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Effect of electrical field on pulsation characteristics of laser-induced cavitation bubble
IF 4.6 2区 物理与天体物理 Q1 OPTICS Pub Date : 2024-11-29 DOI: 10.1016/j.optlastec.2024.112226
Jiayang Gu , Xiaohui Gu , Xuchen Zhang , Xuanming Liu , Xiaokang Luan
An experimental platform for laser-induced cavitation under the action of an electric field was built, and the bubble pulsation under two different conditions of infinite domain and solid wall was experimentally studied. The effects of voltage, laser energy, and liquid viscosity on bubble pulsation and the difference in the effect of voltage on bubble induced by different laser energies and bubble pulsation in different viscous liquids were explored. It is found that the size, velocity and period of bubble pulsation in infinite domain increase with the increase of laser energy, and the law is similar at the solid wall. When the voltage is applied, the size and period of bubble pulsation in infinite domain decrease with the increase of voltage, the bubble expansion speed decreases with the increase of voltage, but the bubble collapse speed increases with the increase of voltage. The diameter and velocity of bubble pulsation in infinite domain decrease with the increase of liquid viscosity, while the whole pulsation period of bubble increases with the increase of viscosity. Due to the damping effect of liquid, the effect of electric field on the bubble pulsation with higher viscosity is low.
{"title":"Effect of electrical field on pulsation characteristics of laser-induced cavitation bubble","authors":"Jiayang Gu ,&nbsp;Xiaohui Gu ,&nbsp;Xuchen Zhang ,&nbsp;Xuanming Liu ,&nbsp;Xiaokang Luan","doi":"10.1016/j.optlastec.2024.112226","DOIUrl":"10.1016/j.optlastec.2024.112226","url":null,"abstract":"<div><div>An experimental platform for laser-induced cavitation under the action of an electric field was built, and the bubble pulsation under two different conditions of infinite domain and solid wall was experimentally studied. The effects of voltage, laser energy, and liquid viscosity on bubble pulsation and the difference in the effect of voltage on bubble induced by different laser energies and bubble pulsation in different viscous liquids were explored. It is found that the size, velocity and period of bubble pulsation in infinite domain increase with the increase of laser energy, and the law is similar at the solid wall. When the voltage is applied, the size and period of bubble pulsation in infinite domain decrease with the increase of voltage, the bubble expansion speed decreases with the increase of voltage, but the bubble collapse speed increases with the increase of voltage. The diameter and velocity of bubble pulsation in infinite domain decrease with the increase of liquid viscosity, while the whole pulsation period of bubble increases with the increase of viscosity. Due to the damping effect of liquid, the effect of electric field on the bubble pulsation with higher viscosity is low.</div></div>","PeriodicalId":19511,"journal":{"name":"Optics and Laser Technology","volume":"182 ","pages":"Article 112226"},"PeriodicalIF":4.6,"publicationDate":"2024-11-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142743356","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Full-space and wide field-of-view metalens based on 1D photonic crystal
IF 4.6 2区 物理与天体物理 Q1 OPTICS Pub Date : 2024-11-28 DOI: 10.1016/j.optlastec.2024.112187
Juan Deng , Kaili Wu , Rao Fu , Zhendong Huang , Chenchen Yang , Fan Gao , Bo Yan
As a novel optical element, metalens possess immense potential in the field of optical imaging. However, the development of full-space metalens, particularly those capable of manipulating normal and oblique incidence waves, remains challenging. By embedding 1D photonic crystal into a bilayer nanostructure, we proposed a full-space and wide field-of-view (FOV) metalens, which can independently manipulate reflected and transmitted waves in near-infrared (NIR) band. Simulation results demonstrate that our metalens can achieve good focusing effects in both the reflective and transmissive spaces at two different wavelengths under normal incidence. In addition, the metalens can still operate and maintain a good focusing effect at a wavelength of 1245 nm with an oblique incidence angle of −40° to 40°, at a wavelength of 1515 nm with an oblique incidence angle of −30° to 30°. Our work broadens the degree of freedom, establishes a connection between metasurfaces and photonic crystal, and provides an effective method for designing multifunctional meta-device, thereby demonstrating a huge applications potential in virtual reality (VR), augmented reality (AR) and other related fields.
