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Capture of coseismic velocity waveform using GNSS raw Doppler and carrier phase data for enhancing shaking intensity estimation 利用全球导航卫星系统的原始多普勒和载波相位数据捕捉共震速度波形,以加强地震烈度估算
IF 4.4 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-11-14 DOI: 10.1007/s00190-024-01916-4
Jiawei Zheng, Rongxin Fang, Min Li, Qile Zhao, Chuang Shi, Jingnan Liu

In recent years, coseismic velocity from high-rate global navigation satellite systems (GNSS) carrier phase data has been widely utilized to estimate instrumental seismic intensity, thereby guiding earthquake early warning and emergency response. However, using carrier phase data only yields displacement, displacement increment, and average velocity but not instantaneous velocity at the epoch level. In large earthquakes, using average velocity over a brief time span (e.g., 1 s) to quantify instantaneous coseismic velocity is less reliable for recovering accurate deformation dynamics, especially for the near-field region. In this study, we first introduce GNSS raw Doppler-based instantaneous velocity into seismology, expanding carrier phase-based traditional GNSS seismology. We also propose a new integrated GNSS velocity estimation method that employs a Kalman filter to integrate raw Doppler-based instantaneous velocity and carrier phase-based average velocity. The GNSS data from shake table experiments and two real-world earthquake events (i.e., the 2016 Mw 6.6 Norcia earthquake and the 2011 Mw 9.1 Tohoku-oki earthquake) are used to investigate the impact of high-rate GNSS raw Doppler on capturing coseismic velocity waveforms and predicting instrumental seismic intensity. The simulated sine wave experiment results indicate that the accuracy of instantaneous and average velocity for the 1 Hz sampling rate case is 1.20 cm/s and 12.67 cm/s, respectively. A similar case holds for the simulated quake wave experiment. The retrospective analysis of the ultra-high-rate (20 Hz) GNSS data for the Norcia earthquake shows the average velocities exhibit more aliasing and have a smaller peak ground velocity value than instantaneous velocities in all cases (i.e., 1, 2, 4, 5, 10, and 20 Hz). For the 2011 Mw 9.1 Tohoku-oki earthquake, results show that incorporating raw Doppler data enhances the consistency between the GNSS intensity map and the United States Geological Survey intensity map for near-field regions. Therefore, high-rate GNSS RD data as it becomes more widely available should be incorporated into data processing of high-rate GNSS seismology to capture more accurate instantaneous coseismic velocity waveforms and predict more realistic instrumental seismic intensity in future analyses.

近年来,从高速率全球导航卫星系统(GNSS)载波相位数据中获得的共震速度被广泛用于估算工具地震烈度,从而指导地震预警和应急响应。然而,使用载波相位数据只能获得位移、位移增量和平均速度,而不能获得纪元级的瞬时速度。在大地震中,使用短暂时间跨度(如 1 秒)内的平均速度来量化瞬时共震速度,对于恢复精确的形变动力学,尤其是近场区域的形变动力学,可靠性较低。在本研究中,我们首先将基于多普勒的全球导航卫星系统原始瞬时速度引入地震学,扩展了基于载波相位的传统全球导航卫星系统地震学。我们还提出了一种新的集成 GNSS 速度估算方法,该方法采用卡尔曼滤波器来集成基于原始多普勒的瞬时速度和基于载波相位的平均速度。我们利用振动台实验和两个真实世界地震事件(即 2016 年 Mw 6.6 Norcia 地震和 2011 年 Mw 9.1 Tohoku-oki 地震)的 GNSS 数据,研究了高速率 GNSS 原始多普勒对捕捉共震速度波形和预测仪器地震烈度的影响。模拟正弦波实验结果表明,在采样率为 1 赫兹的情况下,瞬时速度和平均速度的精度分别为 1.20 厘米/秒和 12.67 厘米/秒。模拟地震波实验也有类似情况。对诺西亚地震的超高速率(20 赫兹)GNSS 数据进行的回顾分析表明,在所有情况下(即 1、2、4、5、10 和 20 赫兹),平均速度比瞬时速度表现出更多的混叠现象,且地表速度峰值更小。对于 2011 年发生的 Mw 9.1 东北大地震,结果表明,在近场区域,采用原始多普勒数据可提高全球导航卫星系统烈度图与美国地质调查局烈度图之间的一致性。因此,随着高速率全球导航卫星系统 RD 数据的普及,应将其纳入高速率全球导航卫星系统地震学的数据处理中,以捕捉更准确的瞬时共震速度波形,并在未来的分析中预测更真实的仪器地震烈度。
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引用次数: 0
INTOMO operator for GNSS multi-source tomography based on 3D ray tracing technique 基于 3D 射线跟踪技术的 INTOMO 运算器,用于 GNSS 多源层析成像
IF 4.4 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-11-13 DOI: 10.1007/s00190-024-01915-5
Adam Cegla, Gregor Moeller, Pawel Hordyniec, Witold Rohm

