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Photoelectrochemical Probing of Hot Carrier Generation and Transfer in Gold Nanospheres 金纳米球中热载流子生成和转移的光电化学探测
IF 7 1区 物理与天体物理 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-07-09 DOI: 10.1021/acsphotonics.5c00964
Seokheon Kim, Sangwoon Yoon
Understanding the generation and transfer of hot carriers in gold nanoparticles (AuNPs) is critical for advancing plasmonic photocatalysis and photovoltaics. Hot carriers are produced via nonradiative plasmon decay, yet the size dependence of their generation and the spatial range of their transfer remain underexplored. Here, we employ photoelectrochemical (PEC) methods to directly quantify the generation and transfer efficiencies of hot carriers in AuNPs. Size-controlled gold nanospheres (AuNSs) with diameters of 20, 32, 56, 74, and 98 nm are immobilized on ITO electrodes. Upon 532 nm laser excitation in a citrate-containing solution, hot holes oxidize citrate, and the resulting electron accumulation is measured via a photocurrent or open-circuit potential. We find that the hot carrier generation efficiency per absorbed photon decreases with an increasing AuNS size, exhibiting an inverse-square dependence on the AuNS diameter. To evaluate distance-dependent transfer efficiency, we introduce alkanethiol self-assembled monolayers (SAMs) of varying lengths onto the AuNS surfaces. The photocurrent decays exponentially with SAM thickness, revealing the spatial attenuation of the hot hole transfer. Our findings demonstrate the utility of PEC methods for probing plasmonic hot carriers and provide direct evidence for both size- and distance-dependent efficiencies.
了解热载流子在金纳米颗粒(AuNPs)中的产生和转移对于推进等离子体光催化和光伏发电至关重要。热载流子是通过非辐射等离子体衰变产生的,但其产生的尺寸依赖性和其转移的空间范围仍未得到充分研究。在这里,我们采用光电化学(PEC)方法直接量化了aunp中热载子的产生和转移效率。将直径分别为20、32、56、74和98 nm的尺寸可控金纳米球固定在ITO电极上。在含有柠檬酸盐的溶液中,在532 nm激光激发下,热空穴氧化柠檬酸盐,并通过光电流或开路电位测量产生的电子积累。我们发现每个吸收光子的热载流子产生效率随着AuNS尺寸的增加而降低,与AuNS直径呈反比平方关系。为了评估距离依赖的转移效率,我们在AuNS表面引入了不同长度的烷硫醇自组装单层(sam)。光电流随SAM厚度呈指数衰减,揭示了热孔转移的空间衰减。我们的研究结果证明了PEC方法用于探测等离子体热载子的实用性,并为尺寸和距离相关的效率提供了直接证据。
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引用次数: 0
Built-In Electric Field for Efficient Charge Separation and Prolonged Carrier Lifetime at the Doped GaN Surface 内置电场用于有效的电荷分离和延长掺杂GaN表面的载流子寿命
IF 7 1区 物理与天体物理 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-07-07 DOI: 10.1021/acsphotonics.5c00868
Shengli Zhao, Jing Leng, Xianchang Yan, Fengke Sun, Peng Xu, Shengye Jin, Wenming Tian
GaN-based materials have recently attracted continuous interest in optoelectronic and photocatalytic applications; however, the role of surface built-in electric fields, a critical determinant of carrier dynamics and device performance, remains poorly understood. Herein, we take GaN films as an example to explore the built-in field and charge separation dynamics at various GaN surfaces using transient reflection (TR) spectroscopy. Unlike undoped GaN films without a built-in field, both the TR spectra of n-type and p-type doped GaN films exhibit remarkable Franz–Keldysh oscillation above the bandgap, confirming the presence of an intrinsic built-in field. Driven by the built-in field, photogenerated carriers at the doped GaN surfaces undergo ultrafast charge separation within ∼4.0 ps, achieving a remarkably prolonged carrier lifetime of up to 13.9 μs, which is 4 orders of magnitude longer than that in undoped GaN. Furthermore, the charge separation dynamics in the n-GaN film is quantitatively analyzed using a one-dimensional drift-diffusion model, yielding an intrinsic built-in field of ∼37 kV/cm. Our findings might offer new insights into the rational design of efficient GaN-based photocatalytic systems and optoelectronic devices.
