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Two-optical-cycle pulses from nanophotonic two-color soliton compression. 纳米光子双色孤子压缩的双光周期脉冲。
IF 23.4 1区 物理与天体物理 Q1 Physics and Astronomy Pub Date : 2026-02-06 DOI: 10.1038/s41377-026-02187-8
Robert M Gray, Ryoto Sekine, Maximilian Shen, Thomas Zacharias, James Williams, Selina Zhou, Rahul Chawlani, Luis Ledezma, Nicolas Englebert, Alireza Marandi

Few- and single-cycle optical pulses and their associated ultra-broadband spectra have been crucial in the progress of ultrafast science and technology. Moreover, multi-color waveforms composed of independently manipulable ultrashort pulses in distinct spectral bands offer unique advantages in pulse synthesis and attosecond science. However, the generation and control of ultrashort pulses has required bulky and expensive optical systems at the tabletop scale and has so far been beyond the reach of integrated photonics. Here, we break these limitations and demonstrate two-optical-cycle pulse compression using quadratic two-color soliton dynamics in lithium niobate nanophotonics. By leveraging dispersion engineering and operation near phase matching, we achieve extreme compression, energy-efficient operation, and strong conversion of pump to the second harmonic. We experimentally demonstrate generation of ∼13 fs pulses at 2 µm using only ∼3 pJ of input energy. We further illustrate how the demonstrated scheme can be readily extended to on-chip single-cycle pulse synthesis with sub-cycle control. Our results provide a path towards realization of single-cycle ultrafast systems in nanophotonic circuits.

单周期光脉冲及其相关的超宽带光谱在超快科学技术的发展中起着至关重要的作用。此外,由不同光谱波段的可独立操纵的超短脉冲组成的多色波形在脉冲合成和阿秒科学中具有独特的优势。然而,超短脉冲的产生和控制需要庞大而昂贵的桌面级光学系统,并且迄今为止已经超出了集成光子学的范围。在这里,我们打破了这些限制,并展示了在铌酸锂纳米光子学中使用二次双色孤子动力学的双光周期脉冲压缩。通过利用色散工程和运行近相匹配,我们实现了极低的压缩,节能运行,以及泵到二次谐波的强转换。我们通过实验证明,仅使用~ 3 pJ的输入能量,就能在2µm处产生~ 13 fs的脉冲。我们进一步说明了所演示的方案如何易于扩展到具有子周期控制的片上单周脉冲合成。我们的研究结果为在纳米光子电路中实现单周期超快系统提供了一条途径。
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引用次数: 0
Editors at the frontier: from the editorial desk to the research lab. 前沿编辑:从编辑台到研究实验室。
IF 23.4 1区 物理与天体物理 Q1 Physics and Astronomy Pub Date : 2026-02-06 DOI: 10.1038/s41377-026-02191-y
Siqiu Guo, Fei Ding
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引用次数: 0
Plasmonic nanocavity-enabled universal detection of layer-breathing vibrations in two-dimensional materials. 等离子体纳米空腔实现了二维材料层呼吸振动的普遍探测。
IF 23.4 1区 物理与天体物理 Q1 Physics and Astronomy Pub Date : 2026-02-06 DOI: 10.1038/s41377-026-02203-x
Heng Wu, Miao-Ling Lin, Sen Yan, Lin-Shang Chen, Zhong-Jie Wang, Yi-Fei Zhang, Ti-Ying Zhu, Zheng-Yu Su, Jun Wang, Xue-Lu Liu, Zhong-Ming Wei, Yan-Meng Shi, Xiang Wang, Bin Ren, Ping-Heng Tan

Conventional Raman spectroscopy faces inherent limitations in detecting interlayer layer-breathing (LB) vibrations with inherently weak electron-phonon coupling or Raman inactivity in two-dimensional materials, hindering insights into interfacial coupling and stacking dynamics. Here, we demonstrate a universal plasmon-enhanced Raman spectroscopy strategy using gold or silver nanocavities to strongly enhance and detect LB modes in multilayer graphene, hBN, and their van der Waals heterostructures. Plasmonic nanocavities even modify the linear and circular polarization selection rules of the LB vibrations. By developing an electric-field-modulated interlayer bond polarizability model, we quantitatively explain the observed intensity profiles and reveal the synergistic roles of localized plasmonic field enhancement and interfacial polarizability modulation. This model successfully describes the behavior of plasmon-enhanced LB vibrations across different material systems and nanocavity geometries. This work not only overcomes traditional detection barriers but also provides a quantitative framework for probing interlayer interactions, offering a versatile platform for investigating hidden interfacial phonons and advancing the characterization of layered quantum materials.