The current GNSS meteorology literature focuses on ground-based and space-based GNSS observations separately, without exploring potential synergies. In this study, we propose combining the two data sources using GNSS tomography to overcome current limitations in (1) horizontal resolution of GNSS space-based, (2) low vertical resolution of GNSS ground-based tropospheric retrievals when the number of GNSS ground-based observations is limited and (3) instability of the tomography system due to a lack of observations traversing the atmosphere horizontally. Our study on the combination of GNSS ground-based and space-based presents an innovative way for data integration based on uncertainty estimation. The developed integrated tomography operator, based on 3D ray tracing principles, is tested on 30 days of simulated data with 101 ground stations and over 240 radio occultation events, using three different station layouts. The a priori data introduced into the tomography processing is from a deterministic model, while ray tracing uses the ERA5 reanalysis wet refractivity field to obtain input data for individual test cases. The results are verified by comparing tomography output to ERA5 reanalysis. We observed a decrease in tomography RMSE between 2% and 16% in the case of an integrated solution, depending on GNSS station layout and the number and geometry of radio occultation ray paths. We show that a single RO event during one processing epoch can shift the wet refractivity estimates by 2 to 5 ppm closer to the correct solution compared to ground-based-only GNSS tomography.

目前的全球导航卫星系统气象学文献侧重于分别进行地基和天基全球导航卫星系统观测,而没有探讨潜在的协同作用。在本研究中,我们建议利用全球导航卫星系统层析技术将这两种数据源结合起来,以克服目前在以下方面的局限性:(1)全球导航卫星系统天基的水平分辨率;(2)当全球导航卫星系统地基观测数据数量有限时,全球导航卫星系统地基对流层检索的垂直分辨率较低;(3)由于缺乏横穿大气层的观测数据,层析系统不稳定。我们对全球导航卫星系统地基和天基相结合的研究提出了一种基于不确定性估计的创新数据整合方法。根据三维射线追踪原理开发的综合层析成像算子在 30 天的模拟数据中进行了测试,这些数据包括 101 个地面站和 240 多个无线电掩星事件,使用了三种不同的站点布局。引入层析成像处理的先验数据来自一个确定性模型,而射线追踪则使用ERA5再分析湿折射率场来获取单个测试用例的输入数据。通过将层析成像输出结果与ERA5再分析结果进行比较,对结果进行了验证。我们观察到,根据全球导航卫星系统台站布局以及无线电掩星射线路径的数量和几何形状,在采用综合解决方案的情况下,层析 RMSE 降低了 2% 到 16%。我们表明,与仅基于地面的全球导航卫星系统层析成像相比,在一个处理历元期间发生的单个射电掩星事件可使湿折射率估计值偏移 2 到 5 ppm,更接近正确的解决方案。
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引用次数: 0
Derivation of the Sagnac (Earth-rotation) correction and analysis of its accuracy for GNSS applications 推导萨格纳克(地球自转)校正并分析其在全球导航卫星系统应用中的精度
IF 4.4 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-11-13 DOI: 10.1007/s00190-024-01914-6
Wang Hu, Jay A. Farrell

Global Navigation Satellite Systems (GNSS) applications require computation of the geometric range between the satellite vehicle at the time-of-signal transmission and the receiver antenna location at the time-of-signal reception. This computation requires attention to the frames of reference due to the rotation of the Earth-Centered Earth-Fixed (ECEF) frame during the time-of-signal propagation. Three range computation approaches are commonplace and will be discussed herein. The first is the Global Positioning System Interface Control Document recommendation to rotate the ECEF frames to a common reference time. The other two are forms of the Sagnac correction. The Sagnac derivations already in the literature are either limited to stationary receivers or lack the connection between the Earth-centered inertial (ECI) and ECEF frames. Neither form of the Sagnac correction exactly reproduces the geometric range. They are approximations. The literature does not currently contain an analysis of the error involved in using either form of the Sagnac correction. This article makes two contributions: (1) it presents derivations for both forms of the Sagnac correction that are valid for moving receivers and that maintain the connection between the ECI and ECEF frames; and (2) it analyzes the error of the Sagnac correction for orbits of different radius. The analysis shows that Sagnac corrections introduce range errors less than (7.57times 10^{-4}) meters for GNSS satellites at medium Earth orbit.

