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Widely Tunable, Narrow-Linewidth, Dual-Wavelength Mid-Infrared optical parametric oscillator Based on MgO:PPLN crystal 基于MgO:PPLN晶体的宽可调谐窄线宽双波长中红外光学参量振荡器
IF 3.4 3区 物理与天体物理 Q2 INSTRUMENTS & INSTRUMENTATION Pub Date : 2026-05-01 Epub Date: 2026-02-13 DOI: 10.1016/j.infrared.2026.106476
Yue Zhao , Yueji Wang , Ruyu Shi , Shuhan Bao , Zijian Wang , Yongji Yu , Guangyong Jin
This paper reports a mid-infrared (MIR) optical parametric oscillator (OPO) pumped by a Ytterbium-doped (Yb-doped) fiber laser, utilizing a dual-crystal configuration with multi-grating MgO:PPLN crystals. Simultaneous output of narrow-linewidth dual-wavelength lasers was achieved across a broadband tuning range. By jointly controlling the grating periods and operating temperatures of the two crystals, continuous tuning and simultaneous extraction of dual-wavelength mid-infrared radiation were successfully realized. Furthermore, the spectral linewidths were effectively narrowed. Furthermore, a Fabry-Perot (F-P) etalon was introduced into the system; by fine-tuning its inclination angle, the spectral linewidths of the dual-wavelength output were simultaneously narrowed. The experimental results demonstrate that by pumping the OPO with a 1064 nm fiber laser, continuous tuning and synchronized dual-wavelength generation were achieved within the broad spectral range of 2.70–4.20 μm. After linewidth narrowing via the F-P etalon, the linewidths of the mid-infrared lasers were effectively reduced to approximately 1 nm. Within this tuning range, a maximum total output power of 2.87 W was obtained, with beam quality factors M2 of less than 2 and power stability better than 3.5%.
本文报道了一种中红外(MIR)光参量振荡器(OPO),由掺镱光纤激光器泵浦,利用多光栅MgO:PPLN晶体的双晶结构。窄线宽双波长激光器的同步输出在宽带调谐范围内实现。通过共同控制两种晶体的光栅周期和工作温度,成功地实现了双波长中红外辐射的连续调谐和同时提取。此外,谱线宽度被有效地收窄。在此基础上,引入了F-P标准子;通过微调其倾斜角度,可以同时收窄双波长输出的谱线宽度。实验结果表明,用1064 nm光纤激光器泵浦OPO,在2.70 ~ 4.20 μm的宽光谱范围内实现了连续调谐和双波长同步产生。经F-P标准子缩窄线宽后,中红外激光器的线宽有效地减小到约1 nm。在此调谐范围内,获得的最大总输出功率为2.87 W,光束质量因子M2小于2,功率稳定性优于3.5%。
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引用次数: 0
Voltage-driven dynamic thermal regulator based on In3SbTe2 phase-change material for adaptive radiative cooling and insulation 基于In3SbTe2相变材料的电压驱动动态热调节器的自适应辐射冷却和绝缘
IF 3.4 3区 物理与天体物理 Q2 INSTRUMENTS & INSTRUMENTATION Pub Date : 2026-05-01 Epub Date: 2026-02-19 DOI: 10.1016/j.infrared.2026.106481
Kaihua Zhang , Ziqing Xi , Longtian Xie , Kun Yu , Yufang Liu
Dynamic thermal regulation technology enables efficient thermal management through tunable devices, demonstrating broad prospects in addressing global energy challenges. Such regulators can alter their optical properties in response to external stimuli such as temperature or mechanical actuation, thereby achieving passive or active thermal control. However, achieving flexible and rapid dynamic thermal regulation in high temperature, high humidity environments remains challenging. To address this issue, this study proposes a dynamic thermal regulator based on the In3SbTe2 (IST) phase-change material. It enables flexible and rapid active control through voltage application, making it suitable for adaptive radiative thermal management. Leveraging the phase-change properties of the IST layer, this regulator can adjust thermal emissivity between 0.16 and 0.9 within the atmospheric transparency window. Thermal performance analysis reveals that under high temperature conditions, the regulator’s average surface temperature can be maintained 15.62 K below ambient temperature. Conversely, in low-temperature environments, its cooling effect is suppressed to achieve thermal insulation, with net heat loss restrained to less than 1.54 K below ambient temperature. The voltage-driven mechanism enables faster and more proactive dynamic adjustments in response to changes in the external environment, thereby achieving superior regulation performance. The regulator features a simple structure and utilizes readily available materials, making it suitable for large-scale production and promising broad market application prospects. By combining material innovation, structural optimization, and a more responsive voltage-driven mechanism, the design of this high-performance regulator lays a solid foundation for building more sustainable building energy systems and offers a forward-looking solution for energy efficiency across diverse climatic conditions.