氮化镓基材料近年来在光电和光催化应用方面引起了人们的持续关注;然而,表面内置电场的作用,载流子动力学和器件性能的关键决定因素,仍然知之甚少。本文以氮化镓薄膜为例,利用瞬态反射(TR)光谱研究了不同氮化镓表面的内建场和电荷分离动力学。与没有内置场的未掺杂GaN薄膜不同,n型和p型掺杂GaN薄膜的TR光谱在带隙以上都表现出显著的Franz-Keldysh振荡,证实了本征内置场的存在。在内置场的驱动下,掺杂GaN表面的光生载流子在~ 4.0 ps内进行了超快的电荷分离,实现了高达13.9 μs的显著延长载流子寿命,比未掺杂GaN长4个数量级。此外,利用一维漂移-扩散模型定量分析了n-GaN薄膜中的电荷分离动力学,得到了一个约37 kV/cm的固有内置场。我们的发现可能为高效氮化镓基光催化系统和光电子器件的合理设计提供新的见解。
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引用次数: 0
Dynamic Ultrafast Laser-Induced Structural Changes and Extreme Nanostructuring in Hard Dielectric Materials 硬介电材料的动态超快激光诱导结构变化和极端纳米结构
IF 7 1区 物理与天体物理 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-07-03 DOI: 10.1021/acsphotonics.5c00554
Rajeev Dwivedi, Huu Dat Nguyen, Sergio Sao Joao, Anne-Magali Seydoux-Guillaume, Thirunaukkarasu Kuppan, Ciro D’Amico, Guillaume Kermouche, Razvan Stoian
Understanding matter transformation under light enables ultrafast 3D laser structuring to attain precise control down to the nanoscale. This is challenging for hard crystals given their mechanical resistance; nonetheless, it is key in structurally designing matter, pendling between crystalline and amorphous phases. The particular time evolution of structural and morphological changes can pinpoint either dynamics related to shock compaction or to thermal relaxation with phase transition. We report quantified the time-resolved dynamics of laser modifications induced by nondiffractive ultrafast laser beams in bulk sapphire using qualitative and quantitative phase-contrast microscopy to link optical changes to thermodynamic and structural evolutions. The final morphological changes of irradiated structures are revealed by high-resolution electron microscopy. Observations confirm that Bessel pulse irradiation transforms the pristine crystalline structure into a homogeneous amorphous phase in tens of ns, via the passage through a liquid phase nucleated at the early stages of the process. This ns-lived liquid phase is subject to cavitation at higher energy concentrations on the cooling phase (100 ns), facilitating nanoscale void fabrication with high aspect ratios. The outcomes strongly support bulk modification without shock assistance, governed instead by thermal relaxation. This determines a robust path for extreme laser structuring down to the nanoscale.
了解物质在光下的转变使超快3D激光结构能够达到精确控制到纳米级。考虑到硬晶体的机械阻力,这对它们来说是一个挑战;然而,它是设计物质结构的关键,在晶体和非晶态之间摇摆。结构和形态变化的特定时间演化可以查明与激波压实或相变热松弛有关的动力学。我们报告了非衍射超快激光束在块状蓝宝石中引起的激光修饰的时间分辨动力学,使用定性和定量相对比显微镜将光学变化与热力学和结构演变联系起来。高分辨率电子显微镜显示辐照后结构的最终形态变化。观察证实,贝塞尔脉冲辐照在几十ns内通过在过程早期成核的液相,将原始晶体结构转变为均匀的非晶相。这种ns寿命的液相在冷却阶段(100 ns)的能量浓度较高时会发生空化,从而促进了高纵横比的纳米级空洞的制造。结果强烈支持没有冲击辅助的体改性,而是由热松弛控制。这就决定了一条通向纳米级极端激光结构的坚实道路。
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引用次数: 0
Generation and Control of Higher-Order-Mode Lasers in Multimode Silicon Resonators 多模硅谐振腔中高阶模激光器的产生与控制
IF 7 1区 物理与天体物理 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-07-03 DOI: 10.1021/acsphotonics.5c00198