{"title":"Full-space and wide field-of-view metalens based on 1D photonic crystal","authors":"Juan Deng ,&nbsp;Kaili Wu ,&nbsp;Rao Fu ,&nbsp;Zhendong Huang ,&nbsp;Chenchen Yang ,&nbsp;Fan Gao ,&nbsp;Bo Yan","doi":"10.1016/j.optlastec.2024.112187","DOIUrl":"10.1016/j.optlastec.2024.112187","url":null,"abstract":"<div><div>As a novel optical element, metalens possess immense potential in the field of optical imaging. However, the development of full-space metalens, particularly those capable of manipulating normal and oblique incidence waves, remains challenging. By embedding 1D photonic crystal into a bilayer nanostructure, we proposed a full-space and wide field-of-view (FOV) metalens, which can independently manipulate reflected and transmitted waves in near-infrared (NIR) band. Simulation results demonstrate that our metalens can achieve good focusing effects in both the reflective and transmissive spaces at two different wavelengths under normal incidence. In addition, the metalens can still operate and maintain a good focusing effect at a wavelength of 1245 nm with an oblique incidence angle of −40° to 40°, at a wavelength of 1515 nm with an oblique incidence angle of −30° to 30°. Our work broadens the degree of freedom, establishes a connection between metasurfaces and photonic crystal, and provides an effective method for designing multifunctional meta-device, thereby demonstrating a huge applications potential in virtual reality (VR), augmented reality (AR) and other related fields.</div></div>","PeriodicalId":19511,"journal":{"name":"Optics and Laser Technology","volume":"182 ","pages":"Article 112187"},"PeriodicalIF":4.6,"publicationDate":"2024-11-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142743346","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Block-based inverse lithography technology with adaptive level-set algorithm
IF 4.6 2区 物理与天体物理 Q1 OPTICS Pub Date : 2024-11-28 DOI: 10.1016/j.optlastec.2024.112211
Chaojun Huang , Xu Ma , Shengen Zhang , Mu Lin , Néstor Porras-Díaz , Gonzalo R. Arce
Inverse lithography technology (ILT) is a key computational lithography approach aimed at inversely optimizing the photomask pattern to compensate for the image distortion in advanced optical lithography process. Traditional ILT algorithms, despite their capacity of significantly enhancing the image quality, bring challenges to the computational efficiency and mask manufacturability. To overcome those problems, this paper proposes a novel block-based ILT method driven by the level-set algorithm. This method leverages overlapped basis blocks with a level-set support area for mask representation, thus reducing the mask complexity. To circumvent the slow convergence rate dictated by the conventional Euler time step of the Courant-Friedrichs-Lewy condition, this research adopts the Barzilai-Borwein algorithm to update level set function using adaptive time step, which accelerates the optimization process. In addition, a testbed of digital lithography system is established to verify the proposed ILT method with a calibrated imaging model. It shows that the proposed method is superior over the widely-used and state-of-the-art ILT methods in terms of convergence speed and mask manufacturability.
