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A deeply integrated GBNS/INS system for navigation in multipath environments 用于多路径环境下导航的深度集成GBNS/INS系统
IF 5.6 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2025-11-27 DOI: 10.1016/j.measurement.2025.119887
Junren Sun , Fanchen Meng , Ruiyang Zhou , Zhipeng Wang
The Ground-Based Navigation System (GBNS) utilizing pseudolites (PL) deployed on surface of the earth for positioning shows superior robustness and accuracy than the Global Navigation Satellite System (GNSS) in urban and canyon environments, which is attributed to stronger signal strength, ionospheric-free characteristic, better terrain adaptability, and greater layout flexibility. However, multipath interference is a major cause of degraded navigation accuracy of GBNS. In this paper, we propose a deeply integrated GBNS/INS navigation system that utilizes a newly designed variable-period pre-filter and an adaptive vector tracking loop (VTL) architecture to enhance positioning accuracy in multipath environments. A software platform named multipath environments software platform (MESP) is constructed for navigation simulation in multipath environments, and a hardware-in-the-loop simulation based on this platform is carried out to evaluate effectiveness of the proposed multipath mitigation techniques. Numerical results and comparisons validate the feasibility and superiority of the proposed system scheme, and the positioning accuracy of this scheme is less than 1.5 m under the simulated multipath scenario.
利用地表伪卫星(PL)进行定位的地基导航系统(GBNS)在城市和峡谷环境下具有比全球卫星导航系统(GNSS)更强的鲁棒性和精度,具有更强的信号强度、无电离层特性、更好的地形适应性和更大的布局灵活性。然而,多径干扰是导致GBNS导航精度下降的主要原因。在本文中,我们提出了一种深度集成的GBNS/INS导航系统,该系统利用新设计的变周期预滤波器和自适应矢量跟踪环路(VTL)架构来提高多路径环境下的定位精度。针对多路径环境下的导航仿真,构建了多路径环境软件平台MESP (multi - path environments software platform),并基于该平台进行了硬件在环仿真,以评估所提出的多路径缓解技术的有效性。数值结果和对比验证了所提系统方案的可行性和优越性,在模拟多径场景下,该方案的定位精度小于1.5 m。
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引用次数: 0
SVMD-WD-SE-ESS-IWTD algorithm for ship shaft-rate magnetic field signals 船舶轴速磁场信号的SVMD-WD-SE-ESS-IWTD算法
IF 5.6 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2025-11-27 DOI: 10.1016/j.measurement.2025.119869
Binjie Lu , Xiaobing Zhang
To address the noise interference in ship shaft-rate magnetic field signals, we propose a multistage denoising algorithm integrating Successive Variational Mode Decomposition (SVMD), Wasserstein Distance (WD), Spectral Entropy (SE), Enhanced Spectral Subtraction (ESS), and Improved Wavelet Threshold Denoising (IWTD). First, a bandpass filter was applied to preprocess raw signals, isolating the primary frequency band of shaft-rate magnetic fields. The SVMD then decomposed signals into Intrinsic Mode Functions (IMFs). Power Spectral Density (PSD) analysis of all IMFs enabled classification into three categories—signal-dominant IMFs (Signal IMFs), hybrid IMFs (Noisy IMFs), and noise-dominant IMFs (Noise IMFs)—using WD-SE criteria. Signal-dominant IMFs underwent ESS-based denoising, while hybrid IMFs were processed via IWTD. Noise-dominant IMFs were discarded. Final reconstruction combined denoised signal-dominant and hybrid IMFs. Comparative simulations and field experiments demonstrated the algorithm’s superiority: Signal-to-Noise Ratio (SNR) increased by 26.3∼177.3 % compared to SGMD-WD-SE-ESS-IWTD, EWT-WD-SE-ESS-IWTD, VMD-WD-SE-ESS-IWTD, IWTD and ESS algorithms. This methodology provides a robust solution for extracting weak shaft-rate magnetic signatures in complex marine environments, with potential applications in ship detection and magnetic anomaly navigation.