He Gao, Alekhya Ghosh, Arghadeep Pal, Keyi Zhong, Haochen Yan, Hao Zhang, Yongyong Zhuang, Ke Xu, Lu Sun, Shuangyou Zhang, Pascal Del’Haye, Wengang Bi, Hon Ki Tsang, Yaojing Zhang
The generation and control of multidimensional optical fields play a crucial role in advancing applications such as optical communications, sensing, information encoding, and imaging, by maximizing the utilization of optical degrees of freedom and enabling multiple optical channels. Optical lasers are fundamental to these applications as the primary sources of optical fields. However, previous work mainly focused on realizing light sources based on fundamental modes, leaving higher-order modes underutilized. Here, we propose an approach for generating and controlling an on-chip higher-order-mode light source from Raman lasing. We chose the fourth-order mode as an example and generated the fourth-order mode lasing using a compact, high-quality multimode silicon racetrack resonator. The multimode racetrack resonator has a compact footprint of 0.13 mm2 using two adiabatic bends and exhibits a high-quality factor of over 1 × 106. The lasing threshold was measured as 0.6 mW. Finally, we show that controlling the higher-order-mode lasing enables mode-switching behavior, which can find potential applications in high-resolution optical systems and quantum optics.
多维光场的产生和控制通过最大限度地利用光学自由度和实现多光通道,在推进光通信、传感、信息编码和成像等应用中起着至关重要的作用。光学激光器作为光场的主要来源是这些应用的基础。然而,以往的工作主要集中在基于基模的光源实现上,高阶模未得到充分利用。在这里,我们提出了一种利用拉曼激光产生和控制片上高阶模光源的方法。我们以四阶模为例,使用紧凑、高质量的多模硅赛道谐振器产生了四阶模激光。多模赛道谐振器采用两个绝热弯,占地面积为0.13 mm2,具有超过1 × 106的高质量因数。激光阈值测量为0.6 mW。最后,我们证明了控制高阶模激光可以实现模式切换行为,这可以在高分辨率光学系统和量子光学中找到潜在的应用。
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引用次数: 0
Polarization-Dependent Laser-Assisted Cutting of Glass Using a Nondiffractive Beam in the MHz Burst Regime 偏振相关的激光辅助切割玻璃在MHz爆发区使用非衍射光束
IF 7 1区 物理与天体物理 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-07-02 DOI: 10.1021/acsphotonics.5c00679
Juozas Dudutis, Aleksandras Kondratas, Paulius Gečys
Intra-volume glass scribing for cutting is one of the most advanced applications of nondiffractive laser beams. However, ever-growing requirements from the industry for complexity, miniaturization, and quality of fabricated parts have pushed the technology forward. Most of the methods developed to improve glass scribing rely on spatial and temporal pulsed beam shaping. As another degree of freedom to manipulate light, polarization has received little attention so far. In this work, we investigate the effect of linear and circular polarizations on the volumetric modification and scribing of soda-lime glass using a zero-order Bessel beam in the MHz burst regime. We demonstrate that at a certain burst energy, transverse microcracks align with the linear polarization orientation. Furthermore, we show that the polarization state affects the modified glass separation, processing speed, efficiency, and quality.