{"title":"Block-based inverse lithography technology with adaptive level-set algorithm","authors":"Chaojun Huang ,&nbsp;Xu Ma ,&nbsp;Shengen Zhang ,&nbsp;Mu Lin ,&nbsp;Néstor Porras-Díaz ,&nbsp;Gonzalo R. Arce","doi":"10.1016/j.optlastec.2024.112211","DOIUrl":"10.1016/j.optlastec.2024.112211","url":null,"abstract":"<div><div>Inverse lithography technology (ILT) is a key computational lithography approach aimed at inversely optimizing the photomask pattern to compensate for the image distortion in advanced optical lithography process. Traditional ILT algorithms, despite their capacity of significantly enhancing the image quality, bring challenges to the computational efficiency and mask manufacturability. To overcome those problems, this paper proposes a novel block-based ILT method driven by the level-set algorithm. This method leverages overlapped basis blocks with a level-set support area for mask representation, thus reducing the mask complexity. To circumvent the slow convergence rate dictated by the conventional Euler time step of the Courant-Friedrichs-Lewy condition, this research adopts the Barzilai-Borwein algorithm to update level set function using adaptive time step, which accelerates the optimization process. In addition, a testbed of digital lithography system is established to verify the proposed ILT method with a calibrated imaging model. It shows that the proposed method is superior over the widely-used and state-of-the-art ILT methods in terms of convergence speed and mask manufacturability.</div></div>","PeriodicalId":19511,"journal":{"name":"Optics and Laser Technology","volume":"182 ","pages":"Article 112211"},"PeriodicalIF":4.6,"publicationDate":"2024-11-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142743347","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Hot-cavity linewidth enhancement factor of a quantum cascade laser
IF 4.6 2区 物理与天体物理 Q1 OPTICS Pub Date : 2024-11-28 DOI: 10.1016/j.optlastec.2024.112112
Florian Pilat , Nikola Opačak , Sandro Dal Cin , Andreas Windischhofer , Etienne Giraud , Sargis Hakobyan , Richard Maulini , Antoine Muller , Pierre Jouy , Pitt Allmendinger , Benedikt Schwarz
The linewidth enhancement factor (LEF) of quantum cascade lasers (QCLs) is an important parameter, recently tightly linked to many phenomena that occur in this type of laser — from self-starting frequency combs to the emergence of solitons. The dynamic processes involved act at frequencies similar to the roundtrip frequency of the lasers (typically GHz), reflected in the high-frequency component of the LEF. Its value in QCLs is predicted to increase under laser operation with increasing light intensity, as the stronger gain saturation effectively increases the spectral gain asymmetry. Here, we investigate the hot-cavity LEF of a free-running frequency comb far above the laser threshold and at high frequencies, employing shifted wave interference Fourier transform spectroscopy (SWIFTS). Our measurements confirm an increasing LEF with laser current, which is supported by numerical simulations. From the spectral slope of the LEF we can extract further important parameters, such as the gain peak frequency and the decoherence time of the laser transition, which is tightly linked to the available gain bandwidth.
{"title":"Hot-cavity linewidth enhancement factor of a quantum cascade laser","authors":"Florian Pilat ,&nbsp;Nikola Opačak ,&nbsp;Sandro Dal Cin ,&nbsp;Andreas Windischhofer ,&nbsp;Etienne Giraud ,&nbsp;Sargis Hakobyan ,&nbsp;Richard Maulini ,&nbsp;Antoine Muller ,&nbsp;Pierre Jouy ,&nbsp;Pitt Allmendinger ,&nbsp;Benedikt Schwarz","doi":"10.1016/j.optlastec.2024.112112","DOIUrl":"10.1016/j.optlastec.2024.112112","url":null,"abstract":"<div><div>The linewidth enhancement factor (LEF) of quantum cascade lasers (QCLs) is an important parameter, recently tightly linked to many phenomena that occur in this type of laser — from self-starting frequency combs to the emergence of solitons. The dynamic processes involved act at frequencies similar to the roundtrip frequency of the lasers (typically