为了解决船舶轴速磁场信号中的噪声干扰问题,提出了一种结合连续变分模态分解(SVMD)、沃瑟斯坦距离(WD)、谱熵(SE)、增强谱减(ESS)和改进小波阈值去噪(IWTD)的多阶段去噪算法。首先,采用带通滤波器对原始信号进行预处理,隔离轴率磁场的主频段;SVMD将信号分解为内禀模态函数(IMFs)。功率谱密度(PSD)分析所有的国际货币基金组织,使其分为三类-信号主导国际货币基金组织(信号国际货币基金组织),混合国际货币基金组织(噪声国际货币基金组织)和噪声主导国际货币基金组织(噪声国际货币基金组织)-使用WD-SE标准。信号占主导的imf进行基于ess的去噪,而混合imf则通过IWTD进行处理。噪声主导的imf被丢弃。最后的重建结合了去噪的信号主导和混合的imf。与SGMD-WD-SE-ESS-IWTD、EWT-WD-SE-ESS-IWTD、VMD-WD-SE-ESS-IWTD、IWTD和ESS算法相比,该算法的信噪比(SNR)提高了26.3 ~ 177.3%。该方法为在复杂海洋环境中提取弱轴速磁特征提供了一种鲁棒的解决方案,在船舶探测和磁异常导航中具有潜在的应用前景。
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引用次数: 0
Nanoparticle-doped fibers for enhanced acoustic detection interferometry 纳米粒子掺杂光纤用于增强声探测干涉测量
IF 5.6 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2025-11-27 DOI: 10.1016/j.measurement.2025.119872
Arnaldo Leal-Junior , Stanislav Kepak , Jan Nedoma , Radek Martinek , Wilfried Blanc
This paper presents the development of optical fiber interferometers for acoustic detection using specialty optical fibers. The Michelson (MI) and Sagnac interferometers (SI) are developed using nanoparticle-doped fibers (NPFs) for the acoustic detection in a wide frequency range from 500 Hz to 15 kHz. To compare and demonstrate the performance enhancement of interferometers using NPFs, the same configurations of MI and SI are applied using the standard single mode fibers (SMFs). The comparison is made in terms of amplitude of signal detection, usable frequency range and signal-to-noise ratio (SNR). Results in the SI configuration show that the NPF presented a ten times higher amplitude than the SMF, whereas the SNR is 55% higher than that of SMF. Furthermore, the NPF also shows superior performance than the SMF in the MI configuration, where there is a 5 times and 4.1% higher amplitude and SNR, respectively. Comparing both approaches, the MI presented a 60 times higher amplitude than the SI for the analyzed frequencies. Therefore, the proposed acoustic detection system demonstrated the feasibility and superior performance of the NPF for acoustic detection in different interferometric configurations, resulting in compact and highly sensitive interferometer structures for acoustic detection in a wide range of frequencies.
本文介绍了利用特种光纤进行声探测的光纤干涉仪的研制。Michelson (MI)和Sagnac干涉仪(SI)是使用纳米颗粒掺杂光纤(npf)开发的,用于在500 Hz至15 kHz的宽频率范围内进行声学检测。为了比较和证明使用npf的干涉仪的性能增强,使用标准单模光纤(smf)应用相同配置的MI和SI。从信号检测幅度、可用频率范围和信噪比等方面进行了比较。结果表明,NPF的幅值比SMF高10倍,信噪比比SMF高55%。此外,NPF在MI配置下也表现出优于SMF的性能,其幅值和信噪比分别提高了5倍和4.1%。比较两种方法,对于所分析的频率,MI的振幅比SI高60倍。因此,所提出的声学检测系统证明了NPF在不同干涉配置下进行声学检测的可行性和优越性能,从而使干涉仪结构紧凑,灵敏度高,可用于宽频率范围内的声学检测。
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引用次数: 0
Low transverse-sensitivity AlScN piezoelectric MEMS accelerometers with perforated diaphragm-island for high-precision vibration monitoring 用于高精度振动监测的带孔膜片岛的低横向灵敏度AlScN压电MEMS加速度计
IF 5.6 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2025-11-27 DOI: 10.1016/j.measurement.2025.119890
Anna Li , Yongquan Su , Cheng Zhang , Jiachang Zhang , Hao Huang , Dalong Chen , Wenli Xue , Lihao Wang , Yichen Liu , Feng Tian , Yang Wang , Zhenyu Wu
AlScN piezoelectric MEMS accelerometers are promising for distributed vibration monitoring system, due to their compact size, CMOS compatibility, and reliability at elevated temperatures. However, their operation in bending mode makes them highly susceptible to cross-axis interference, which can severely compromise measurement accuracy in practical applications. To address this limitation, this paper synthetically proposes the definition of transverse sensitivity, stress-induced degradation mechanisms, and suppression strategies. Firstly, theoretical model and Finite Element Method (FEM) demonstrate asymmetric surface warpage, induced by residual stress, is a primary cause of transverse sensitivity. A perforated diaphragm-island is proposed, which effectively releases stress and mitigates warpage. Secondly, the mechanism of air cavity in diaphragm-island structure as the source of excessive surface warpage is demonstrated, and thereby implementing effective structural improvement to suppress warpage. Finally, the developed perforated diaphragm-island accelerometer achieves a 55 % reduction in transverse sensitivity without performance loss. It achieves transverse sensitivity (1.2 %), charge sensitivity (0.60 pC/g), upper-frequency range (approximately 6000 Hz), and range (±500 g). Meanwhile, tests based on a triaxial vibration system demonstrate that the proposed accelerometer exhibits superior immunity to cross-axis interference compared with commercial products, which is meaningful for high-precision and real-time monitoring of broadband and large-range vibration signals.