用于切割的体积内玻璃划痕是无衍射激光束最先进的应用之一。然而,工业对制造零件的复杂性、小型化和质量日益增长的要求推动了该技术的发展。大多数改进玻璃刻划的方法依赖于空间和时间脉冲光束整形。作为操纵光的另一个自由度,偏振迄今为止很少受到关注。在这项工作中,我们研究了线偏振和圆偏振对钠石灰玻璃的体积改性和刻划的影响,使用零阶贝塞尔光束在MHz爆发区。结果表明,在一定的爆发能量下,横向微裂纹沿线极化方向排列。此外,我们还发现偏振态影响改性玻璃的分离、加工速度、效率和质量。
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引用次数: 0
Photoactivation of Color Centers Induced by CW Laser Irradiation in Ion-Implanted Diamond 连续波激光辐照离子注入金刚石色心的光活化研究
IF 7 1区 物理与天体物理 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-07-01 DOI: 10.1021/acsphotonics.5c00826
Vanna Pugliese, Elena Nieto Hernández, Emilio Corte, Marco Govoni, Sviatoslav Ditalia Tchernij, Paolo Olivero, Jacopo Forneris
Split-vacancy color centers in diamonds are promising solid-state platforms for the implementation of photonic quantum technologies. These luminescent defects are commonly fabricated upon low-energy ion implantation and subsequent thermal annealing. Their technological uptake will require the availability of reliable methods for the controlled, large-scale production of localized individual photon emitters. This task is partially achieved by controlled ion implantation to introduce selected impurities in the host material and requires the development of challenging beam focusing or collimation procedures coupled with single-ion detection techniques. We report on the protocol for the direct optical activation of split-vacancy color centers in diamond via localized processing with a continuous-wave laser at mW optical powers. We demonstrate the activation of photoluminescent Mg- and Sn-related centers at both the ensemble and single-photon emitter levels in ion-implanted, high-purity diamond crystals without further thermal processing. The proposed lithographic method enables the activation of individual color centers at specific positions of a large-area sample by means of a relatively inexpensive equipment offering real-time, in situ monitoring of the process.
钻石中的分裂空位色中心是实现光子量子技术的有前途的固态平台。这些发光缺陷通常是通过低能离子注入和随后的热退火来制造的。它们的技术采用将需要可靠的方法来控制,大规模生产局部单个光子发射器。这项任务部分是通过控制离子注入来实现的,以在宿主材料中引入选定的杂质,并且需要开发具有挑战性的光束聚焦或准直程序,并结合单离子检测技术。本文报道了用毫瓦光功率连续波激光对金刚石中分裂空位色中心进行局部加工的直接光学激活方案。我们证明了在离子注入的高纯度金刚石晶体中,在没有进一步热处理的情况下,在系综和单光子发射水平上,光致发光的Mg和sn相关中心的激活。所提出的光刻方法可以通过相对便宜的设备在大面积样品的特定位置激活单个色中心,提供实时的现场监控过程。
{"title":"Photoactivation of Color Centers Induced by CW Laser Irradiation in Ion-Implanted Diamond","authors":"Vanna Pugliese, Elena Nieto Hernández, Emilio Corte, Marco Govoni, Sviatoslav Ditalia Tchernij, Paolo Olivero, Jacopo Forneris","doi":"10.1021/acsphotonics.5c00826","DOIUrl":"https://doi.org/10.1021/acsphotonics.5c00826","url":null,"abstract":"Split-vacancy color centers in diamonds are promising solid-state platforms for the implementation of photonic quantum technologies. These luminescent defects are commonly fabricated upon low-energy ion implantation and subsequent thermal annealing. Their technological uptake will require the availability of reliable methods for the controlled, large-scale production of localized individual photon emitters. This task is partially achieved by controlled ion implantation to introduce selected impurities in the host material and requires the development of challenging beam focusing or collimation procedures coupled with single-ion detection techniques. We report on the protocol for the direct optical activation of split-vacancy color centers in diamond via localized processing with a continuous-wave laser at mW optical powers. We demonstrate the activation of photoluminescent Mg- and Sn-related centers at both the ensemble and single-photon emitter levels in ion-implanted, high-purity diamond crystals without further thermal processing. The proposed lithographic method enables the activation of individual color centers at specific positions of a large-area sample by means of a relatively inexpensive equipment offering real-time, in situ monitoring of the process.","PeriodicalId":23,"journal":{"name":"ACS Photonics","volume":"11 1","pages":""},"PeriodicalIF":7.0,"publicationDate":"2025-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144533679","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Improved Efficiency and Operational Lifetime in InP-Based Quantum-Dot Light-Emitting Diodes Using a ZnO:ZnS Nanocomposite Electron Transport Layer 使用ZnO:ZnS纳米复合电子传输层提高inp基量子点发光二极管的效率和工作寿命