传统的拉曼光谱在检测二维材料中固有的弱电子-声子耦合或拉曼不活性的层间呼吸(LB)振动方面存在固有的局限性,阻碍了对界面耦合和堆叠动力学的深入研究。在这里,我们展示了一种通用的等离子体增强拉曼光谱策略,使用金或银纳米空腔来强烈增强和检测多层石墨烯,hBN及其范德华异质结构中的LB模式。等离子体纳米腔甚至改变了LB振动的线性和圆极化选择规则。通过建立电场调制的层间键极化率模型,我们定量地解释了观察到的强度分布,并揭示了局部等离子体场增强和界面极化率调制的协同作用。该模型成功地描述了等离子体增强LB振动在不同材料系统和纳米腔几何形状中的行为。这项工作不仅克服了传统的探测障碍,而且为探测层间相互作用提供了定量框架,为研究隐藏界面声子和推进层状量子材料的表征提供了一个通用平台。
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引用次数: 0
Substitution of free halide ions unlocks responsive photoluminescence switching in manganese-based metal halides. 自由卤化物离子取代解锁响应光致发光开关在锰基金属卤化物。
IF 23.4 1区 物理与天体物理 Q1 Physics and Astronomy Pub Date : 2026-02-05 DOI: 10.1038/s41377-025-02161-w
Sisi Li, Kaitong Luo, Yali Zhou, Junhao Wang, Zhen Zhang, Zhao-Qing Liu, Yibo Chen

Stimuli-responsive organic-inorganic metal halides hold great promise for emerging information-related applications. In this work, replacing the free halide ion Cl- with Br- in C5H11N3(MnCl3·H2O)X (where C5H11N32+ represents histamine cation, X represents free halide ions) converts the non-responsive hybrid C5H11N3(MnCl3·H2O)Cl into a stimuli-responsive C5H11N3(MnCl3·H2O)Br. The latter exhibits reversible photoluminescence color switching between red and green upon thermal or water exposure. Extensive experimental and theoretical analyses reveal that the responsive property primarily stems from weakened hydrogen bonding surrounding H2O molecules after Br- substitution, which facilitates the initial escape of H2O molecules under heating. Subsequent structural reorganization and coordination transformation then induce the change in photoluminescence. Furthermore, the fabricated halide/polymer luminescent films are demonstrated to be highly applicable in multiple scenarios, such as planar temperature sensing, thermal stamping, and encryption/decryption. This study highlights the crucial yet often overlooked role of free halide ions in metal halides and offers new insights into their structure-property relationships.

刺激响应的有机-无机金属卤化物在新兴的信息相关应用中具有很大的前景。在这项工作中,用Br-取代C5H11N3(MnCl3·H2O)X中的游离卤化物离子Cl-(其中C5H11N32+代表组胺阳离子,X代表游离卤化物离子)将无响应的杂化C5H11N3(MnCl3·H2O)Cl转化为刺激响应的C5H11N3(MnCl3·H2O)Br。后者表现出可逆的光致发光,在热或水暴露时在红色和绿色之间切换。大量的实验和理论分析表明,反应性主要源于Br取代后H2O分子周围的氢键减弱,这有利于H2O分子在加热下的初始逸出。随后的结构重组和配位转变引起了光致发光的变化。此外,制备的卤化物/聚合物发光薄膜在平面温度传感、热冲压和加密/解密等多种场景中具有很高的适用性。这项研究强调了自由卤化物离子在金属卤化物中至关重要但经常被忽视的作用,并为它们的结构-性质关系提供了新的见解。
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引用次数: 0
Optical coherence photoacoustic microscopy for 3D cancer model imaging with AI-assisted organoid analysis. 光学相干光声显微镜用于三维肿瘤模型成像与人工智能辅助类器官分析。
IF 23.4 1区 物理与天体物理 Q1 Physics and Astronomy Pub Date : 2026-02-05 DOI: 10.1038/s41377-025-02177-2
Abigail J Deloria, Agnes Csiszar, Shiyu Deng, Mohammad Ali Sabbaghi, Francesco Branciforti, Lukasz Bugyi, Giulia Rotunno, Richard Haindl, Rainer Leitgeb, Massimo Salvi, Manojit Pramanik, Yi Yuan, Leopold Schmetterer, Gergely Szakacs, Wolfgang Drexler, Kristen M Meiburger, Mengyang Liu

