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Toward a unified approach to the total least-squares adjustment 采用统一方法进行总最小二乘调整
IF 4.4 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-08-08 DOI: 10.1007/s00190-024-01882-x
Yu Hu, Xing Fang, Wenxian Zeng

In this paper, we analyze the general errors-in-variables (EIV) model, allowing both the uncertain coefficient matrix and the dispersion matrix to be rank-deficient. We derive the weighted total least-squares (WTLS) solution in the general case and find that with the model consistency condition: (1) If the coefficient matrix is of full column rank, the parameter vector and the residual vector can be uniquely determined independently of the singularity of the dispersion matrix, which naturally extends the Neitzel/Schaffrin rank condition (NSC) in previous work. (2) In the rank-deficient case, the estimable functions and the residual vector can be uniquely determined. As a result, a unified approach for WTLS is provided by using generalized inverse matrices (g-inverses) as a principal tool. This method is unified because it fully considers the generality of the model setup, such as singularity of the dispersion matrix and multicollinearity of the coefficient matrix. It is flexible because it does not require to distinguish different cases before the adjustment. We analyze two examples, including the adjustment of the translation elimination model, where the centralized coordinates for the symmetric transformation are applied, and the unified adjustment, where the higher-dimensional transformation model is explicitly compatible with the lower-dimensional transformation problem.

本文分析了一般变量误差(EIV)模型,允许不确定系数矩阵和离散矩阵都是秩缺失的。我们推导了一般情况下的加权总最小二乘(WTLS)解,并发现在模型一致性条件下:(1) 如果系数矩阵为全列秩,参数向量和残差向量可以唯一确定,与离散矩阵的奇异性无关,这自然扩展了之前工作中的 Neitzel/Schaffrin 秩条件(NSC)。(2) 在秩不足的情况下,可估计函数和残差向量可以唯一确定。因此,通过使用广义逆矩阵(g-inverses)作为主要工具,为 WTLS 提供了一种统一的方法。这种方法之所以是统一的,是因为它充分考虑了模型设置的普遍性,如分散矩阵的奇异性和系数矩阵的多共线性。它还具有灵活性,因为在调整前无需区分不同情况。我们分析了两个例子,包括应用对称变换集中坐标的平移消除模型调整,以及高维变换模型与低维变换问题明确兼容的统一调整。
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引用次数: 0
Properties of an optical event timer for satellite laser ranging 卫星激光测距光学事件计时器的特性
IF 4.4 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-08-07 DOI: 10.1007/s00190-024-01876-9
Jan Kodet, Johann J. Eckl, K. Ulrich Schreiber

The resolution and above all the stability of the geodetic reference frames is crucially important when global change, such as the sea level rise is observed. In this context systematic errors are still presenting a significant challenge to the measurement techniques of space geodesy. In order to overcome this unfortunate situation for the satellite laser ranging technique, we have utilized the injection of a mode-locked laser to provide a stable low-noise link between the optical domain, where the measurements are carried out, and the microwave regime in which the station clock is defined. We obtained a considerably enhanced measurement delay stability by 10–20 ps over several days, albeit with some experimental challenges. The implementation of waveform scans required us to revisit the issue of target structure and intensity variation in satellite laser ranging.

当观测到海平面上升等全球变化时,大地测量参考框架的分辨率,尤其是稳定性至关重要。在这种情况下,系统误差仍然是空间大地测量测量技术面临的重大挑战。为了克服卫星激光测距技术面临的这一不利局面,我们利用注入模式锁定激光器的方法,在进行测量的光学域和确定台站时钟的微波域之间提供稳定的低噪声链路。尽管在实验过程中遇到了一些挑战,但我们还是在数天内将测量延迟稳定性大大提高了 10-20 ps。波形扫描的实施要求我们重新审视卫星激光测距中的目标结构和强度变化问题。
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引用次数: 0
A computational efficient approach for multi-GNSS real-time precise clock estimation with undifferenced ambiguity resolution 多全球导航卫星系统(GNSS)实时精确时钟估算与无差别模糊解决的高效计算方法
IF 4.4 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-08-05 DOI: 10.1007/s00190-024-01881-y
Xiang Zuo, Pan Li, Bobin Cui, Maorong Ge, Harald Schuh