全球导航卫星系统(GNSS)应用需要计算信号发射时卫星飞行器与信号接收时接收器天线位置之间的几何距离。这种计算需要注意参考框架,因为在信号传播时间内,以地球为中心的地球固定框架(ECEF)会发生旋转。本文将讨论三种常见的测距计算方法。第一种是全球定位系统接口控制文件建议的将 ECEF 框架旋转到一个共同的参考时间。另外两种是萨格纳克校正的形式。文献中已有的萨格纳克推导要么仅限于静止接收机,要么缺乏地心惯性(ECI)和ECEF帧之间的联系。两种形式的萨格纳克校正都不能完全再现几何范围。它们都是近似值。目前还没有文献对使用这两种形式的萨格纳克校正所涉及的误差进行分析。本文有两个贡献:(1) 提出了两种形式的萨格纳克校正推导,对移动接收器有效,并保持了 ECI 和 ECEF 框架之间的联系;(2) 分析了不同半径轨道的萨格纳克校正误差。分析表明,对于中地球轨道上的全球导航卫星系统卫星,萨格纳克校正带来的距离误差小于(7.57乘以10^{-4})米。
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引用次数: 0
IAG Newsletter 国际咨询组通讯
IF 4.4 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-11-08 DOI: 10.1007/s00190-024-01909-3
Gyula Tóth
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引用次数: 0
Modification methods of the Stokes’ kernel for determining the (quasi-) geoid with the Remove-Compute-Restore technique 利用移除-计算-恢复技术确定(准)大地水准面的斯托克斯核修改方法
IF 4.4 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-11-07 DOI: 10.1007/s00190-024-01902-w
Jian Ma, Ziqing Wei, Zhenhe Zhai, Duan Li, Changqiang Feng, Xiaogang Liu, Bin Guan

The geoid and quasi-geoid serve as the reference surfaces of the orthometric and normal height systems, respectively. In order to improve the accuracy of the (quasi-) geoid determined by the Stokes integral with use of the Remove-Compute-Restore (RCR) technique, various modification methods for the spherical Stokes’ kernels, including the spheroidal, cosine-, power-, and Molodensky-modified kernels, are studied in this paper. In addition to the traditional Molodensky-modified Stokes’ kernel, a more effective Molodensky-modified Stokes’ kernel is put forward. A general formula for spectral decomposition of the Stokes integral in the RCR mode is derived, followed by the spectral analysis to reveal the transfer principles of gravity data when using different Stokes’ kernels. The spheroidal and modified Stokes integrals can cause spectral leakage phenomenon, and a method to eliminate spectral leakage is presented based on spectral analysis. The research indicates the low truncation degree of the spheroidal Stokes’ kernel and the low modification degrees of the modified Stokes’ kernel affect the accuracy of the (quasi-) geoid significantly. Quantitative methods for estimating the empirical values of the parameters of the low-degree spheroidal and modified Stokes’ kernels are proposed and the effectiveness of the methods is validated through numerical tests.