AlScN压电MEMS加速度计由于其紧凑的尺寸、CMOS兼容性和高温下的可靠性,在分布式振动监测系统中具有很大的应用前景。然而,它们在弯曲模式下的工作使它们极易受到跨轴干扰,这在实际应用中会严重影响测量精度。为了解决这一限制,本文综合提出了横向敏感性的定义、应力诱导降解机制和抑制策略。首先,理论模型和有限元方法表明,由残余应力引起的不对称表面翘曲是横向敏感的主要原因。提出了一种穿孔隔膜岛,有效地释放应力和减轻翘曲。其次,论证了隔膜岛式结构中空腔作为表面过度翘曲来源的机理,从而实施有效的结构改进以抑制翘曲。最后,开发的穿孔隔膜岛加速度计在不损失性能的情况下,横向灵敏度降低了55%。它实现横向灵敏度(1.2%),充电灵敏度(0.60 pC/g),高频率范围(约6000hz)和范围(±500g)。同时,基于三轴振动系统的测试表明,与商用产品相比,所提出的加速度计具有更好的抗跨轴干扰能力,对宽带大范围振动信号的高精度实时监测具有重要意义。
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引用次数: 0
Plane-assisted indoor Lidar SLAM 飞机辅助室内激光雷达SLAM
IF 5.6 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2025-11-27 DOI: 10.1016/j.measurement.2025.119639
Mingyan Nie , Wenzhong Shi , Daping Yang , Min Zhang , Yitao Wei
Indoor LiDAR SLAM is essential for autonomous navigation, robotic mapping, and virtual environment reconstruction. In this work, we propose a plane-assisted LiDAR SLAM framework that leverages planar features as auxiliary pose constraints rather than primary registration primitives. A robust planar feature extraction algorithm is introduced, specifically designed for multi-line LiDAR sensors, enabling reliable detection of dominant planar structures in indoor environments. Planar features are integrated into both odometry and global pose optimization by constructing residuals between plane observations, which serve as geometric constraints to suppress drift and improve mapping accuracy. In addition, we propose a registration failure detection and correction mechanism based on plane occlusion analysis, which effectively identifies and mitigates errors arising from misaligned point cloud registration. Extensive experiments conducted in challenging indoor environments (including stairwells, narrow corridors, and multi-room areas) demonstrate that the proposed approach significantly outperforms state-of-the-art approaches in terms of SLAM accuracy and reliability.