GHz), reflected in the high-frequency component of the LEF. Its value in QCLs is predicted to increase under laser operation with increasing light intensity, as the stronger gain saturation effectively increases the spectral gain asymmetry. Here, we investigate the hot-cavity LEF of a free-running frequency comb far above the laser threshold and at high frequencies, employing shifted wave interference Fourier transform spectroscopy (SWIFTS). Our measurements confirm an increasing LEF with laser current, which is supported by numerical simulations. From the spectral slope of the LEF we can extract further important parameters, such as the gain peak frequency and the decoherence time of the laser transition, which is tightly linked to the available gain bandwidth.</div></div>","PeriodicalId":19511,"journal":{"name":"Optics and Laser Technology","volume":"182 ","pages":"Article 112112"},"PeriodicalIF":4.6,"publicationDate":"2024-11-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142743348","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Acousto-optic Q-switched broadband tunable single-longitudinal-mode 2 μm laser using a birefringent filter 使用双折射滤波器的声光 Q 开关宽带可调谐单纵模 2 μm 激光器
IF 4.6 2区 物理与天体物理 Q1 OPTICS Pub Date : 2024-11-27 DOI: 10.1016/j.optlastec.2024.112195
Xikui Mu , Bingzheng Yan , Jiashuo An , Hao Zheng , Yibo Qin , Yaoyao Qi , Jie Ding , Zhenxu Bai , Yulei Wang , Zhiwei Lu
Single-longitudinal-mode pulse lasers operating at a wavelength of 2 μm are extensively utilized as lidar light sources in gas detection applications. We demonstrated a tunable single-longitudinal-mode acousto-optic Q-switched Tm:YAP laser by a birefringent filter and etalon. With the absorbed pump power of 8.95 W, the laser achieved a pulse duration of 139 ns and a single pulse energy of 1.37 mJ at 1 kHz repetition rate, with an SLM ratio exceeding 99.5 %. The central wavelength was tunable over a wide range from 1887 nm to 2003 nm by adjusting the birefringent filter. Our results provide an effective approach for developing compact mid-infrared solid-state lasers with high power, wide tuning and excellent performance.
波长为 2 μm 的单纵模脉冲激光器作为激光雷达光源广泛应用于气体检测领域。我们利用双折射滤波器和等效管展示了一种可调谐单纵模声光 Q 开关 Tm:YAP 激光器。吸收泵浦功率为 8.95 W 时,该激光器的脉冲持续时间为 139 ns,在 1 kHz 重复频率下的单脉冲能量为 1.37 mJ,SLM 比率超过 99.5%。通过调节双折射滤光片,中心波长可在 1887 nm 到 2003 nm 的大范围内调节。我们的研究成果为开发具有高功率、宽调谐和优异性能的紧凑型中红外固体激光器提供了一种有效方法。
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引用次数: 0
Design of random microlens arrays with large scattering angles 设计具有大散射角的随机微透镜阵列
IF 4.6 2区 物理与天体物理 Q1 OPTICS Pub Date : 2024-11-27 DOI: 10.1016/j.optlastec.2024.112176
Huiying Song , Long Huang , Feng Li , Shaoqing Zhao , Yuqing Liu , Yueting Liu , Ruizhan Zhai , Yongjun Dong , Zexin Feng , Hua Liu
Microlens arrays exhibit significant potential for applications in laser beam expansion, shaping, homogenization, and decoherence. Unfortunately, an increase in the target scattering angle of the microlens results in higher surface curvature. This can lead to a significant reduction in transmittance over a specific scattering angle range, directly affecting beam shaping and homogenization processes. In this paper, a design method for randomized microlens array homogenizing optical element with large scattering angles is proposed. A combination of transmission and total internal reflection (TIR) is used to significantly increase the scattering angle of the microlens arrays while maintaining high transmittance. A method of generating microlens arrays using random edge-length ratios is used to eliminate interference and improve the uniformity of the spot. The study explores the uniformity and energy utilization of random microlens arrays during random degree alteration and analyzes the influence of machining errors on homogenization. To validate the novel method, a random microlens array has been developed, featuring a scattering angle range of ± 41°, remarkable uniformity at 82.31 %, and an energy utilization rate of 85.48 %. This research lays a solid foundation for developing random microlens arrays with large scattering angles.