大地水准面和准大地水准面分别作为正高和法高系统的基准面。为了利用去除-计算-恢复(RCR)技术提高通过斯托克斯积分确定的(准)大地水准面的精度,本文研究了球面斯托克斯核的各种修正方法,包括球面核、余弦核、幂核和莫洛登斯基修正核。除了传统的 Molodensky 修正斯托克斯核之外,还提出了一种更有效的 Molodensky 修正斯托克斯核。推导出了 RCR 模式下斯托克斯积分的谱分解通式,并通过谱分析揭示了使用不同斯托克斯核时重力数据的传递原理。球面斯托克斯积分和修正斯托克斯积分会导致频谱泄漏现象,基于频谱分析提出了消除频谱泄漏的方法。研究表明,球面斯托克斯核的低截断度和修正斯托克斯核的低修正度会严重影响(准)大地水准面的精度。提出了估算低度球面斯托克斯核和修正斯托克斯核参数经验值的定量方法,并通过数值试验验证了这些方法的有效性。
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引用次数: 0
A new method for global ionospheric real-time modeling integrating ionospheric VTEC short-term forecast results 整合电离层 VTEC 短期预报结果的全球电离层实时建模新方法
IF 4.4 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-11-06 DOI: 10.1007/s00190-024-01911-9
Peng Chen, Rong Wang, Yibin Yao, Mingzhu Xiong, Yuchen Zhang, Xinyue Yang

As an important data source for monitoring the behavior and variations of the ionosphere, the accuracy of current real-time global ionospheric maps (RT-GIMs) in low-latitude regions and oceanic regions is usually poor, and the accuracy during geomagnetic storms is not ideal. Therefore, the ionospheric vertical total electron content (VTEC) short-term forecast results were integrated into the global ionospheric real-time modeling process to improve the accuracy of RT-GIMs. Firstly, the preliminary RT-GIMs were established by constructing a virtual grid and determining the number of ionospheric pierce points in the grid. Then, different strategies were used to determine the virtual VTEC observations and filled the preliminary RT-GIMs. Finally, the filled RT-GIMs were modeled using spherical harmonic expansion and generated the final RT-GIMs, XRTG. On this basis, three ways were selected to evaluate the accuracy of XRTG. The GPS dSTEC (differential slant total electron content) assessment results showed that the performance of XRTG was the closest to that of Centre for Orbit Determination in Europe’s final GIMs (CODG), and it outperformed other RT-GIMs during geomagnetic storm periods and low-latitude regions. Compared with Universitat Politècnica de Catalunya’s RT-GIMs (UADG) with better performance in other RT-GIMs, the maximum decrease in root mean square error (RMSE) of XRTG during the geomagnetic storm period exceeds 25%, and the maximum decrease in the overall average RMSE of the 20 stations in low latitudes exceeds 27%. The Jason-3 VTEC assessment results showed that the accuracy of XRTG was closer to that of UADG and CODG, and the performance of XRTG and UADG in the range of 22° N–22° S was significantly better than that of other RT-GIMs. The consistency between XRTG and Universitat Politècnica de Catalunya’s rapid GIMs, Chinese Academy of Sciences’ final GIMs, and CODG was good, and the VTEC deviations from each post-processing GIMs were mainly concentrated in the range of ± 5 TECU.

作为监测电离层行为和变化的重要数据源,目前低纬度地区和海洋地区的全球电离层实时地图(RT-GIMs)的精度通常较差,地磁暴期间的精度也不理想。因此,将电离层垂直电子总含量(VTEC)短期预报结果纳入全球电离层实时建模过程,以提高 RT-GIMs 的精度。首先,通过构建虚拟网格和确定网格中电离层穿透点的数量来建立初步的 RT-GIM。然后,使用不同的策略确定虚拟 VTEC 观测数据并填充初步 RT-GIM。最后,利用球谐波展开对填充的 RT-GIMs 进行建模,生成最终的 RT-GIMs XRTG。在此基础上,选择了三种方法来评估 XRTG 的精度。全球定位系统 dSTEC(差分斜面总电子含量)评估结果表明,XRTG 的性能最接近欧洲轨道确定中心(CODG)的最终 GIMs,在地磁暴期间和低纬度地区的性能优于其他 RT-GIMs。与加泰罗尼亚理工大学的 RT-GIMs(UADG)相比,XRTG 在地磁暴期间的均方根误差(RMSE)最大降幅超过 25%,低纬度地区 20 个站点的总体平均均方根误差最大降幅超过 27%。Jason-3 VTEC 评估结果表明,XRTG 的精度与 UADG 和 CODG 比较接近,XRTG 和 UADG 在北纬 22°-南纬 22°范围内的性能明显优于其他 RT-GIMs 。XRTG 与加泰罗尼亚理工大学的快速 GIMs、中国科学院的最终 GIMs 和 CODG 的一致性较好,与各后处理 GIMs 的 VTEC 偏差主要集中在 ± 5 TECU 范围内。
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引用次数: 0
Power function of $${varvec{F}}-$$ distribution: revisiting its computation and solution for geodetic studies $${varvec{F}}-$分布的幂函数:重新审视其在大地测量研究中的计算和解法
IF 4.4 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-11-05 DOI: 10.1007/s00190-024-01905-7
Cüneyt Aydin, Özge Güneş