动态热调节技术通过可调器件实现高效的热管理,在应对全球能源挑战方面展现出广阔的前景。这种调节器可以改变其光学特性以响应外部刺激,如温度或机械驱动,从而实现被动或主动热控制。然而,在高温、高湿环境中实现灵活、快速的动态热调节仍然具有挑战性。为了解决这一问题,本研究提出了一种基于In3SbTe2 (IST)相变材料的动态热调节器。它通过电压应用实现灵活快速的主动控制,使其适合自适应辐射热管理。利用IST层的相变特性,该调节器可以在大气透明窗口内将热发射率调节在0.16到0.9之间。热性能分析表明,在高温条件下,该调节器的平均表面温度可保持在比环境温度低15.62 K。相反,在低温环境中,其冷却效果被抑制以实现隔热,净热损失被限制在低于环境温度的1.54 K以下。电压驱动机制能够更快速、更主动地根据外部环境的变化进行动态调整,从而实现优越的调节性能。该调节器结构简单,材料利用方便,适合大规模生产,具有广阔的市场应用前景。通过结合材料创新、结构优化和更灵敏的电压驱动机制,这款高性能调节器的设计为构建更可持续的建筑能源系统奠定了坚实的基础,并为不同气候条件下的能源效率提供了前瞻性的解决方案。
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引用次数: 0
Optical array-pyrometer for measuring temperature distribution of aero-engine turbine disk 测量航空发动机涡轮盘温度分布的光学阵列高温计
IF 3.4 3区 物理与天体物理 Q2 INSTRUMENTS & INSTRUMENTATION Pub Date : 2026-05-01 Epub Date: 2026-02-19 DOI: 10.1016/j.infrared.2026.106480
Zezhan Zhang , Hairui Huang , Zixiang Zhang , Wei Zhang , Jiawen Xu , Shan Gao , Chao Wang , Yi Niu , Jing Jiang
The turbine disk of an aero-engine is a vital component that endures high temperatures and strong stress loads, making the measurement of its temperature distribution essential. Current methods for measuring the temperature distribution of a turbine disk are not effective for online use due to high rotational speeds, challenging measurement conditions, and limited space. Therefore, this study introduces an optical array-pyrometer for assessing the turbine disk’s temperature distribution. Initially, a 3-hour thermal stability test was conducted on a tiny optical probe at 500°C, showing that the energy transmission efficiency and structural stability of the probe remained steady, and the optical-electric conversion linearity was maintained. Next, an accuracy test using a static alloy sample was performed. The maximum measurement error for colorimetric thermometry was 1.73%, significantly lower than the 13.88% error observed with brightness thermometry. Finally, the optical array-pyrometer was employed to measure a rotating high-temperature disk sample, and the resulting temperature distribution accurately reflected the sample’s true temperature distribution. The optical array-pyrometer uses high-speed single-point temperature measurement, and its array-based design compensates for the slower frame rate of the infrared thermal imager, offering a new method for online measurement of the turbine disk temperature distribution.