微透镜阵列在激光光束的扩展、塑形、均匀化和去相干性方面具有巨大的应用潜力。遗憾的是,微透镜目标散射角的增加会导致表面曲率增大。这会导致特定散射角范围内的透射率显著降低,直接影响光束整形和匀化过程。本文提出了一种大散射角随机微透镜阵列匀化光学元件的设计方法。采用透射和全内反射(TIR)相结合的方法,在保持高透射率的同时大幅增加微透镜阵列的散射角。利用随机边长比生成微透镜阵列的方法可消除干扰,提高光斑的均匀性。研究探讨了随机度改变过程中随机微透镜阵列的均匀性和能量利用率,并分析了加工误差对均匀化的影响。为验证新方法,开发了一种随机微透镜阵列,其散射角范围为 ± 41°,均匀度高达 82.31%,能量利用率为 85.48%。这项研究为开发大散射角随机微透镜阵列奠定了坚实的基础。
{"title":"Design of random microlens arrays with large scattering angles","authors":"Huiying Song ,&nbsp;Long Huang ,&nbsp;Feng Li ,&nbsp;Shaoqing Zhao ,&nbsp;Yuqing Liu ,&nbsp;Yueting Liu ,&nbsp;Ruizhan Zhai ,&nbsp;Yongjun Dong ,&nbsp;Zexin Feng ,&nbsp;Hua Liu","doi":"10.1016/j.optlastec.2024.112176","DOIUrl":"10.1016/j.optlastec.2024.112176","url":null,"abstract":"<div><div>Microlens arrays exhibit significant potential for applications in laser beam expansion, shaping, homogenization, and decoherence. Unfortunately, an increase in the target scattering angle of the microlens results in higher surface curvature. This can lead to a significant reduction in transmittance over a specific scattering angle range, directly affecting beam shaping and homogenization processes. In this paper, a design method for randomized microlens array homogenizing optical element with large scattering angles is proposed. A combination of transmission and total internal reflection (TIR) is used to significantly increase the scattering angle of the microlens arrays while maintaining high transmittance. A method of generating microlens arrays using random edge-length ratios is used to eliminate interference and improve the uniformity of the spot. The study explores the uniformity and energy utilization of random microlens arrays during random degree alteration and analyzes the influence of machining errors on homogenization. To validate the novel method, a random microlens array has been developed, featuring a scattering angle range of ± 41°, remarkable uniformity at 82.31 %, and an energy utilization rate of 85.48 %. This research lays a solid foundation for developing random microlens arrays with large scattering angles.</div></div>","PeriodicalId":19511,"journal":{"name":"Optics and Laser Technology","volume":"182 ","pages":"Article 112176"},"PeriodicalIF":4.6,"publicationDate":"2024-11-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142723353","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Genuine tripartite entanglement for exciton modes through exciton optomechanics 通过激子光学力学实现激子模式的真正三方纠缠
IF 4.6 2区 物理与天体物理 Q1 OPTICS Pub Date : 2024-11-27 DOI: 10.1016/j.optlastec.2024.112100
Qizhi Cai , Boyu Fan , Jin-Dao Tang , Hui Chen , Guangwei Deng
Exciton optomechanics, a hybrid platform facilitating nonlinear interactions among excitons, phonons, and photons, offers unique opportunities to explore light-matter interactions and their intrinsic nonlinearities. In this study, we propose a scheme to generate genuine tripartite entanglement among three exciton modes within an exciton-optomechanical system comprising a semiconductor optomechanical microcavity with three integrated quantum wells. The exciton modes supported by these quantum wells simultaneously interact with an optical cavity mode via a beam-splitter-type interaction and couple to a mechanical vibration mode through a nonlinear deformation potential interaction. By employing experimentally feasible parameters and carefully chosen detunings, the three exciton modes achieve resonance with the Stokes and anti-Stokes sidebands scattered by mechanical motion, enabling genuine tripartite entanglement. Notably, this steady-state entanglement is robust against thermal baths, providing a promising approach for generating excitonic multipartite entanglement.