The power function of (F-) distribution is the complementary cumulative distribution function of the non-central (F-) distribution. It is used to evaluate the power of the test based on the (F) or ({chi }^{2}-) distributed statistics. This paper revisits its computation and solution for the non-centrality parameter in geodetic studies and shows that the power function related to these studies can be computed efficiently and with minimal effort. To facilitate this, we introduce a novel standalone algorithm that consistently computes the power of the test, even for large non-centrality parameters (e.g., (>{10}^{5})) and for ({chi }^{2})-distribution. The solution of the power function for the non-centrality parameter is typically obtained using standard root finding algorithms, such as the bisection or Newton–Raphson methods. However, they may encounter convergence problems, particularly when the non-centrality parameter increases. We demonstrate that a solution can be readily obtained from a logarithmic form of the power function, ensuring convergence and removing the requirement for a precisely defined initial value. Furthermore, we utilize a few geometric relationships during the iteration to expedite the solution process. As a result, we propose a novel solution algorithm that is highly precise, stable, and at least four times faster than standard algorithms, even for the solution interval of (<{0, 10}^{6}>). This efficient solution is published online as a web-based application for geodetic detectability studies in addition to the given MATLAB and Python codes.

(F-)分布的功率函数是非中心(F-)分布的互补累积分布函数。它用于评估基于(F)或({chi }^{2}-)分布统计的检验功率。本文重新探讨了它的计算方法以及大地测量研究中非中心性参数的解决方法,并表明与这些研究相关的幂函数可以通过最小的努力高效地计算出来。为了便于计算,我们引入了一种新颖的独立算法,即使在非中心性参数较大(例如,(>{10}^{5}))和({chi }^{2})分布的情况下,也能持续计算检验的幂函数。非中心性参数幂函数的求解通常使用标准的寻根算法,如分段法或牛顿-拉夫逊法。然而,它们可能会遇到收敛问题,尤其是当非中心性参数增大时。我们证明,可以很容易地从幂函数的对数形式得到一个解,从而确保收敛性,并消除对精确定义的初始值的要求。此外,我们在迭代过程中利用了一些几何关系来加快求解过程。因此,我们提出了一种新颖的求解算法,该算法高度精确、稳定,即使在求解区间为 (<{0, 10}^{6}>) 时,也比标准算法至少快四倍。除了给出的 MATLAB 和 Python 代码外,这一高效解决方案还作为大地测量可探测性研究的网络应用程序在线发布。
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引用次数: 0
Assessing tropospheric turbulence impact on VGOS telescope placement in the Indian subcontinent for the estimation of earth orientation parameters 评估对流层湍流对印度次大陆 VGOS 望远镜位置的影响,以估算地球方位参数
IF 4.4 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-11-04 DOI: 10.1007/s00190-024-01912-8
Arnab Laha, Johannes Böhm, Sigrid Böhm, Matthias Schartner, Hana Krásná, Nagarajan Balasubramanian, Onkar Dikshit

The complete set of five Earth Orientation Parameters (EOP) can only be estimated accurately using geodetic Very Long Baseline Interferometry (VLBI). Their precision and accuracy depends on network geometry and station-dependent properties. Atmospheric turbulence poses one of the largest error sources for geodetic VLBI, impacting the precision of EOP. Thus, it becomes imperative to consider this factor while choosing the optimal locations for geodetic VLBI. The magnitude of tropospheric turbulence is approximated through the refractive index structure constant, (C_textrm{n}^textrm{2}). In this study, we simulate the optimal locations for geodetic VLBI in India, considering individual tropospheric turbulence parameters per telescope location. The study identifies 14 potential VLBI stations, co-located with GPS stations and homogeneously distributed all over India, and computes the (C_textrm{n}) values from zenith wet delay variances over 24 h obtained from GPS data. These locations are simulated in addition to three different reference networks, which show the current and future VLBI Global Observing System (VGOS) networks. Multiple schedules have been generated and simulated for each configuration using VieSched++, and the precision of EOP is compared when constant and station-specific tropospheric turbulence parameters are used. The study shows that, for the investigated networks, southern stations are optimal for polar motion and celestial pole offsets estimation, whereas an eastern station is optimal for UT1−UTC estimation. Furthermore, the study highlights that for reference networks with fewer stations, utilizing station-specific (C_textrm{n}) values significantly influences the determination of optimal locations. It further demonstrates how station-specific (C_textrm{n}) values impact the positioning of VGOS telescopes in each network for each EOP differently. The findings show that higher (C_textrm{n}) values generally lead to a degradation in EOP precision. Geometrically, a station might be at a good location, but if the (C_textrm{n}) value is too high, that location is not favorable.