Cancer organoids and cancer spheroids are 3D cell culture models with distinct yet overlapping purposes in cancer research. Various commercially available optical imaging techniques have been employed to study these cell cultures, but these methods suffer from various limitations such as the requirement of fluorescence labeling, complicated sample handling, and limited image volume size. In this work, we demonstrate a multimodal optical coherence photoacoustic microscopy (OC-PAM) system for the study of these models, overcoming these limitations. We first performed a longitudinal study using optical coherence microscopy (OCM) for breast cancer organoids. Using the OCM imaging results, artificial intelligence (AI)-based algorithms were developed to automatically segment individual organoids and classify their viability over time using a radiomics texture feature approach, enabling robust, quantitative tracking and classification at the single-organoid level. To supplement OCM's contrast, we then performed OC-PAM imaging of spheroid models with both melanin positive and melanin negative cells. In the second study, the OC-PAM images clearly mapped the distribution of melanin positive cells hidden amongst melanin negative cells. These results suggest that OC-PAM coupled with AI techniques can be a powerful tool to study cancer organoids and cancer spheroids.

癌症类器官和癌症球体是三维细胞培养模型,在癌症研究中具有不同但重叠的目的。各种商业上可用的光学成像技术已被用于研究这些细胞培养,但这些方法受到各种限制,如荧光标记的要求,复杂的样品处理,和有限的图像体积大小。在这项工作中,我们展示了用于这些模型研究的多模态光学相干光声显微镜(OC-PAM)系统,克服了这些限制。我们首先使用光学相干显微镜(OCM)对乳腺癌类器官进行了纵向研究。利用OCM成像结果,开发了基于人工智能(AI)的算法,使用放射组学纹理特征方法自动分割单个类器官并随时间对其生存能力进行分类,从而在单个类器官水平上实现稳健、定量的跟踪和分类。为了补充OCM的对比,我们随后对含有黑色素阳性和黑色素阴性细胞的球体模型进行OC-PAM成像。在第二项研究中,OC-PAM图像清晰地绘制了隐藏在黑色素阴性细胞中的黑色素阳性细胞的分布。这些结果表明,OC-PAM结合人工智能技术可以成为研究癌症类器官和癌症球体的有力工具。
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引用次数: 0
High-power pulsed electrochemiluminescence for optogenetic manipulation of Drosophila larval behaviour. 高功率脉冲电化学发光对果蝇幼虫行为的光遗传操纵。
IF 23.4 1区 物理与天体物理 Q1 Physics and Astronomy Pub Date : 2026-02-05 DOI: 10.1038/s41377-025-02143-y
Chang-Ki Moon, Matthias König, Ranjini Sircar, Julian F Butscher, Ronald Alle, Klaus Meerholz, Stefan R Pulver, Malte C Gather

Electrochemiluminescence (ECL) produces light through electrochemical reactions and has shown promise for various analytic applications in biomedicine. However, the use of ECL devices (ECLDs) as light sources has been limited due to insufficient light output and low operational stability. In this study, we present a high-power pulsed operation strategy for ECLDs to address these limitations and demonstrate their effectiveness in optogenetic manipulation. By applying a biphasic voltage sequence with short opposing phases, we achieve intense and efficient ECL through an exciplex-formation reaction pathway. This approach results in an exceptionally high optical power density, exceeding 100 μW mm-², for several thousand pulses. Balancing the ion concentration by optimizing the voltage waveform further improves device stability. By incorporating multiple optimized pulses into a pulse train separated by short rest periods, extended light pulses of high brightness and with minimal power loss over time were obtained. These strategies were leveraged to elicit a robust optogenetic response in fruit fly (Drosophila melanogaster) larvae expressing the optogenetic effector CsChrimson. The semi-transparent nature of ECLDs facilitates simultaneous imaging of larval behaviour from underneath, through the device. These findings highlight the potential of ECLDs as versatile optical tools in biomedical and neurophotonics research.