激子光机械学是一个促进激子、声子和光子之间非线性相互作用的混合平台,为探索光-物质相互作用及其内在非线性提供了独特的机会。在这项研究中,我们提出了一种在激子-光机械系统中产生三种激子模式之间真正三方纠缠的方案,该系统由一个带有三个集成量子阱的半导体光机械微腔组成。这些量子阱支持的激子模式同时通过分光型相互作用与光腔模式相互作用,并通过非线性形变势相互作用与机械振动模式耦合。通过采用实验可行的参数和精心选择的失谐,三种激子模式与机械运动散射的斯托克斯和反斯托克斯边带实现了共振,实现了真正的三方纠缠。值得注意的是,这种稳态纠缠不受热浴的影响,为产生激子多方纠缠提供了一种前景广阔的方法。
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引用次数: 0
An alexandrite laser system for positronium laser cooling 用于正电子激光冷却的变石激光系统
IF 4.6 2区 物理与天体物理 Q1 OPTICS Pub Date : 2024-11-27 DOI: 10.1016/j.optlastec.2024.112097
N. Gusakova , A. Camper , R. Caravita , L. Penasa , L.T. Glöggler , T. Wolz , V. Krumins , F.P. Gustafsson , S. Huck , M. Volponi , B. Rienäcker , G. Khatri , J. Malamant , S. Mariazzi , R.S. Brusa , L. Cabaret , D. Comparat , M. Doser
We report on a Q-switched alexandrite based 100 ns long pulse duration ultra-violet laser system. The central wavelength of the fundamental pulse is set by a Volume Bragg Grating in reflection and can be tuned between 728 nm and 742 nm. The spectral bandwidth is 130 GHz. This laser system was designed in view of Doppler cooling of a cloud of a near room temperature positronium by strongly saturating the 13S23P transition. In addition, we report on the development of a KD*P Pockels cell driver designed to both Q-switch the cavity and induce a sharp falling edge of the laser pulse so that the end of the positronium-laser interaction time can be controlled with nanosecond precision.
我们报告了一种基于∼100 ns 长脉冲持续时间紫外线激光系统的 Q 开关紫晶激光器。基脉冲的中心波长由反射体积布拉格光栅设定,可在 728 nm 和 742 nm 之间调整。光谱带宽为 ∼130 GHz。设计该激光系统的目的是通过使 13S-23P 转变达到强饱和,对接近室温的正电子云进行多普勒冷却。此外,我们还报告了 KD*P 波克尔斯单元驱动器的开发情况,该驱动器既能对腔体进行 Q 开关,又能诱发激光脉冲的急剧下降边沿,从而以纳秒级的精度控制正电子与激光相互作用的结束时间。
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引用次数: 0
Application of fiber-optic strain sensing technology in high-precision load prediction of aircraft landing gear 光纤应变传感技术在飞机起落架高精度载荷预测中的应用
IF 4.6 2区 物理与天体物理 Q1 OPTICS Pub Date : 2024-11-27 DOI: 10.1016/j.optlastec.2024.112183
Du Wang , Mingli Dong , Lianqing Zhu , Xiaoping Lou , Mingxin Yu , Yiqun Zhang , Chaofan Deng , Jingtao Xin , Yunhong Zhu , Kaiyuan Feng
In this paper, a compact and lightweight high-precision airborne fiber-optic strain sensor is designed, and a strain-load prediction model based on convolutional neural network and long short-term memory network (ConvLSTM) is proposed to validate the collected landing gear strain data. Firstly, based on the fiber Bragg grating (FBG) sensing principle and simulation validation, small and lightweight strain and temperature sensors were fabricated, and key performance parameters such as sensitivity and linearity were comprehensively investigated, and they were mounted on the left landing gear of the aircraft to conduct strain monitoring by loading a three-way load, and the ConvLSTM model was used to train and test the strain-load mapping with the maximum relative error, average relative error and variance as indicators to evaluate its prediction accuracy and stability. The experimental results show that the strain measurement accuracy is maintained within 2.5 % and the strain sensitivity is as high as 1.3 pm/με within the ± 5000 με measurement range of the strain sensor; the maximum relative errors of the X, Y, and Z load predictions are 6.03 %, 3.75 %, and 4.12 %, respectively, and the overall average relative errors are 2.38 %, 0.27 %, and 0.76 %, with variances of 0.23 N, 0.61 N, and 0.61 N, respectively. 0.23 N, 0.61 N and 0.12 N, indicating that the model predictions are stable and highly accurate, demonstrating higher prediction accuracy when compared with traditional multiple linear regression methods. The results of this research have important application value in the field of aircraft structural health monitoring.