航空发动机的涡轮盘是承受高温和强应力载荷的重要部件,对其温度分布的测量是必不可少的。由于高转速、具有挑战性的测量条件和有限的空间,目前测量涡轮盘温度分布的方法对在线使用无效。因此,本研究引入了一种用于评估涡轮盘温度分布的光学阵列高温计。首先,在500℃下对微型光学探头进行了3小时的热稳定性测试,结果表明,探头的能量传输效率和结构稳定性保持稳定,并保持了光电转换线性。接下来,使用静态合金样品进行精度测试。比色测温的最大测量误差为1.73%,显著低于亮度测温的13.88%。最后,利用光学阵列高温计对旋转高温盘样品进行测量,得到的温度分布准确地反映了样品的真实温度分布。光学阵列高温计采用高速单点测温,其阵列设计弥补了红外热像仪帧速率较慢的缺点,为在线测量涡轮盘温度分布提供了一种新方法。
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引用次数: 0
Ultra-narrowband high-sensitivity multispectral sensor enabled by Fabry-Perot resonances for label-free detection 超窄带高灵敏度多光谱传感器,通过法布里-珀罗共振实现无标签检测
IF 3.4 3区 物理与天体物理 Q2 INSTRUMENTS & INSTRUMENTATION Pub Date : 2026-05-01 Epub Date: 2026-02-05 DOI: 10.1016/j.infrared.2026.106449
Saima Kanwal , Hussein H.N. Al Taee , Mir Hamid Rezaei , Norah A.M. Alsaif , Saleh Chebaane
We present a highly efficient optical sensor based on the excitation of Fabry-Perot (FP) in a hybrid dielectric-metal multilayer structure. The proposed configuration, comprising a thin gold film, periodic SiO2/Al2O3 layers, a sensing region, and a ground metal. This configuration supports ultra-narrowband resonances and perfect absorption, enabling precise detection of minor refractive index variations. Using the transfer matrix method (TMM), the sensor exhibits a refractive index sensitivity of 1310 nm/RIU with an exceptionally high figure-of-merit (FOMn) of 2569 RIU−1 and a quality-factor (Q) of 3025, alongside an intensity-based sensitivity of 968 RIU−1 and a corresponding FOMI of 7.06 × 105 RIU−1. The optical response can be tuned by altering the dielectric materials, stacking order, or structural parameters. Numerical results confirm excellent agreement with FP resonance theory, validating the design’s accuracy and robustness. These features establish the proposed sensor as a robust and versatile platform for label-free detection and advanced optical biosensing applications.
提出了一种基于介电-金属混合多层结构中法布里-珀罗(FP)激发的高效光学传感器。所提出的结构,包括薄金膜,周期性SiO2/Al2O3层,传感区域和接地金属。这种配置支持超窄带共振和完美的吸收,能够精确检测微小的折射率变化。利用传递矩阵法(TMM),该传感器的折射率灵敏度为1310 nm/RIU,具有2569 RIU−1的超高品质因数(formn)和3025的质量因数(Q),同时基于强度的灵敏度为968 RIU−1,相应的FOMI为7.06 × 105 RIU−1。光学响应可以通过改变介电材料、堆叠顺序或结构参数来调谐。数值结果与FP共振理论吻合良好,验证了设计的准确性和鲁棒性。这些特征使所提出的传感器成为无标签检测和先进光学生物传感应用的强大而通用的平台。
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引用次数: 0
An improved BP neural network algorithm for accurate prediction of impact defects depth in civil aircraft composite materials 改进的BP神经网络算法用于民用飞机复合材料冲击缺陷深度的准确预测
IF 3.4 3区 物理与天体物理 Q2 INSTRUMENTS & INSTRUMENTATION Pub Date : 2026-05-01 Epub Date: 2026-02-13 DOI: 10.1016/j.infrared.2026.106475
Huazhong Zhang , Rong Yang , Mian Zhong , Xia Lei , Juhang Yin , Ming Yang , Xiaoguang Tu , Fei Li , Xiaoqing Xing , Chao Zhou
To address the problems of low prediction accuracy and poor stability in traditional BP neural networks applied to quantitative defect depth evaluation of composite materials in civil aircraft, this study proposes an improved defect depth prediction model based on a BP neural network optimized using a Tent chaos enhanced Particle Swarm Optimization algorithm (Tent-PSO-BP). This algorithm integrates the PSO algorithm to effectively determine the optimal initial parameters of the network, thereby