室内激光雷达SLAM对于自主导航、机器人测绘和虚拟环境重建至关重要。在这项工作中,我们提出了一个平面辅助激光雷达SLAM框架,利用平面特征作为辅助姿态约束,而不是主要的配准原语。介绍了一种鲁棒的平面特征提取算法,该算法专为多线激光雷达传感器设计,能够可靠地检测室内环境中的主要平面结构。通过构建平面观测值之间的残差,将平面特征整合到距离测量和全局位姿优化中,作为抑制漂移的几何约束,提高制图精度。此外,我们还提出了一种基于平面遮挡分析的配准失败检测与校正机制,有效地识别和减轻了点云配准不对准带来的误差。在具有挑战性的室内环境(包括楼梯井、狭窄走廊和多房间区域)中进行的大量实验表明,所提出的方法在SLAM精度和可靠性方面明显优于最先进的方法。
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引用次数: 0
Practical implementation and validation of instantaneous angular speed estimation on resource-constrained embedded systems 资源受限嵌入式系统瞬时角速度估计的实际实现与验证
IF 5.6 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2025-11-26 DOI: 10.1016/j.measurement.2025.119808
Martin Leonhard Kliemank , Bernhard Rupprecht , Majid Ahmadzadeh , Joseph Zimmer , Ralf Brederlow , Karsten Stahl , Robert Liebich , Birgit Vogel-Heuser , Clemens Gühmann
In this study, an instantaneous angular speed (IAS) estimation algorithm suitable for low-power embedded systems is demonstrated and evaluated using a gas foil bearing as a challenging test case. While many algorithms for IAS estimation exist, none have been validated as suitable for use in low-power embedded systems to date. Instead, their evaluation is typically done with high-performance computers and laboratory-grade sensors. In this work, the ViBES algorithm is demonstrated running online in a real embedded system comprising a Cortex-M33-based microcontroller and a MEMS accelerometer. The system is part of a prototype fluid bearing that determines operating parameters during operation, thereby providing a dynamic and challenging test case. This system is validated on a test rig with reference measurements, continuously estimating the IAS in real-time during the operation of the mechanical system. The estimation achieves a median accuracy of 0.18 Hz, validating that the algorithm can function within the limitations of low-power hardware. The implementation requires only 65 kB of RAM and 3.0 ms processing time for a window of 4096 samples, confirming the hardware requirements determined by the authors in earlier work. These hardware requirements also indicate that most modern low-power microcontrollers and MEMS accelerometers should be sufficient for the presented algorithm.
在本研究中,演示了一种适用于低功耗嵌入式系统的瞬时角速度(IAS)估计算法,并使用气箔轴承作为具有挑战性的测试案例进行了评估。虽然存在许多IAS估计算法,但迄今为止没有一种算法被验证适合用于低功耗嵌入式系统。相反,它们的评估通常是用高性能计算机和实验室级传感器完成的。在这项工作中,ViBES算法在一个真实的嵌入式系统中在线运行,该系统包括一个基于cortex - m33的微控制器和一个MEMS加速度计。该系统是原型流体轴承的一部分,可在操作过程中确定操作参数,从而提供动态且具有挑战性的测试用例。该系统通过参考测量在试验台上进行验证,在机械系统运行过程中持续实时估计IAS。估计的中位数精度为0.18 Hz,验证了该算法可以在低功耗硬件的限制下运行。对于4096个样本的窗口,该实现只需要65 kB的RAM和3.0 ms的处理时间,证实了作者在早期工作中确定的硬件要求。这些硬件要求也表明,大多数现代低功耗微控制器和MEMS加速度计应该足以满足所提出的算法。
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引用次数: 0
Design and implementation of a high-precision wind-estimation UAV with onboard sensors 带有机载传感器的高精度风估计无人机的设计与实现
IF 5.6 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2025-11-26 DOI: 10.1016/j.measurement.2025.119882
Haowen Yu , Na Fan , Xing Liu , Ximin Lyu
Accurate real-time wind vector estimation is essential for enhancing the safety, navigation accuracy, and energy efficiency of unmanned aerial vehicles (UAVs). Traditional approaches rely on external sensors or simplify vehicle dynamics, which limits their applicability during agile flight or in resource-constrained platforms. This paper proposes a real-time wind estimation method based solely on onboard sensors. The approach first estimates external aerodynamic forces using a disturbance observer (DOB), and then maps these forces to wind vectors using a thin-plate spline (TPS) model. A custom-designed wind barrel mounted on the UAV enhances aerodynamic sensitivity, further improving estimation accuracy. The system is validated through comprehensive experiments in wind tunnels, indoor and outdoor flights. Experimental results demonstrate that the proposed method achieves consistently high-accuracy wind estimation across controlled and real-world conditions, with speed RMSEs as low as 0.06 m/s in wind tunnel tests, 0.22 m/s during outdoor hover, and below 0.38 m/s in indoor and outdoor dynamic flights, and direction RMSEs under 7.3° across all scenarios, outperforming existing baselines. Moreover, the method provides vertical wind estimates – unavailable in baselines – with RMSEs below 0.17 m/s even during fast indoor translations.