本文设计了一种小巧轻便的高精度机载光纤应变传感器,并提出了基于卷积神经网络和长短期记忆网络(ConvLSTM)的应变载荷预测模型,以验证采集到的起落架应变数据。首先,基于光纤布拉格光栅(FBG)传感原理和仿真验证,制作了体积小、重量轻的应变和温度传感器,综合考察了灵敏度、线性度等关键性能参数,并将其安装在飞机左起落架上,通过加载三向载荷进行应变监测,利用 ConvLSTM 模型训练和测试应变载荷映射,以最大相对误差、平均相对误差和方差为指标评价其预测精度和稳定性。实验结果表明,在应变传感器的± 5000 με测量范围内,应变测量精度保持在 2.5 %以内,应变灵敏度高达 1.3 pm/με;X、Y 和 Z 载荷预测的最大相对误差分别为 6.03 %、3.75 % 和 4.12 %,总体平均相对误差分别为 2.38 %、0.27 % 和 0.76 %,方差分别为 0.23 N、0.61 N 和 0.61 N。0.23 N、0.61 N 和 0.12 N,表明模型预测稳定且准确度高,与传统的多元线性回归方法相比,显示出更高的预测精度。该研究成果在飞机结构健康监测领域具有重要的应用价值。
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引用次数: 0
Discriminant analysis-based attention network for hyperspectral target detection 基于判别分析的高光谱目标检测注意力网络
IF 4.6 2区 物理与天体物理 Q1 OPTICS Pub Date : 2024-11-26 DOI: 10.1016/j.optlastec.2024.112208
Maryam Imani
Hyperspectral target detection is one of the main applications in remote sensing field, which has several challenges such as imbalance between target and background and how accurately separate targets from background. To deal with these difficulties, the discriminant analysis-based attention network (DAAN) is proposed in this work. To solve the insufficient number of targets, two autoencoder based data augmentation approaches, which are pixel-based and patch-based are suggested. While the augmented target pixels are used for feature space transformation for maximizing the between-class scatters and minimizing the within-class scatters, the augmented target patches are used as input of the network. To increase the separability among targets and background, a discriminant analysis method is introduced. An attention feature map is generated from the discriminant analysis for weighting the feature maps of the proposed network to highlight targets with respect to the background. DAAN uses the low-level features attended by the weight matrix in addition to the high-level features hierarchically extracted by several convolutional kernels. The experiments show high detection performance of DAAN in various hyperspectral images where there is no need to set the free parameters for each dataset.
高光谱目标检测是遥感领域的主要应用之一,它面临着一些挑战,如目标与背景之间的不平衡以及如何从背景中准确分离目标。为了解决这些难题,本研究提出了基于判别分析的注意力网络(DAAN)。为了解决目标数量不足的问题,本文提出了两种基于自动编码器的数据增强方法,即基于像素和基于斑块的方法。增强后的目标像素用于特征空间转换,以最大化类间散射和最小化类内散射,而增强后的目标斑块则用作网络的输入。为了提高目标和背景之间的可分离性,引入了一种判别分析方法。从判别分析中生成注意力特征图,用于对拟议网络的特征图进行加权,从而相对于背景突出显示目标。DAAN 除了使用由多个卷积核分层提取的高级特征外,还使用由权重矩阵关注的低级特征。实验表明,DAAN 在各种高光谱图像中都有很高的检测性能,无需为每个数据集设置自由参数。
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引用次数: 0
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Optics and Laser Technology
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