IF 7 1区 物理与天体物理 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-07-01 DOI: 10.1021/acsphotonics.5c00865
Yisu Kim, Taesoo Lee, Beomsoo Chun, Jaekwon Kim, Jeonghun Kwak
Quantum-dot (QD)-based light-emitting diodes (QLEDs) are widely recognized as promising next-generation display technologies due to their high efficiency, narrow emission bandwidths, and wide color gamut. However, conventional metal oxide-based electron transport layers (ETLs), such as those based on ZnO nanoparticles (NPs), suffer from intrinsic instability associated with oxygen vacancies. These defects often lead to charge imbalance, exciton quenching, and device degradation under electrical stress. To overcome these limitations, we incorporate wide band gap ZnS NPs with excellent optoelectronic properties, including high optical transparency, low defect density, and strong chemical stability, into ZnO NP-based ETLs in InP-based QLEDs. By optimizing the ZnS NP content, we successfully modulate the conduction band level, suppress exciton quenching at the ETL/QD interface, and achieve improved charge balance. As a result, InP-based QLEDs employing the ZnO:ZnS nanocomposite ETL exhibit a 1.7-fold increase in external quantum efficiency and a 1.8-fold improvement in power efficiency, along with a substantial reduction in efficiency roll-off. Furthermore, under electrical aging conditions, the nanocomposite ETL effectively mitigates electron overaccumulation and interfacial degradation, resulting in a 4.6-fold extension in operational lifetime. This work offers a practical and scalable approach to ETL engineering in QLEDs. It also provides new insights into the control of charge transport and exciton dynamics for the development of more stable and efficient optoelectronic devices.
基于量子点(QD)的发光二极管(qled)因其高效率、窄发射带宽和宽色域而被广泛认为是有前途的下一代显示技术。然而,传统的金属氧化物基电子传输层(etl),如基于ZnO纳米粒子(NPs)的电子传输层,存在与氧空位相关的内在不稳定性。这些缺陷经常导致电荷不平衡、激子猝灭和器件在电应力下的退化。为了克服这些限制,我们将具有优异光电性能(包括高光学透明度,低缺陷密度和强化学稳定性)的宽带隙ZnS NPs集成到基于ZnO NPs的inp基qled的etl中。通过优化ZnS NP含量,我们成功地调节了导带水平,抑制了ETL/QD界面的激子猝灭,并改善了电荷平衡。结果表明,采用ZnO:ZnS纳米复合ETL的inp基qled的外部量子效率提高了1.7倍,功率效率提高了1.8倍,同时效率滚降大幅降低。此外,在电老化条件下,纳米复合ETL有效地减轻了电子过度积累和界面退化,从而使使用寿命延长4.6倍。这项工作为qled的ETL工程提供了一种实用且可扩展的方法。它还为开发更稳定和高效的光电器件提供了电荷输运和激子动力学控制的新见解。
{"title":"Improved Efficiency and Operational Lifetime in InP-Based Quantum-Dot Light-Emitting Diodes Using a ZnO:ZnS Nanocomposite Electron Transport Layer","authors":"Yisu Kim, Taesoo Lee, Beomsoo Chun, Jaekwon Kim, Jeonghun Kwak","doi":"10.1021/acsphotonics.5c00865","DOIUrl":"https://doi.org/10.1021/acsphotonics.5c00865","url":null,"abstract":"Quantum-dot (QD)-based light-emitting diodes (QLEDs) are widely recognized as promising next-generation display technologies due to their high efficiency, narrow emission bandwidths, and wide color gamut. However, conventional metal oxide-based electron transport layers (ETLs), such as those based on ZnO nanoparticles (NPs), suffer from intrinsic instability associated with oxygen vacancies. These defects often lead to charge imbalance, exciton quenching, and device degradation under electrical stress. To overcome these limitations, we incorporate wide band gap ZnS NPs with excellent optoelectronic properties, including high optical transparency, low defect density, and strong chemical stability, into ZnO