To support real-time global navigation satellite systems (GNSS) precise applications, satellite clock corrections need to be precisely estimated at a high-rate update interval, which remains a challenge due to the rapid development of multi-GNSS constellations. In this study, we developed an undifferenced (UD) ambiguity resolution (AR) procedure to improve both the accuracy and computational efficiency for real-time multi-GNSS clock estimation realized by a square root information filter. In the proposed method, UD ambiguities are resolved after correcting the simultaneously estimated uncalibrated phase delays (UPD) and the fixed UD ambiguity parameters are eliminated immediately from the filter, so that the computational burden is significantly reduced. Moreover, based on the linear relationship between double-differenced (DD) and UD ambiguities, we investigated the difference between DD and UD AR in clock estimation. We found that the major reason why DD AR contributes little to the clock estimation while UD AR can speed up the convergence remarkably is that UD AR additionally provides a stable clock datum compared with DD AR. GNSS observations from about 100 globally distributed stations were processed with the proposed method to generate simulated real-time clocks and UPDs for GPS, Galileo, and BDS satellites over a one-month period. The results show that the percentage of wide-lane (WL) UPD residuals within ± 0.25 cycles and narrow-lane (NL) UPD residuals within ± 0.15 cycles are over 97.0% and 90.0%, respectively, which contributes to an ambiguity fixing rate of more than 90% for three systems. The mean daily standard deviation (STD) of the clocks of the UD-fixed solution with respect to Center for Orbit Determination in Europe 30 s final products is 0.021, 0.020, and 0.035 ns for GPS, Galileo, and BDS satellite, respectively, which is improved by 78.1%, 58.3%, and 79.8% compared to the float solution. Benefiting from the removal of fixed ambiguities, the average computation time per epoch was reduced from 3.88 to 1.05 s with a remarkable improvement of 72.9%. The quality of the satellite clock and UPD products was also evaluated by the performance of kinematic precise point positioning (PPP). The results show that fast and reliable multi-GNSS PPP-AR can be achieved with the derived UD-fixed clocks and UPDs, which outperforms that using DD-fixed clock and off-line UPD products with an average improvement of 7.9% and 19.9% in terms of convergence time and positioning accuracy, respectively. Furthermore, we demonstrated the effectiveness of the proposed UD AR method through a 7-day real-time clock estimation experiment.

为了支持全球导航卫星系统(GNSS)的实时精确应用,需要以高速率的更新间隔精确估计卫星时钟校正,而由于多GNSS星座的快速发展,这仍然是一个挑战。在这项研究中,我们开发了一种无差分(UD)模糊解决(AR)程序,以提高通过平方根信息滤波器实现的实时多 GNSS 时钟估计的精度和计算效率。在所提出的方法中,UD 模糊性是在校正同时估计的未校准相位延迟(UPD)后解决的,固定的 UD 模糊性参数立即从滤波器中消除,因此计算负担大大减轻。此外,基于双差分(DD)和 UD 模糊性之间的线性关系,我们研究了 DD 和 UD AR 在时钟估计中的区别。我们发现,DD AR 对时钟估计的贡献很小,而 UD AR 能显著加快收敛速度,其主要原因是 UD AR 与 DD AR 相比额外提供了一个稳定的时钟基准。利用所提出的方法处理了约 100 个全球分布台站的全球导航卫星系统观测数据,为 GPS、伽利略和 BDS 卫星生成了为期一个月的模拟实时时钟和 UPD。结果表明,宽线(WL)UPD 残差在± 0.25 个周期以内和窄线(NL)UPD 残差在± 0.15 个周期以内的百分比分别超过 97.0% 和 90.0%,这使得三个系统的模糊性修正率超过 90%。对于 GPS、伽利略和 BDS 卫星,UD 固定解的时钟相对于欧洲轨道确定中心 30 最终产品的平均日标准偏差(STD)分别为 0.021、0.020 和 0.035 ns,与浮动解相比,分别提高了 78.1%、58.3% 和 79.8%。由于消除了固定模糊,每个历元的平均计算时间从 3.88 秒减少到 1.05 秒,显著提高了 72.9%。卫星时钟和 UPD 产品的质量还通过运动学精确点定位 (PPP) 性能进行了评估。结果表明,利用推导出的 UD 固定时钟和 UPD 可以实现快速可靠的多 GNSS PPP-AR,其收敛时间和定位精度分别平均提高了 7.9% 和 19.9%,优于使用 DD 固定时钟和离线 UPD 产品的结果。此外,我们还通过一个为期 7 天的实时时钟估算实验证明了所提出的 UD AR 方法的有效性。
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引用次数: 0
Determination of borehole tiltmeter orientation using earth tides 利用地球潮汐确定钻孔倾斜仪方位
IF 4.4 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-07-29 DOI: 10.1007/s00190-024-01878-7
Xiaojie Zhu, Jean Chéry, Michel Cattoen, Salvatore Gambino, Jiankun He, Michel Peyret, Laura Privitera, Han Cheng Seat