enhancing prediction accuracy. Furthermore, the Tent chaotic mapping strategy is employed to initialize the population in the PSO algorithm, ensuring a uniform distribution of initial parameters and mitigating the stability issues commonly encountered in traditional BP neural networks during prediction tasks. Results from ablation experiments demonstrates that the improved Tent-PSO-BP model achieves a reduction of 97.10% in Mean Squared Error (MSE) and 93.01% in Mean Absolute Error (MAE), compared to the traditional BP network; Additionally, it improves the coefficient of determination (R2) by 34.56% and the Relative Standard Deviation (RSD) by 29.38%. Comparative experimental results show that, compared with existing algorithms such as Long Short-Term Memory (LSTM), Genetic Algorithm Optimized BP (GA-BP) and Whale Optimization Algorithm Optimized BP (WOA-BP), the Tent-PSO-BP model achieves improvements in R2 by 12.01%, 11.00% and 8.80%, respectively, and enhancements in RSD by 24.51%, 32.01% and 35.92%, respectively. These results fully demonstrate the superior accuracy and stability of the Tent-PSO-BP model in predicting defect depth in civil aircraft composite materials. With the best overall performance among the evaluated methods, the model holds significant application potential in the field of infrared nondestructive testing in aviation and offers a novel research perspective for the quantitative analysis of composite material defects.
针对传统BP神经网络在民机复合材料缺陷深度定量评估中预测精度低、稳定性差的问题,提出了一种改进的基于BP神经网络的缺陷深度预测模型,该模型采用Tent混沌增强粒子群优化算法(Tent- pso -BP)进行优化。该算法与粒子群算法相结合,有效地确定了网络的最优初始参数,从而提高了预测精度。此外,PSO算法采用Tent混沌映射策略对种群进行初始化,保证了初始参数的均匀分布,减轻了传统BP神经网络在预测任务中常见的稳定性问题。烧蚀实验结果表明,改进的Tent-PSO-BP模型与传统BP网络相比,均方误差(MSE)和平均绝对误差(MAE)分别降低了97.10%和93.01%;测定系数R2提高34.56%,相对标准偏差RSD提高29.38%。对比实验结果表明,与长短期记忆(LSTM)、遗传算法优化BP (GA-BP)和鲸鱼优化算法优化BP (WOA-BP)等现有算法相比,该模型的R2分别提高了12.01%、11.00%和8.80%,RSD分别提高了24.51%、32.01%和35.92%。这些结果充分证明了Tent-PSO-BP模型在预测民用航空复合材料缺陷深度方面具有优越的准确性和稳定性。该模型综合性能最好,在航空红外无损检测领域具有重要的应用潜力,为复合材料缺陷的定量分析提供了新的研究视角。
{"title":"An improved BP neural network algorithm for accurate prediction of impact defects depth in civil aircraft composite materials","authors":"Huazhong Zhang ,&nbsp;Rong Yang ,&nbsp;Mian Zhong ,&nbsp;Xia Lei ,&nbsp;Juhang Yin ,&nbsp;Ming Yang ,&nbsp;Xiaoguang Tu ,&nbsp;Fei Li ,&nbsp;Xiaoqing Xing ,&nbsp;Chao Zhou","doi":"10.1016/j.infrared.2026.106475","DOIUrl":"10.1016/j.infrared.2026.106475","url":null,"abstract":"<div><div>To address the problems of low prediction accuracy and poor stability in traditional BP neural networks applied to quantitative defect depth evaluation of composite materials in civil aircraft, this study proposes an improved defect depth prediction model based on a BP neural network optimized using a Tent chaos enhanced Particle Swarm Optimization algorithm (Tent-PSO-BP). This algorithm integrates the PSO algorithm to effectively determine the optimal initial parameters of the network, thereby enhancing prediction accuracy. Furthermore, the Tent chaotic mapping strategy is employed to initialize the population in the PSO algorithm, ensuring a uniform distribution of initial parameters and mitigating the stability issues