准确的实时风矢量估计对于提高无人机的安全性、导航精度和能效至关重要。传统的方法依赖于外部传感器或简化飞行器动力学,这限制了它们在敏捷飞行或资源受限平台上的适用性。本文提出了一种完全基于机载传感器的实时风估计方法。该方法首先使用扰动观测器(DOB)估计外部空气动力,然后使用薄板样条(TPS)模型将这些力映射到风矢量。安装在无人机上的定制设计的风管增强了气动灵敏度,进一步提高了估计精度。该系统通过风洞、室内和室外飞行的综合实验进行了验证。实验结果表明,该方法在控制条件和现实条件下都能实现一致的高精度风估计,风洞测试时的速度rmse低至0.06 m/s,室外悬停时的速度rmse低至0.22 m/s,室内和室外动态飞行时的速度rmse低于0.38 m/s,所有场景下的方向rmse均在7.3°以下,优于现有基线。此外,该方法提供了垂直风的估计(基线中无法获得),即使在快速室内平移期间,rmse也低于0.17 m/s。
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引用次数: 0
Oblique illumination line confocal imaging with adjustable aperture for wafer defect detection 用于晶圆片缺陷检测的可调光圈斜照度线共聚焦成像
IF 5.6 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2025-11-26 DOI: 10.1016/j.measurement.2025.119875
Xuewen Wang , Jiangang Wang , Zeyu Qin , Ning Liu , Yu Huang , Wenjun Shao
Silicon carbide (SiC) wafers are critical for power electronics and energy systems because of their ability to handle high power densities and voltages. However, detecting subtle defects in non-transparent SiC wafers remains challenging, as conventional optical imaging often fails to distinguish weak defect signals from background noise. To address this issue, we propose an oblique line confocal imaging system with a programmable virtual confocal aperture. The system employs a time-delay integration (TDI) camera, enabling flexible adjustment of the aperture width by modifying detection stages, which optimizes confocal gating and enhances image contrast. Imaging experiments on stacking faults and scratches demonstrate significantly improved contrast compared with non-confocal methods. Furthermore, aperture width optimization yields additional performance gains, while the oblique line illumination scheme removes the need for an achromatic objective covering both UV and visible bands across a near-centimeter field of view. The system achieves a resolution of ∼2 µm, and the combination of high contrast and fine resolution highlights its potential for reliable defect inspection in semiconductor manufacturing.
碳化硅(SiC)晶圆对电力电子和能源系统至关重要,因为它们能够处理高功率密度和高电压。然而,检测非透明SiC晶圆中的细微缺陷仍然具有挑战性,因为传统的光学成像通常无法从背景噪声中区分微弱缺陷信号。为了解决这个问题,我们提出了一种具有可编程虚拟共焦孔径的斜线共焦成像系统。该系统采用延时集成(TDI)相机,可通过修改检测级灵活调整孔径宽度,从而优化共聚焦门控,增强图像对比度。对层错和划痕的成像实验表明,与非共聚焦方法相比,对比度有显著提高。此外,孔径宽度优化产生额外的性能增益,而斜线照明方案消除了消色差物镜的需要,覆盖了近厘米视场内的紫外和可见光波段。该系统实现了~ 2µm的分辨率,高对比度和精细分辨率的结合突出了其在半导体制造中可靠缺陷检测的潜力。
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引用次数: 0
Double-crystal monochromator with adaptive X-ray optical elements for synchrotron studies of materials with temporal resolution 具有自适应x射线光学元件的双晶单色仪,用于时间分辨率材料的同步加速器研究
IF 5.6 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2025-11-26 DOI: 10.1016/j.measurement.2025.119857
Ian A. Eliovich , Viktor A. Korzhov , Andrei I. Protsenko , Ilya V. Kubasov , Andrei V. Turutin , Alexander M. Kislyuk , Mikhail D. Malinkovich
Rapid adjustment of X-ray optics is crucial for time-resolved studies that track dynamic material processes in real time. Conventional servo- or stepper-driven goniometers are too slow, prompting interest in piezo-actuated adaptive X-ray optical elements (AXOEs). A piezoelectric bimorph in an AXOE can sweep the beam by hundreds to thousands of arcseconds at several-hundred-hertz rates. Although single-crystal AXOE monochromators outperform mechanical stages, only double-crystal geometries preserve beam direction during energy scans and suppress angular divergence. Synchronizing two crystals, however, is difficult with standard PbZrxTi1-xO3 (PZT) bimorphs, whose hysteresis and thermal drift degrade reproducibility. We report a double-crystal monochromator that employs two adaptive bending X-ray optical elements (ABXOs) based on bidomain LiNbO3 (BLN) single-crystal bimorph actuators. The monolithic structure of BLN eliminates intergrain interfaces, yielding hysteresis-free response and high thermal stability. Two mechanically matched actuators, each resonant at ≈102.5 Hz with mirrors attached, deliver angular sweeps exceeding 1200 arcsec. We describe calibration and phase-synchronization procedures that provide traceable control of beam energy and alignment. Performance was verified at the Kurchatov Synchrotron Source. Measurements confirmed the predicted angular and spectral tuning ranges and quantified beam displacement. Using the prototype, we recorded the Cu K-edge absorption spectrum (∼20 µm foil) with markedly higher spectral resolution than a comparable single-crystal ABXO system. These results demonstrate that BLN-based ABXOs enable fast, reproducible, and direction-stable energy scanning for synchrotron diffraction and spectroscopy, opening a path toward sub-10 ms time resolution without complex feedback hardware.