Accurate orientation of geodetic instruments is fundamental for understanding deformation processes within the Earth's interior. Misalignment can lead to significant errors in data interpretation, affecting various geophysical applications. However, accurate alignment of standalone instruments like seismometers, strainmeters and tiltmeters remains a challenge in field geodesy. While numerous seismic-wave-based orientation methods have been successfully applied to seismometers, they are often inapplicable to tiltmeters due to their high-frequency filtering behavior and the requirement for a neighboring, pre-oriented instrument. In response to these challenges, we propose a novel orientation calibration method for borehole tiltmeters based on maximizing the correlation between recorded tilt data and theoretical tides by adjusting azimuthal angles. Our study encompasses two kinds of borehole tiltmeters and four datasets from three different field sites. Using solid and ocean tides modeling together with local topography and cavity disturbances, we obtain coefficient correlations ranging between 0.831 and 0.963, and 95% confidence intervals of azimuthal angles below 3.3°. The correlation-based method demonstrates robustness across various tidal-signal extraction techniques, including different averaging window sizes and band-pass filters. Moreover, it yields azimuthal results in agreement with direct compass measurements for known orientations, while exhibiting a moderate sensitivity to factors such as ocean tides and site-specific topography for the studied cases. This method appears to be advantageous when direct measurements are either unavailable or challenging, and emerges as an accurate tool for determining borehole tiltmeter orientation. Its potential applicability may extend beyond tiltmeters to other instruments that can also record tidal phenomena, such as strainmeters and broadband seismometers. Additionally, its utility could be extended to environments like the seafloor, in order to refine the precision of azimuthal angle estimation and simplify methods for azimuthal angle determination.

大地测量仪器的精确定位是了解地球内部变形过程的基础。对准不准会导致数据解读出现重大误差,影响各种地球物理应用。然而,地震仪、应变仪和倾斜仪等独立仪器的精确对准仍然是野外大地测量中的一项挑战。虽然许多基于地震波的定向方法已成功应用于地震仪,但由于倾斜仪的高频滤波行为和对邻近预定向仪器的要求,这些方法往往不适用于倾斜仪。为了应对这些挑战,我们提出了一种新颖的井眼倾角仪方位校准方法,通过调整方位角,最大限度地提高记录的倾角数据与理论潮汐之间的相关性。我们的研究包括两种钻孔倾斜仪和来自三个不同野外地点的四个数据集。利用固体潮汐和海洋潮汐模型以及当地地形和空洞扰动,我们获得了介于 0.831 和 0.963 之间的系数相关性,方位角的 95% 置信区间低于 3.3°。基于相关性的方法在各种潮汐信号提取技术(包括不同的平均窗口大小和带通滤波器)中都表现出稳健性。此外,该方法得出的方位角结果与罗盘对已知方位的直接测量结果一致,同时对研究案例中的海洋潮汐和特定地点地形等因素表现出适度的敏感性。在无法进行直接测量或测量难度很大的情况下,这种方法似乎很有优势,是确定钻孔倾角仪方位的精确工具。它的潜在适用范围可能会从倾角仪扩展到其他也能记录潮汐现象的仪器,如应变仪和宽带地震仪。此外,其用途还可扩展到海底等环境,以提高方位角估算的精度,简化方位角确定方法。
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引用次数: 0
Improving multiple LEO combination for SLR-based geodetic parameters determination using variance component estimation 利用方差分量估计改进基于可持续土地退化的大地测量参数确定的多低地轨道组合
IF 4.4 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-07-27 DOI: 10.1007/s00190-024-01880-z
Xingxing Li, Yuanchen Fu, Keke Zhang, Yongqiang Yuan, Jiaqi Wu, Jiaqing Lou