电化学发光(ECL)是一种通过电化学反应产生光的技术,在生物医学分析领域有着广阔的应用前景。然而,由于光输出不足和操作稳定性低,ECL器件(ecld)作为光源的使用受到限制。在本研究中,我们提出了一种用于ecld的高功率脉冲操作策略,以解决这些限制并证明其在光遗传操作中的有效性。通过施加具有短相反相位的双相电压序列,我们通过激合-形成反应途径实现了强烈而有效的ECL。这种方法可以产生非常高的光功率密度,超过100 μW mm-²,可以产生数千个脉冲。通过优化电压波形平衡离子浓度,进一步提高了器件的稳定性。通过将多个优化脉冲合并到一个脉冲序列中,以短的休息时间分开,可以获得高亮度和最小功率损耗的延长光脉冲。利用这些策略,在表达光遗传效应物CsChrimson的果蝇(Drosophila melanogaster)幼虫中引发了强烈的光遗传反应。ecld的半透明特性有助于通过该设备从下方同时成像幼虫的行为。这些发现突出了ecld在生物医学和神经光子学研究中作为多功能光学工具的潜力。
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引用次数: 0
Induced fit growth of Ga-based semiconductor thin films for brain-inspired electronics and optoelectronics. 脑激发电子学和光电子学用镓基半导体薄膜的诱导拟合生长。
IF 23.4 1区 物理与天体物理 Q1 Physics and Astronomy Pub Date : 2026-02-04 DOI: 10.1038/s41377-025-02096-2
Zixu Sa, Kepeng Song, You Meng, Wenfeng Wu, Zhaocong Wang, Pengsheng Li, Jie Zhang, Zeqi Zang, Guangcan Wang, Mingxu Wang, Zhitai Jia, Yang Tan, Weifeng Li, SenPo Yip, Feng Chen, Johnny C Ho, Zai-Xing Yang

Current crystalline thin-film production techniques typically require specific growth substrates, posing significant challenges for their use in flexible electronics and integrated optoelectronics. In response to these challenges, we introduce a novel method called 'induced fit growth', inspired by the induced fit theory in molecular biology. This method overcomes the limitations of current techniques by enabling the deposition of Ga-based semiconductor films, including GaSb, GaSe, GaAs, and GaAsSb, with controllable thickness and morphology on arbitrary substrates. Utilizing a low-cost, wafer-scale vapor deposition process compatible with standard semiconductor procedures, these Ga-based films can be patterned for various functional applications. For example, the patterned Ga-based thin films exhibit broad applicability in p-channel transistor arrays (with hole mobility of 0.25 cm2 V⁻1 s⁻1), functional synaptic devices, and flexible omnidirectional imaging sensors (maintaining functionality at incident angles as low as 5°). Overall, the proposed induced fit growth method facilitates the growth of Ga-based semiconductor films with greater integration flexibility, enhancing their advanced functionality and broad applicability.

目前的晶体薄膜生产技术通常需要特定的生长衬底,这对其在柔性电子和集成光电子中的应用提出了重大挑战。为了应对这些挑战,我们引入了一种被称为“诱导适应生长”的新方法,灵感来自分子生物学中的诱导适应理论。该方法克服了现有技术的局限性,可以在任意衬底上沉积具有可控厚度和形貌的ga基半导体薄膜,包括GaSb、GaSe、GaAs和GaAsSb。利用与标准半导体程序兼容的低成本,晶圆级气相沉积工艺,这些基于ga的薄膜可以用于各种功能应用。例如,图案化的镓基薄膜在p通道晶体管阵列(空穴迁移率为0.25 cm2 V - 1 s - 1)、功能性突触装置和灵活的全方位成像传感器(在入射角低至5°时保持功能)中表现出广泛的适用性。总体而言,本文提出的诱导拟合生长方法促进了镓基半导体薄膜的生长,具有更大的集成灵活性,增强了其先进的功能和广泛的适用性。
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引用次数: 0
Break-through amplified spontaneous emission with ultra-low threshold in perovskite via synergetic moisture and BHT dual strategies. 通过协同水分和BHT双重策略突破钙钛矿超低阈值放大自发辐射。
IF 23.4 1区 物理与天体物理 Q1 Physics and Astronomy Pub Date : 2026-02-02 DOI: 10.1038/s41377-025-02171-8
Dingke Zhang, Rui Li, Haoyue Luo, Zhen Meng, Jingwen Yao, Hongfang Liu, Yexiong Huang, Shuaiqi Li, Peng Yu, Jie Yang, Mingyu Pi, Shencheng Fu, Zhenxiang Cheng, Yichun Liu