快速调整x射线光学对于实时跟踪动态材料过程的时间分辨研究至关重要。传统的伺服或步进驱动的测角仪太慢,促使人们对压电驱动的自适应x射线光学元件(AXOEs)产生兴趣。AXOE中的压电双晶片可以以几百赫兹的速率扫描光束数百到数千弧秒。虽然单晶AXOE单色仪优于机械级,但只有双晶几何形状在能量扫描期间保持光束方向并抑制角发散。然而,对于标准的PbZrxTi1-xO3 (PZT)双晶,同步两个晶体是困难的,其滞后和热漂移降低了再现性。我们报道了一种采用基于双域LiNbO3 (BLN)单晶双晶致动器的两个自适应弯曲x射线光学元件(abxo)的双晶单色仪。BLN的单片结构消除了晶间界面,产生无迟滞响应和高热稳定性。两个机械匹配的驱动器,每个谐振频率约为102.5 Hz,附带反射镜,提供超过1200弧秒的角扫描。我们描述了校准和相位同步程序,提供可跟踪控制的光束能量和对准。在库尔恰托夫同步加速器源上验证了性能。测量结果证实了预测的角和光谱调谐范围以及量化的光束位移。使用该原型,我们记录了Cu k边吸收光谱(~ 20 μ m箔),其光谱分辨率明显高于可比的单晶ABXO系统。这些结果表明,基于bln的abxo能够实现同步加速器衍射和光谱学的快速、可重复性和方向稳定的能量扫描,为实现低于10 ms的时间分辨率开辟了一条道路,而无需复杂的反馈硬件。
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引用次数: 0
Estimation model of chlorophyll content in Ginkgo biloba leaves based on UAV hyperspectral canopy image 基于无人机高光谱冠层影像的银杏叶片叶绿素含量估算模型
IF 5.6 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2025-11-26 DOI: 10.1016/j.measurement.2025.119865
Zheng Zuo , Maocheng Zhao , Liang Qi , Bin Wu , Hongyan Zou , Weijun Xie , Xiwei Wang , Chi Zhou , Kai Zhang
To enable efficient and non-destructive monitoring of chlorophyll content in Ginkgo biloba canopies, this study integrates UAV-based hyperspectral imaging with machine learning regression methods. Feature wavelengths were extracted using the CARS algorithm, and an XGB-RF hybrid model was constructed to estimate canopy chlorophyll content. The proposed MSC–CARS–(XGB-RF) model achieved superior performance with an Rp2 of 0.9033 and an RMSEp of 0.3652 on the prediction set, outperforming traditional regression approaches. The results demonstrate that combining UAV hyperspectral imagery with ensemble learning provides an accurate and scalable method for canopy-level chlorophyll assessment, offering strong potential for applications in smart agriculture and forestry management.
为了实现对银杏冠层叶绿素含量的高效、无损监测,本研究将基于无人机的高光谱成像与机器学习回归方法相结合。利用CARS算法提取特征波长,构建XGB-RF混合模型估算冠层叶绿素含量。提出的MSC-CARS - (XGB-RF)模型在预测集上的Rp2为0.9033,RMSEp为0.3652,优于传统的回归方法。结果表明,将无人机高光谱图像与集成学习相结合,为冠层叶绿素评估提供了一种准确、可扩展的方法,在智能农林管理中具有强大的应用潜力。
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引用次数: 0
期刊
Measurement
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