The combination of satellite laser ranging (SLR) observations to various low earth orbit (LEO) satellites can enhance the accuracy and robustness of SLR-derived geodetic parameters, benefiting the realization of the International terrestrial reference frames. Observation stochastic models play a critical role in the integrated processing of SLR observations to multiple LEO satellites. The consideration of precision in heterogeneous SLR observations from various satellites is essential. In this study, we aim to improve the combination of multi-LEO SLR observations for geodetic parameters determination by optimizing the stochastic model using variance component estimation (VCE). We perform weekly estimates of the geodetic parameters, including station coordinates, Earth rotation parameters, and geocenter coordinates (GCC), using three years of SLR observations to seven LEO satellites at different orbits. The satellite-dependent, station-dependent, and satellite–station-dependent variance components are separately estimated through VCE processing to refine the stochastic models. Given the fact that the precision of SLR observations significantly differs in satellites and stations, the multiple LEO combination can be significantly improved with the implementation of VCE. Satellite–station-pair-dependent variance components are more suitable to the SLR VCE and the accuracy of station coordinates, pole coordinates, and length of day can be averagely improved by 8.4, 22.6, and 21.9%, respectively, compared to the equal-weight solution. Our result also indicates that the observation insufficiency for some stations may result in an unreliable VCE estimation, and eventually leads to an accuracy degradation for station coordinates. To overcome this deficiency, we adopt the variance components derived from the monthly solutions to build the stochastic model in the weekly solutions. The application of monthly weights can effectively mitigate the accuracy deterioration of station coordinates, improving the repeatability of the station coordinates by 15.9, 14.6, and 9.2% with respect to the equal-weight solution in E, N, and U components. The global geodetic parameters also benefit from this processing. The import of monthly weight decreases the outliers in the GCC series, especially in the X and Y components.

将卫星激光测距(SLR)观测与各种低地轨道(LEO)卫星结合起来,可以提高由 SLR 得出的大地测量参数的准确性和稳健性,有利于实现国际地面参照基准。观测随机模型在综合处理对多个低地轨道卫星的可持续土地退化观测中发挥着关键作用。考虑来自不同卫星的异质可持续土地退化和干旱观测数据的精度至关重要。在本研究中,我们的目标是利用方差分量估计(VCE)优化随机模型,从而改进用于大地参数确定的多低地轨道卫星可持续轨道反射率观测的组合。我们利用三年来对不同轨道上七颗低地轨道卫星的 SLR 观测,每周对大地参数进行估算,包括站点坐标、地球自转参数和地心坐标 (GCC)。通过 VCE 处理分别估算了依赖卫星的方差分量、依赖台站的方差分量和依赖卫星-台站的方差分量,以完善随机模型。鉴于卫星和站点的可持续土地退化观测精度存在显著差异,实施 VCE 后可显著改善多低地轨道组合。依赖于卫星-站点对的方差分量更适合 SLR VCE,与等权方案相比,站点坐标、极坐标和日长的精度平均可分别提高 8.4%、22.6% 和 21.9%。我们的结果还表明,部分站点观测不足可能导致 VCE 估计不可靠,最终导致站点坐标精度下降。为了克服这一不足,我们采用月解中得到的方差分量来建立周解中的随机模型。月度权重的应用可以有效缓解站点坐标精度的下降,与 E、N 和 U 分量的等权解法相比,站点坐标的重复性分别提高了 15.9%、14.6% 和 9.2%。全球大地测量参数也受益于这一处理过程。导入月权值减少了全球共振序列中的异常值,尤其是在 X 和 Y 部分。
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引用次数: 0
Impact of satellite clock modeling on the GNSS-based geocenter motion determination 卫星时钟建模对基于全球导航卫星系统的地心运动测定的影响
IF 4.4 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-07-19 DOI: 10.1007/s00190-024-01879-6
Shiwei Guo, Lei Fan, Na Wei, Shengfeng Gu, Xinqi Fang, Guifei Jing, Chuang Shi