NP-based ETLs in InP-based QLEDs. By optimizing the ZnS NP content, we successfully modulate the conduction band level, suppress exciton quenching at the ETL/QD interface, and achieve improved charge balance. As a result, InP-based QLEDs employing the ZnO:ZnS nanocomposite ETL exhibit a 1.7-fold increase in external quantum efficiency and a 1.8-fold improvement in power efficiency, along with a substantial reduction in efficiency roll-off. Furthermore, under electrical aging conditions, the nanocomposite ETL effectively mitigates electron overaccumulation and interfacial degradation, resulting in a 4.6-fold extension in operational lifetime. This work offers a practical and scalable approach to ETL engineering in QLEDs. It also provides new insights into the control of charge transport and exciton dynamics for the development of more stable and efficient optoelectronic devices.","PeriodicalId":23,"journal":{"name":"ACS Photonics","volume":"11 1","pages":""},"PeriodicalIF":7.0,"publicationDate":"2025-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144533680","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Attoliter Mie Void Sensing atoliter Mie虚空传感
IF 7 1区 物理与天体物理 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-06-25 DOI: 10.1021/acsphotonics.5c01198
Serkan Arslan, Micha Kappel, Adrià Canós Valero, Thi Thu Huong Tran, Julian Karst, Philipp Christ, Ulrich Hohenester, Thomas Weiss, Harald Giessen, Mario Hentschel
Traditional nanophotonic sensing schemes utilize evanescent fields in dielectric or metallic nanoparticles, which confine far-field radiation in dispersive and lossy media. Apart from the lack of a well-defined sensing volume, these structures suffer from the generally limited access to the modal field, which is one key aspect for sensing performance. Recently, a novel strategy for dielectric nanophotonics has been demonstrated, namely, the resonant confinement of light in air. So-called Mie voids created in high-index dielectric host materials support localized resonant modes with exceptional properties. In particular, these structures benefit from the full access to the modal field confined strongly inside the void. We utilize these Mie voids for refractive index sensing in single voids with volumes down to 100 attoliters and sensitivities on the order of 400 nm per refractive index unit. Taking the noise of our measurements into account, we demonstrate detection of refractive index changes as small as 1 × 10–3 in a defined volume of just 390 attoliters. The combination of our Mie void sensor platform with appropriate surface functionalization will even enable specificity to biological or other analytes of smallest volumes while maintaining said sensitivity.
传统的纳米光子传感方案利用电介质或金属纳米粒子中的倏逝场,这限制了远场辐射在色散和有损介质中的传播。除了缺乏明确定义的传感体积外,这些结构还受到模态场的普遍限制,而模态场是传感性能的一个关键方面。近年来,研究人员提出了一种新的介电纳米光子学策略,即光在空气中的共振约束。在高折射率介质主体材料中产生的所谓Mie空洞支持具有特殊性质的局域谐振模式。特别是,这些结构受益于完全进入强限制在空隙内的模态场。我们利用这些Mie空腔在单个空腔中进行折射率传感,其体积低至100升,每个折射率单位的灵敏度约为400 nm。考虑到我们测量的噪声,我们演示了在仅为390升的定义体积中检测到的折射率变化小至1 × 10-3。我们的Mie空隙传感器平台与适当的表面功能化相结合,甚至可以在保持灵敏度的同时,对最小体积的生物或其他分析物具有特异性。
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引用次数: 0
Hardware–Software Co-design Computational Framework and Hardware-Aware Training for Photonic Spiking Convolutional Networks with DFB-SA Laser DFB-SA激光光子脉冲卷积网络的软硬件协同设计计算框架和硬件感知训练
IF 7 1区 物理与天体物理 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-06-24 DOI: 10.1021/acsphotonics.4c02382
Chengyang Yu, Shuiying Xiang, Liyan Zhao, Xinran Niu, Wenzhuo Liu, Yuechun Shi, Licun Yu, Yue Hao