Micro-nano lasers hold significant promise for on-chip integrated photonics, where perovskite materials emerge as compelling gain media despite stability challenges. While moisture typically degrades perovskite structures, its controlled integration can paradoxically enhance crystallization. Here, we demonstrate a synergistic strategy utilizing water molecules and butylated hydroxytoluene (BHT) additive to achieve high-quality methylammonium lead iodide (MAPbI₃) films with low defect density. Through optimized BHT (4 wt%) combined with 95% relative humidity treatment, we attain an unprecedented amplified spontaneous emission (ASE) threshold of 8.987 μJ cm⁻² under nanosecond pulse excitation - the lowest value reported to date. This dual-triggered film completes ASE intensity retention after 30-day ambient storage. In situ structural and optoelectronic characterization reveals that BHT extends water-perovskite interaction, facilitating organic cation vertical diffusion and preferential (110)-oriented crystallization with 53.02% perpendicular alignment. Transient absorption (TA) spectroscopy confirms suppressed non-radiative recombination, evidenced by 11% prolonged carrier lifetime (6145 ps), while temperature-dependent photoluminescence reveals enhanced exciton binding energy (73.50 meV vs. 60.68 meV) conducive to low-threshold lasing. This work transforms moisture from a degradation agent into a crystallization promoter, establishing a paradigm for high-performance perovskite lasers with simultaneous efficiency and stability.

微纳激光器在片上集成光子学领域具有重大前景,尽管存在稳定性挑战,钙钛矿材料仍成为引人注目的增益介质。虽然水分通常会降解钙钛矿结构,但它的控制集成可以矛盾地增强结晶。在这里,我们展示了一种利用水分子和丁基羟基甲苯(BHT)添加剂的协同策略,以获得具有低缺陷密度的高质量甲基碘化铅(MAPbI₃)薄膜。通过优化BHT (4 wt%)结合95%相对湿度处理,我们在纳秒脉冲激发下获得了8.987 μJ cm - 2的放大自发发射(ASE)阈值,这是迄今为止报道的最低值。这种双触发薄膜在30天的环境储存后完成了ASE强度的保留。原位结构和光电子表征表明BHT扩展了水-钙钛矿相互作用,促进有机阳离子垂直扩散和优先(110)取向结晶,垂直取向为53.02%。瞬态吸收(TA)光谱证实非辐射复合受到抑制,载流子寿命延长11% (6145 ps),而温度依赖性光致发光显示激子结合能增强(73.50 meV vs. 60.68 meV),有利于低阈值激光。这项工作将水分从降解剂转化为结晶促进剂,为同时具有效率和稳定性的高性能钙钛矿激光器建立了典范。
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引用次数: 0
Collection of fluorescence from an ion using trap-integrated photonics. 利用阱集成光子学从离子中收集荧光。
IF 23.4 1区 物理与天体物理 Q1 Physics and Astronomy Pub Date : 2026-01-29 DOI: 10.1038/s41377-025-02138-9
Felix W Knollmann, Sabrina M Corsetti, Ethan R Clements, Reuel Swint, Aaron D Leu, May E Kim, Patrick T Callahan, Dave Kharas, Thomas Mahony, Cheryl Sorace-Agaskar, Robert McConnell, Colin D Bruzewicz, Isaac L Chuang, Jelena Notaros, John Chiaverini

Spontaneously emitted photons are entangled with the electronic and nuclear degrees of freedom of the emitting atom, so interference and measurement of these photons can entangle separate matter-based quantum systems as a resource for quantum information processing. Since confinement in a single-mode facilitates the photon interference needed for generating entanglement, the dipole emission patterns relevant in spontaneous emission present a mode-matching challenge. Current demonstrations rely on bulk photon-collection and manipulation optics that suffer from large component size and system-to-system variability-factors that impede scaling to the large numbers of entangled pairs needed for quantum information processing. To address these limitations, we demonstrate a collection method that enables passive phase stability, straightforward photonic manipulation, and intrinsic reproducibility. Specifically, we engineer a waveguide-integrated grating to couple photons emitted from a trapped ion into a single optical mode within a microfabricated ion-trap chip. Using the integrated collection optic, we characterize the collection efficiency, image the ion, and detect the ion's quantum state. The integrated optic covers 2.18% of the solid angle and collects 1.97 ± 0.3% of the spontaneously emitted light incident on the grating for a total collection efficiency of 0.043% into a single-mode waveguide. This proof-of-principle demonstration lays the foundation for leveraging the inherent stability and reproducibility of integrated photonics to create, manipulate, and measure multipartite quantum states in arrays of quantum emitters.