commonly encountered in traditional BP neural networks during prediction tasks. Results from ablation experiments demonstrates that the improved Tent-PSO-BP model achieves a reduction of 97.10% in Mean Squared Error (MSE) and 93.01% in Mean Absolute Error (MAE), compared to the traditional BP network; Additionally, it improves the coefficient of determination (R<sup>2</sup>) by 34.56% and the Relative Standard Deviation (RSD) by 29.38%. Comparative experimental results show that, compared with existing algorithms such as Long Short-Term Memory (LSTM), Genetic Algorithm Optimized BP (GA-BP) and Whale Optimization Algorithm Optimized BP (WOA-BP), the Tent-PSO-BP model achieves improvements in R<sup>2</sup> by 12.01%, 11.00% and 8.80%, respectively, and enhancements in RSD by 24.51%, 32.01% and 35.92%, respectively. These results fully demonstrate the superior accuracy and stability of the Tent-PSO-BP model in predicting defect depth in civil aircraft composite materials. With the best overall performance among the evaluated methods, the model holds significant application potential in the field of infrared nondestructive testing in aviation and offers a novel research perspective for the quantitative analysis of composite material defects.</div></div>","PeriodicalId":13549,"journal":{"name":"Infrared Physics & Technology","volume":"155 ","pages":"Article 106475"},"PeriodicalIF":3.4,"publicationDate":"2026-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147386274","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Dark current suppression of short wavelength infrared InGaAs/GaAsSb-AlGaAsSb avalanche photodiodes by dual passivation layer 双钝化层抑制短波红外InGaAs/GaAsSb-AlGaAsSb雪崩光电二极管的暗电流
IF 3.4 3区 物理与天体物理 Q2 INSTRUMENTS & INSTRUMENTATION Pub Date : 2026-05-01 Epub Date: 2026-02-12 DOI: 10.1016/j.infrared.2026.106457
Jiaqi Wei , Peng Cao , Zeyu Wang , Tiancai Wang , Chunxu Song , Yidan Hu , Minghui You , Hongling Peng , Qiandong Zhuang , Wanhua Zheng
In this work, we propose a dual-passivation strategy to suppress dark current in short-wavelength infrared (SWIR) type-II superlattice (T2SL) avalanche photodiodes (APDs) featuring a separate-absorption-grading-charge-multiplication (SAGCM) architecture. It is noted that conventional single-layer dielectrics such as PECVD (Plasma Enhanced Chemical Vapor Deposition) SiO2 or ALD (Atomic Layer Deposition) Al2O3 offer only limited leakage suppression under high electric fields, making them insufficient for deeply etched devices. To mitigate this challenge, we introduce a dual-passivation layer consisting of 35-nm ALD Al2O3 and 450-nm PECVD SiO2 which effectively reduces interface traps and easing electric-field crowding along the mesa sidewall. As a result, the dark current is reduced by more than one order of magnitude, and thermal stability is improved across 120–295 K. Leakage current analysis further reveals a transition from surface-dominated to bulk-dominated transport, confirming that DPL effectively suppresses surface contributions and enables low-noise operation. Such performance indicates strong potential for reliable, high-gain SWIR T2SL APDs in practical sensing applications.