只有使用大地测量甚长基线干涉测量法(VLBI)才能准确估算出完整的五个地球方位参数(EOP)。它们的精度和准确性取决于网络的几何形状和台站特性。大气湍流是大地测量甚长基线干涉测量法的最大误差源之一,会影响 EOP 的精度。因此,在选择大地测量 VLBI 的最佳位置时必须考虑这一因素。对流层湍流的大小是通过折射率结构常数(C_textrm{n}^textrm{2})近似得到的。在本研究中,我们模拟了印度大地测量 VLBI 的最佳位置,考虑了每个望远镜位置的对流层湍流参数。这项研究确定了 14 个潜在的 VLBI 台站,这些台站与全球定位系统台站同处一地,均匀地分布在印度各地,并根据从全球定位系统数据中获得的 24 小时天顶湿延迟方差计算出 (C_textrm{n})值。除了模拟这些地点外,还模拟了三个不同的参考网络,它们显示了当前和未来的 VLBI 全球观测系统(VGOS)网络。使用 VieSched++ 为每种配置生成和模拟了多个时间表,并比较了使用恒定对流层湍流参数和特定站点对流层湍流参数时 EOP 的精度。研究表明,在所调查的网络中,南部台站是极地运动和天极偏移估计的最佳选择,而东部台站则是UT1-UTC估计的最佳选择。此外,研究还强调,对于台站较少的参考网,利用特定台站的 (C_textrm{n})值会显著影响最佳位置的确定。研究还进一步证明了台站特定的(C_textrm{n})值如何对每个网络中每个 EOP 的 VGOS 望远镜的定位产生不同的影响。研究结果表明,较高的(C_textrm{n})值通常会导致EOP精度下降。从几何学角度看,一个台站可能位于一个很好的位置,但如果(C_textrm{n})值过高,这个位置就不合适了。
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引用次数: 0
A data-driven approach for analyzing contributions of individual loading factors to GNSS-measured bridge displacements 一种数据驱动方法,用于分析各个加载因素对全球导航卫星系统测量的桥梁位移的影响
IF 4.4 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-11-04 DOI: 10.1007/s00190-024-01913-7
Xuanyu Qu, Xiaoli Ding, Yong Xia, Wenkun Yu

A bridge may displace due to various loadings (e.g., thermal (Xia et al. in Struct Control Health Monit 28(7):e2738, 2013), winds (Owen et al. in J Wind Eng Ind Aerodyn 206:104389, 2020), and vehicles (Xu et al. in J Struct Eng 133(1):3–11, 2007)) acting upon the bridge. Identifying the contributions of individual loading factors to the measured bridge displacements is important for understanding the structural health conditions of the bridge. There is however no effective method to quantify the contributions when multiple loadings act simultaneously on a bridge. We propose a new data-driven method, termed random forest (RF)-assisted variational mode decomposition (RF-AVMD), for more effective identification of dominant loading factors and for quantifying the contributions of individual loading factors to the measured bridge displacements. The proposed method is applicable to studying the displacements of any bridge structures and allows for the first time to separate the contributions of individual loadings. The effectiveness of the proposed method is validated using data from Tsing Ma Bridge (TMB), a large suspension bridge in Hong Kong recorded during two consecutive strong typhoons. The results reveal that the transverse displacements of TMB mid-span were controlled by the crosswinds, the longitudinal displacements were dominated by the temperature and winds along the bridge centerline, and the vertical displacements were mainly due to the winds along the bridge centerline, temperature, and traffic flows. Displacement time series that responded to each loading factor was derived. The proposed method provides important new insights into the impacts of individual loadings on the displacements of long-span bridges.