Neuromorphic computing stands out as a highly competitive computing paradigm capable of overcoming the bottlenecks inherent in von Neumann architectures. The spiking convolutional neural network (SCNN) is a prominent type of model within the realm of neuromorphic computing. Adapting SCNNs to photonic neuromorphic hardware holds great promise for significantly increasing the computation speed and fully leveraging its low energy consumption. In this paper, we develop an end-to-end design framework of photonic SCNN. We present the design of a SCNN tailored for a photonic platform utilizing distributed feedback lasers with a saturable absorber (DFB-SA laser) as the photonic spiking neurons. We also introduce hardware implementations for key computational steps in photonic SCNNs, including the nonlinear activation function, the convolutional layer, the fully connected layer, and the max-pooling layer. Additionally, a hardware-aware training method is proposed. Furthermore, we apply the designed network to classify the MNIST, Fashion-MNIST, and CIFAR-10 datasets, achieving accuracies of 96.52%, 90.48%, and 88.45%, respectively, in simulations on the test sets. And we experimentally validate the nonlinear activation function in the MNIST dataset classification task using the DFB-SA laser, achieving a classification accuracy of 96.06%. This study introduces a novel approach to deploying neural networks on hardware, presenting a portable, modular hardware simulation model and training method. This model is anticipated to be seamlessly integrated into the future hardware–software co-design of large-scale photonic SCNNs. Part of the hardware-aware training code is available at https://github.com/Oo-Fish-oO/Hardware-aware-training
神经形态计算作为一种高度竞争的计算范式脱颖而出,能够克服冯·诺伊曼架构固有的瓶颈。尖峰卷积神经网络(SCNN)是神经形态计算领域的一种重要模型。将scnn应用于光子神经形态硬件有望显著提高计算速度并充分利用其低能耗。在本文中,我们开发了一个光子SCNN的端到端设计框架。我们提出了一个专为光子平台设计的SCNN,利用分布式反馈激光器和可饱和吸收器(DFB-SA激光器)作为光子尖峰神经元。我们还介绍了光子scnn中关键计算步骤的硬件实现,包括非线性激活函数、卷积层、全连接层和最大池化层。此外,还提出了一种硬件感知训练方法。此外,我们将设计的网络应用于MNIST、Fashion-MNIST和CIFAR-10数据集的分类,在测试集上的模拟中,准确率分别达到96.52%、90.48%和88.45%。利用DFB-SA激光对MNIST数据集分类任务进行了非线性激活函数的实验验证,分类准确率达到96.06%。本研究介绍了一种在硬件上部署神经网络的新方法,提出了一种可移植的模块化硬件仿真模型和训练方法。该模型有望无缝集成到未来大规模光子scnn的软硬件协同设计中。部分硬件感知训练代码可在https://github.com/Oo-Fish-oO/Hardware-aware-training上获得
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引用次数: 0
Multifocal Metalens-Assisted Correlation Spectroscopy for Measuring Microfluidic Dynamics 多焦点超透镜辅助相关光谱法测量微流体动力学
IF 7 1区 物理与天体物理 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-06-23 DOI: 10.1021/acsphotonics.5c00405
Siqi Li, Lan Yu, Min Liu, Wenfu Zhang, Peng Gao, Guoxi Wang
Measuring the dynamics of flowing particles is crucial for various fields, including biophysics, industrial inspection, and environmental monitoring. Here, we present a multifocal metalens for correlation spectroscopy, enabling measuring microfluidic dynamics in a wide measuring range without the need of fluorescence labeling. The metalens here allows implementation of correlation spectroscopy without relying on bulk optical components, such as differential interference contrast prism and Mach–Zehnder (M–Z) interferometers, thereby significantly reducing experimental complexity and enhancing measurement reliability. Employing the appropriate fitting model, we accurately predict the concentration and flow velocity of poly(methyl methacrylate) microspheres and rat’s blood within microfluidic channels. The proposed multifocal metalens-assisted correlation spectroscopy approach provides new avenues for dynamics measurement in microfluidic devices and can be applied in biomedical diagnostics, environmental monitoring, and lab-on-a-chip systems.
测量流动粒子的动力学对生物物理学、工业检验和环境监测等各个领域都至关重要。在这里,我们提出了一个多焦点超透镜的相关光谱,使测量微流体动力学在一个广泛的测量范围内,而不需要荧光标记。这里的超透镜允许在不依赖于大块光学元件的情况下实现相关光谱,例如微分干涉对比棱镜和马赫-曾德尔(M-Z)干涉仪,从而显着降低实验复杂性并提高测量可靠性。采用适当的拟合模型,准确预测了聚甲基丙烯酸甲酯微球和大鼠血液在微流控通道内的浓度和流速。所提出的多焦点元透镜辅助相关光谱方法为微流控装置的动力学测量提供了新的途径,可应用于生物医学诊断、环境监测和芯片实验室系统。
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引用次数: 0
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