自发发射的光子与发射原子的电子和核自由度纠缠在一起,因此对这些光子的干涉和测量可以纠缠单独的基于物质的量子系统,作为量子信息处理的资源。由于单模约束有利于产生纠缠所需的光子干涉,因此与自发发射相关的偶极子发射模式提出了模式匹配的挑战。目前的演示依赖于大量的光子收集和操作光学,这些光学器件存在较大的组件尺寸和系统对系统的可变性,这些因素阻碍了量子信息处理所需的大量纠缠对的扩展。为了解决这些限制,我们展示了一种能够实现被动相位稳定、直接光子操纵和内在可重复性的收集方法。具体来说,我们设计了一个波导集成光栅,将捕获离子发射的光子耦合到微制造离子阱芯片中的单个光学模式中。利用集成收集光,我们表征了收集效率,对离子成像,并检测了离子的量子态。集成光覆盖了2.18%的立体角,将入射到光栅上的自发发射光的1.97±0.3%收集到单模波导中,总收集效率为0.043%。该原理证明演示为利用集成光子学固有的稳定性和可重复性来创建、操纵和测量量子发射器阵列中的多部量子态奠定了基础。
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引用次数: 0
Detection and imaging of chemicals and hidden explosives using terahertz time-domain spectroscopy and deep learning. 利用太赫兹时域光谱和深度学习技术探测和成像化学物质和隐藏的爆炸物。
IF 23.4 1区 物理与天体物理 Q1 Physics and Astronomy Pub Date : 2026-01-22 DOI: 10.1038/s41377-026-02190-z
Xinghe Jiang, Yuhang Li, Yuzhu Li, Che-Yung Shen, Aydogan Ozcan, Mona Jarrahi

Detecting concealed chemicals and explosives remains a critical challenge in global security. Terahertz time-domain spectroscopy (THz-TDS) offers a promising non-invasive and stand-off detection technique owing to its ability to penetrate optically opaque materials without causing ionization damage. While many chemicals exhibit distinct spectral features in the terahertz range, conventional terahertz-based detection methods often struggle in real-world environments, where variations in sample geometry, thickness, and packaging can lead to inconsistent spectral responses. In this study, we present a chemical imaging system that integrates THz-TDS with deep learning to enable accurate pixel-level identification and classification of different explosives. Operating in reflection mode and enhanced with plasmonic nanoantenna arrays, our THz-TDS system achieves a peak dynamic range of 96 dB and a detection bandwidth of 4.5 THz, supporting practical, stand-off operation. By analyzing individual time-domain pulses with deep neural networks, the system exhibits strong resilience to environmental variations and sample inconsistencies. Blind testing across eight chemicals-including pharmaceutical excipients and explosive compounds-resulted in an average classification accuracy of 99.42% at the pixel level. Notably, the system maintained an average accuracy of 88.83% when detecting explosives concealed under opaque paper coverings, demonstrating its robust generalization capability. These results highlight the potential of combining advanced terahertz spectroscopy with neural networks for highly sensitive and specific chemical and explosive detection in diverse and operationally relevant scenarios.

探测隐藏的化学品和爆炸物仍然是全球安全面临的重大挑战。太赫兹时域光谱(THz-TDS)提供了一种很有前途的非侵入性和隔离检测技术,因为它能够穿透光学不透明材料而不会造成电离损伤。虽然许多化学物质在太赫兹范围内表现出明显的光谱特征,但传统的基于太赫兹的检测方法在现实环境中经常遇到困难,因为样品几何形状、厚度和包装的变化可能导致光谱响应不一致。在这项研究中,我们提出了一种化学成像系统,该系统将太赫兹- tds与深度学习相结合,能够对不同的爆炸物进行精确的像素级识别和分类。我们的太赫兹- tds系统在反射模式下工作,并通过等离子体纳米天线阵列增强,峰值动态范围为96 dB,检测带宽为4.5太赫兹,支持实际的隔离操作。通过使用深度神经网络分析单个时域脉冲,该系统显示出对环境变化和样本不一致性的强弹性。对8种化学物质(包括药用辅料和爆炸性化合物)进行盲测,在像素水平上的平均分类准确率为99.42%。值得注意的是,该系统在检测隐藏在不透明纸张覆盖物下的爆炸物时,平均准确率保持在88.83%,显示了其强大的泛化能力。这些结果突出了将先进的太赫兹光谱与神经网络相结合的潜力,可以在不同的操作相关场景中进行高灵敏度和特定的化学和爆炸物检测。
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Light, science & applications
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