桥梁可能会因作用于桥梁的各种荷载(如热荷载(Xia 等人,发表于 Struct Control Health Monit 28(7):e2738,2013 年)、风荷载(Owen 等人,发表于 J Wind Eng Ind Aerodyn 206:104389,2020 年)和车辆荷载(Xu 等人,发表于 J Struct Eng 133(1):3-11,2007 年)而发生位移。确定各个加载因素对测量桥梁位移的贡献对于了解桥梁结构健康状况非常重要。然而,目前还没有有效的方法来量化同时作用在桥梁上的多重荷载对桥梁位移的影响。我们提出了一种新的数据驱动方法,即随机森林(RF)辅助变模分解(RF-AVMD),用于更有效地识别主要荷载因素,并量化单个荷载因素对测量桥梁位移的贡献。所提出的方法适用于研究任何桥梁结构的位移,并首次实现了分离各个荷载的贡献。所提方法的有效性通过香港大型悬索桥青马大桥(TMB)在连续两次强台风期间记录的数据进行了验证。结果显示,青马大桥中跨的横向位移受横风控制,纵向位移主要受温度和大桥中心线风力影响,而垂直位移主要受大桥中心线风力、温度和交通流量影响。得出的位移时间序列对每个荷载因素都有响应。所提出的方法为了解各个荷载对大跨度桥梁位移的影响提供了重要的新见解。
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引用次数: 0
Two methods for spherical harmonic analysis of area mean values over equiangular blocks based on exact spherical harmonic analysis of point values 基于点值精确球谐波分析的等角块面积均值球谐波分析的两种方法
IF 4.4 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-11-03 DOI: 10.1007/s00190-024-01900-y
Rong Sun, Zhicai Luo

Currently, the least-square estimation method is the mainstream method for recovering spherical harmonic coefficients from area mean values over equiangular blocks. Since the least-square estimation method involves matrix inversion, it requires great computation power when the maximum degree to be solved is large. In comparison, numerical quadrature methods are faster. Recent numerical quadrature methods designed for spherical harmonic analysis of area mean values over blocks delineated by equiangular and Gaussian grids are both fast and exact for band-limited data. However, for band-limited area mean values over an equiangular grid that has (N) blocks along the colatitude direction and (2N) blocks along the longitude direction, the maximum degree that can be recovered by using current exact numerical quadrature methods is no larger than (N/2-1). In this study, by using Lagrange’s method for polynomial interpolation, recently proposed numerical quadrature methods that employ the recurrence relations for the integrals of the associated Legendre’s functions are modified into two new methods. By using these methods, the maximum degree of recovered spherical harmonic coefficients is (N-1). The results show that these newly proposed methods are comparable in computation speed with the current numerical quadrature methods and are comparable in accuracy with the least-square estimation method for both band-limited and aliased data. Moreover, solving linear systems is not necessary for these two new methods. The error characteristics of these two new methods are quite different from those of methods that employ least-square methods. The spherical harmonic coefficients recovered using these new methods can effectively supplement those recovered using least-square methods.

目前,最小二乘估计法是从等边块的面积平均值中恢复球谐波系数的主流方法。由于最小平方估计法涉及矩阵反演,当需要求解的最大度数较大时,需要很大的计算能力。相比之下,数值正交方法速度更快。最近设计的数值正交方法用于对等边网格和高斯网格划分的区块上的面积均值进行球谐波分析,对于带限数据既快速又精确。然而,对于沿经度方向有 (N) 个区块和沿经度方向有 (2N) 个区块的等边网格上的带限面积均值,使用当前的精确数值正交方法所能恢复的最大度数不大于 (N/2-1)。在本研究中,通过使用多项式插值的拉格朗日方法,将最近提出的利用相关 Legendre 函数积分的递推关系的数值正交方法修改为两种新方法。通过使用这些方法,恢复球谐波系数的最大度数为 (N-1)。结果表明,这些新提出的方法在计算速度上与目前的数值正交方法相当,在带限数据和混叠数据的精度上与最小二乘法估计方法相当。此外,这两种新方法无需求解线性系统。这两种新方法的误差特性与采用最小二乘法的方法截然不同。使用这两种新方法恢复的球谐波系数可以有效补充使用最小二乘法恢复的系数。
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Journal of Geodesy
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