在这项工作中,我们提出了一种双钝化策略来抑制具有分离吸收-分级-电荷倍增(SAGCM)结构的短波红外(SWIR) ii型超晶格(T2SL)雪崩光电二极管(apd)中的暗电流。值得注意的是,传统的单层介质,如PECVD(等离子体增强化学气相沉积)SiO2或ALD(原子层沉积)Al2O3,在高电场下只能提供有限的泄漏抑制,这使得它们不足以用于深蚀刻器件。为了缓解这一挑战,我们引入了一种由35纳米ALD Al2O3和450纳米PECVD SiO2组成的双钝化层,该钝化层有效地减少了界面陷阱,并缓解了沿台面侧壁的电场拥挤。因此,暗电流减少了一个数量级以上,并且在120-295 K范围内的热稳定性得到了改善。泄漏电流分析进一步揭示了从表面主导传输到大块主导传输的转变,证实了DPL有效地抑制了表面贡献,并实现了低噪声运行。这样的性能表明可靠的高增益SWIR T2SL apd在实际传感应用中的强大潜力。
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引用次数: 0
Randomness enhancement of noise-like pulses in nonlinear polarization rotation fiber cavity 非线性偏振旋转光纤腔中类噪声脉冲的随机增强
IF 3.4 3区 物理与天体物理 Q2 INSTRUMENTS & INSTRUMENTATION Pub Date : 2026-05-01 Epub Date: 2026-02-05 DOI: 10.1016/j.infrared.2026.106446
Yujun Chen, Peng Cai, Yujia Li, Hang Ming, Minnan Wu, Lei Chen, Ligang Huang, Lei Gao, Tao Zhu
Noise-like pulses (NLPs) with intense randomness play a crucial role in low-coherence spectroscopic measurements, supercontinuum generation, random laser imaging, and chaotic laser sensing. However, systematic analysis addressing both the spectral intensity randomness and the polarization characteristics of NLPs have not yet been explored. Here, we use the dispersive Fourier transform technique and the high-speed wavelength-resolved polarization measurement technique to investigate the spectral randomness and polarization characteristics of NLPs generated by nonlinear polarization rotation mode-locking in a net-normal dispersive cavity with varying lengths of highly nonlinear fiber (HNLF). Through experimental and statistical methods (correlation, Pearson coefficient, mutual information), we demonstrated that HNLF enhances spectral intensity randomness in NLPs. The incorporation of HNLF not only increases the spectral correlation decay rate but also reduces the full width at half maximum of the Pearson coefficient curve corresponding to the peak wavelength from 0.38 nm to below 0.1 nm. Accompanied by the polarization filtering effects of nonlinear polarization rotation, the wavelength-resolved states of polarization (SOP) for the NLPs exhibit partial randomness on the Poincaré sphere. We quantify polarization distribution characteristics and randomness using the relative distance (r) of SOP projection points and approximate entropy (ApEn). HNLF enhances both polarization distribution range and randomness, increasing r_max from 2 to 3 and improving ApEn values for polar/azimuthal angles at different wavelengths. The simulation result is consistent with experiments. Our work provides a systematic routine for investigating the randomness in NLPs, and also offers a new approach for generating low-cost, highly random ultrafast light sources.
