计算结果进行了比较,得出了相同的结论:在这种非紧化场中不能分配全局skyrmion数。我们的结果揭示了光场的斯基米子数的局限性,并激发了寻找适合于光场的新的拓扑不变量。
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引用次数: 0
Exciton-TunablePhase Control and Superstrong Couplingthrough Multimode Polariton Engineering in Planar Waveguides 平面波导中多模极化工程的激子可调相位控制和超强耦合
IF 7 1区 物理与天体物理 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2026-10-16 DOI: 10.1021/acsphotonics.6c01318
Johannes Bürger,Erika Cortese,Simone Di Muzio,Daniele Sanvitto,Simone De Liberato,Dario Ballarini
Abstract Strong light–matter coupling in optical waveguides provides a versatile platform for engineering hybrid polaritonic modes and their dispersion. Here, we investigate multimode exciton–photon coupling in visible semiconductor waveguides supporting several transverse electric modes. Using rigorous coupled-wave analysis combined with a coupled-oscillator model, we show that the photonic band structure can be engineered across a range of regimes, from conventional multimode strong coupling to the superstrong coupling regime, where the Rabi coupling becomes comparable to the spacing between adjacent photonic modes. In the latter regime, hybridization between orthogonal electromagnetic modes is enabled by restricting the active material to a subregion of the mode volume where the photonic modes exhibit strong mutual overlap. This breaking of the orthogonality leads to polaritonic branches whose composition can be tuned among several photonic modes and the exciton. We demonstrate that small shifts of the exciton resonance produce pronounced changes in the propagation constants of different polariton branches, enabling exciton-controlled phase modulation through modal interference and, in the superstrong coupling regime, direct modal switching across a continuous S-shaped dispersion. The resulting figures of merit predict π phase shifts for exciton energy shifts of only a few meV over propagation lengths of tens of micrometers, while larger shifts are still required for mode switching. These results establish multimode waveguide polaritons as a versatile platform spanning multiple coupling regimes, for compact phase and intensity control in integrated photonic architectures.
光波导中的强光-物质耦合为工程混合极化模及其色散提供了一个通用的平台。在这里,我们研究了支持几种横向电模式的可见半导体波导中的多模激子-光子耦合。使用严格的耦合波分析结合耦合振荡器模型,我们表明光子带结构可以在一系列范围内设计,从传统的多模强耦合到超强耦合,其中拉比耦合与相邻光子模式之间的间距相当。在后一种情况下,通过将活性物质限制在模式体积的子区域内,光子模式表现出强烈的相互重叠,可以实现正交电磁模式之间的杂化。这种正交性的破坏导致极化分支,其组成可以在几个光子模式和激子之间进行调谐。我们证明了激子共振的微小位移会产生不同极化子分支的传播常数的显著变化,从而通过模态干涉实现激子控制的相位调制,并且在超强耦合状态下,通过连续s形色散实现直接模态切换。结果表明,在几十微米的传输长度上,激子的能量位移只有几个meV,而模式切换仍然需要更大的位移。这些结果建立了多模波导极化子作为一个跨越多个耦合机制的通用平台,用于集成光子结构中紧凑的相位和强度控制。
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引用次数: 0
Closed-Loop,Event-Driven Machine Learning for AutonomousTriage of Single-Photon Emitters 闭环,事件驱动的机器学习用于单光子发射器的自主导航
IF 7 1区 物理与天体物理 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2026-10-15 DOI: 10.1021/acsphotonics.6c01984
Tanvir M. Mahim,Md Nahin Islam,M. Mosaddequr Rahman,Abu S. M. Mohsin
Abstract Identifying which candidate sites on a solid-state sample are single-photon emitters requires a Hanbury Brown–Twiss (HBT) measurement of the second-order correlation function g(2)(τ), which is slow because photon coincidences accumulate at a rate proportional to the square of the detected count rate. We examine how much of this time can be saved by deciding while the coincidences are still accumulating and by adapting the exposure of each site. A spiking neural network reads the coincidence record in short time slices and updates, after every slice, its estimate of the probability that the site hosts a single emitter; a reinforcement-learning controller decides, site by site, whether to expose longer, certify, or reject; and a graph that encodes the electronic level structure of each emitter class conditions one estimator on the class being measured. All components are trained on simulated data from a standard three-level photon-counting model, which we validate against the exact master-equation solution before use. In simulation, the event-driven estimator reaches 90% balanced accuracy with 6 times less acquisition time than a multistart least-squares fit, typically committing to a decision 312 ms into a 1 s exposure, and adaptive exposure screens simulated 48-site fields 1.7 times faster than fixed-dwell scanning at matched precision and recall. Applied without retraining to published experimental HBT data from an InGaAs/GaAs quantum dot, a network trained only on simulated pulsed-excitation histograms estimates g(2)(0) from 30 s records with half the error of peak-area analysis of the same records. The closed-loop results are obtained in simulation only. The code, data, and trained models are openly available.
确定固态样品上哪些候选位点是单光子发射体需要对二阶相关函数g(2)(τ)进行Hanbury Brown-Twiss (HBT)测量,这是缓慢的,因为光子巧合以与检测计数率的平方成正比的速率积累。我们通过在巧合还在积累的时候做出决定,并调整每个地点的暴露情况,来研究可以节省多少时间。尖峰神经网络在短时间片段中读取巧合记录,并在每个片段之后更新其对该站点拥有单个发射器的概率的估计;强化学习控制器逐个站点决定是否延长暴露时间、认证或拒绝;以及编码每个发射器类别的电子电平结构的图形,该图形在被测量的类别上条件有一个估计器。所有组件都在标准三能级光子计数模型的模拟数据上进行训练,我们在使用前根据精确的主方程解进行验证。在模拟中,事件驱动的估计器达到了90%的平衡精度,比多起点最小二乘拟合的采集时间少6倍,通常在1秒的曝光中做出312毫秒的决定,自适应曝光屏幕模拟48个位置的领域,在匹配的精度和召回率下,比固定驻留扫描快1.7倍。应用于InGaAs/GaAs量子点已发表的实验HBT数据而无需重新训练,仅在模拟脉冲激发直方图上训练的网络从30 s记录中估计g(2)(0),其峰面积分析误差为相同记录的一半。闭环结果仅在仿真中得到。代码、数据和经过训练的模型都是公开可用的。
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引用次数: 0
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ACS Photonics
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