具有强随机性的类噪声脉冲在低相干光谱测量、超连续谱产生、随机激光成像和混沌激光传感等领域发挥着重要作用。然而,对于nlp的光谱强度随机性和偏振特性,目前还没有系统的分析。本文利用色散傅立叶变换技术和高速波长分辨偏振测量技术,研究了在不同长度的高度非线性光纤(HNLF)的净法向色散腔中,非线性偏振旋转锁模产生的nlp的光谱随机性和偏振特性。通过实验和统计方法(相关、Pearson系数、互信息),我们证明了HNLF增强了nlp的光谱强度随机性。HNLF的加入不仅提高了光谱相关衰减率,而且使峰值波长对应的Pearson系数曲线的半最大值全宽度从0.38 nm减小到0.1 nm以下。伴随着非线性偏振旋转的偏振滤波效应,nlp的波长分辨偏振态(SOP)在poincarcarcars球上表现出部分随机性。我们使用SOP投影点的相对距离(r)和近似熵(ApEn)来量化偏振分布特征和随机性。HNLF增强了偏振分布的范围和随机性,使r_max从2增加到3,提高了不同波长下极角/方位角的ApEn值。仿真结果与实验结果吻合较好。我们的工作为研究nlp的随机性提供了一个系统的程序,也为产生低成本、高随机性的超快光源提供了一种新的方法。
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引用次数: 0
Fractional-order derivative coupled machine learning models for quantitative prediction of soil Ni content 分数阶导数耦合机器学习模型定量预测土壤镍含量
IF 3.4 3区 物理与天体物理 Q2 INSTRUMENTS & INSTRUMENTATION Pub Date : 2026-05-01 Epub Date: 2026-02-03 DOI: 10.1016/j.infrared.2026.106444
Anhong Tian , Bo Yan , Chengbiao Fu
To explore the effects of fractional-order derivative (FOD) implementation strategies and key parameters on Vis–NIR hyperspectral modeling for soil nickel (Ni) content prediction, this study focused on contaminated farmland soil in Mojiang Hani Autonomous County, Yunnan Province, China. Twelve modeling pipelines were designed, combining two FOD implementation strategies (fixed-window FOD and full-history FOD), two feature band selection strategies (the correlation coefficient method and full-spectrum bands), and four regression algorithms (PLSR, SVR, BPNN, and GRNN). The results showed the following: (1) The impact of fixed-window FOD on hyperspectral preprocessing and subsequent modeling performance was non-monotonic with window size; appropriate window sizes helped mitigate potential information redundancy and imbalance associated with full-history FOD while reducing preprocessing time. (2) Compared with integer-order derivative (IOD) preprocessing, FOD preprocessing (both fixed-window and full-history) was more effective in improving the predictive performance of models for soil Ni prediction. (3) The optimal model under fixed-window FOD (GRNN, window size = 80, order = 0.95) achieved RPD = 2.74, R2 = 0.87, and RMSE = 97.76 mg/kg on the validation set. For full-history FOD, the best model (BPNN, order = 0.7) yielded RPD = 2.56, R2 = 0.85, and RMSE = 104.66 mg/kg.
为探讨分数阶导数(FOD)实现策略和关键参数对可见光-近红外高光谱模型土壤镍含量预测的影响,本研究以云南省磨江哈尼族自治县受污染农田土壤为研究对象。设计了12条建模管道,结合了两种FOD实现策略(固定窗口FOD和全历史FOD)、两种特征频带选择策略(相关系数法和全谱频带)和4种回归算法(PLSR、SVR、BPNN和GRNN)。结果表明:(1)固定窗口FOD对高光谱预处理及后续建模性能的影响随窗口大小呈非单调变化;适当的窗口大小有助于减少与全历史FOD相关的潜在信息冗余和不平衡,同时减少预处理时间。(2)与整阶导数(IOD)预处理相比,FOD预处理(固定窗口和全历史)能更有效地提高土壤Ni预测模型的预测性能。(3)固定窗口FOD (GRNN,窗口大小= 80,order = 0.95)下的最优模型在验证集上的RPD = 2.74, R2 = 0.87, RMSE = 97.76 mg/kg。对于全历史FOD,最佳模型(BPNN, order = 0.7)的RPD = 2.56, R2 = 0.85, RMSE = 104.66 mg/kg。
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引用次数: 0
A dual-stream spatio-temporal cross attention network for moving infrared dim and small target detection 一种用于运动红外弱小目标检测的双流时空交叉注意网络
IF 3.4 3区 物理与天体物理 Q2 INSTRUMENTS & INSTRUMENTATION Pub Date : 2026-05-01 Epub Date: 2026-03-04 DOI: 10.1016/j.infrared.2026.106492
Wenting Liu , Xinming Lu , Jianxin Zhang , Shengzhe Hou , Tianyu Zhang
Infrared small target detection (IRSTD) is a critical technology in modern early warning and sensing systems. Existing single-frame detection methods rely solely on spatial domain information and struggle to effectively distinguish targets from background clutter in complex scenarios. While multi-frame detection methods introduce temporal cues to enhance detection performance, they still exhibit limitations in spatio-temporal feature extraction and fusion strategies. To overcome these challenges, we propose a novel Dual-Stream Spatio-Temporal Cross Attention Network (DSCA-Net). Specifically, we first design a Dual-Stream Feature Extractor (DSFE) that employs parallel 3D and 2D convolutional networks to extract temporal motion information and spatial detail features, respectively, effectively achieving decoupled representation of spatio-temporal features. Second, we introduce a Temporal Attention (TA) module that employs an adaptive weighting mechanism to dynamically enhance motion responses at critical moments, significantly improving the network’s perception capability for target motion characteristics. Finally, we construct a Spatio-Temporal Cross-Attention Fusion (STCAF) module that achieves deep interactive fusion between static spatial features and dynamic motion features through standard cross-attention and position-guided cross-attention mechanisms. Systematic evaluation on three public datasets demonstrates that the proposed DSCA-Net achieves competitive performance compared to mainstream methods, with particularly notable improvements on the IRDST dataset, validating its effectiveness in complex scenes.
红外小目标探测是现代预警传感系统中的一项关键技术。现有的单帧检测方法仅依赖于空间域信息,难以在复杂场景下有效区分目标和背景杂波。虽然多帧检测方法引入了时间线索来提高检测性能,但在时空特征提取和融合策略方面仍然存在局限性。为了克服这些挑战,我们提出了一种新的双流时空交叉注意网络(DSCA-Net)。具体而言,我们首先设计了一种双流特征提取器(DSFE),采用并行3D和2D卷积网络分别提取时间运动信息和空间细节特征,有效地实现了时空特征的解耦表示。其次,我们引入了时间注意(TA)模块,该模块采用自适应加权机制在关键时刻动态增强运动响应,显著提高了网络对目标运动特征的感知能力。最后,构建时空交叉注意融合(STCAF)模块,通过标准交叉注意和位置引导交叉注意机制实现静态空间特征和动态运动特征的深度交互融合。对三个公共数据集的系统评估表明,与主流方法相比,所提出的DSCA-Net的性能具有竞争力,特别是在IRDST数据集上的显著改进,验证了其在复杂场景中的有效性。
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引用次数: 0
5-μm Tb3+ doped chalcogenide glass fiber laser with Bragg grating 5-μm Tb3+掺硫系玻璃光纤Bragg光栅激光器
IF 3.4 3区 物理与天体物理 Q2 INSTRUMENTS & INSTRUMENTATION Pub Date : 2026-05-01 Epub Date: 2026-02-07 DOI: 10.1016/j.infrared.2026.106455
V.V. Koltashev , M.V. Sukhanov , V.V. Likhov , B.I. Denker , B.I. Galagan , S.E. Sverchkov , E.N. Lashmanov , A.P. Velmuzhov , V.G. Plotnichenko , A.G. Okhrimchuk
Temperature tunable narrowband laser oscillations at 5 µm wavelength region were obtained in Tb-doped chalcogenide glass fiber due to feedback from the Bragg grating inscribed in it. The technique for direct laser writing of Bragg gratings in high refractive index chalcogenide fibers involves immersing the fiber into low-melting glass and helical motion of the lenticular beam waist of the femtosecond laser.
在掺铽硫族玻璃光纤中,由于光纤内嵌布拉格光栅的反馈,在5µm波长区域获得了可调温度的窄带激光振荡。在高折射率硫系光纤中直接激光写入布拉格光栅的技术包括将光纤浸入低熔点玻璃和飞秒激光器透镜束腰的螺旋运动。
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引用次数: 0
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Infrared Physics & Technology
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