In the geocenter motion determination using the Global Navigation Satellite Systems (GNSS), satellite clock offsets are usually estimated as white noise process. The correlation between geocenter coordinates (GCC) and the epoch-wise satellite clocks brings inferior GCC estimates, especially for the Z component. In this contribution, satellite clock offsets are described by the polynomial model, and the deviation of the model from the truth is estimated as a random parameter whose process noise is described by the variogram. Based on 3.7 years of BDS, Galileo and GPS observations from 98 global stations, we investigate the impact of the atomic clock model on GCC estimates. After employing the proposed model, the formal errors of GCC-Z component are reduced by 23–46%, 15–31% and 3–9% for BDS, Galileo and GPS, respectively. When the 7-parameter extended empirical CODE orbit model with the a priori box-wing model (BE7) is used, the atomic clock model reduces the correlation of the B1C parameter and GCC-Z component by 0.28, 0.23 and 0.07 for BDS, Galileo and GPS, respectively. Besides, a mitigation of about 60% is obtained at the 3rd and 5th BDS draconitic harmonics and a mitigation of 55% at the 3rd Galileo draconitic harmonic for the GCC-Z component. The proposed model also contributes to reduce the annual amplitudes of single BDS, Galileo and GPS solutions, improving the agreement with the Satellite Laser Ranging solutions. As an additional verification, the resulting satellite orbits are also improved by satellite clock modeling. When the BE7 model is applied, the day boundary discontinuities of daily orbits are reduced by 3.4–3.6%, and the RMS of orbit differences relative to the ESA precise orbits is reduced by 8.2–8.5% for BDS and Galileo.

在利用全球导航卫星系统(GNSS)确定地心运动时,卫星时钟偏移通常是作为白噪声过程估算的。地心坐标(GCC)与历时卫星时钟之间的相关性会带来较差的 GCC 估计值,尤其是 Z 分量。在这篇论文中,卫星时钟偏移由多项式模型描述,模型与事实的偏差作为随机参数估计,其过程噪声由变异图描述。根据来自全球 98 个站点的 3.7 年 BDS、伽利略和 GPS 观测数据,我们研究了原子钟模型对 GCC 估计值的影响。采用提出的模型后,BDS、伽利略和全球定位系统的 GCC-Z 部分的形式误差分别减少了 23%-46%、15%-31% 和 3%-9%。当使用带有先验盒翼模型(BE7)的7参数扩展经验CODE轨道模型时,原子钟模型分别将BDS、伽利略和GPS的B1C参数和GCC-Z分量的相关性降低了0.28、0.23和0.07。此外,对于 GCC-Z 分量,BDS 的第 3 次和第 5 次 draconitic 谐波降低了约 60%,伽利略的第 3 次 draconitic 谐波降低了 55%。所提出的模型还有助于降低单个 BDS、伽利略和 GPS 解决方案的年振幅,提高与卫星激光测距解决方案的一致性。作为额外的验证,卫星时钟建模也改善了所得到的卫星轨道。当应用 BE7 模型时,日轨道的日边界不连续性降低了 3.4-3.6%,相对于欧空局精确轨道的轨道差异均方根(RMS)降低了 8.2-8.5%(BDS 和伽利略)。
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引用次数: 0
Sensitivity of GNSS to vertical land motion over Europe: effects of geophysical loadings and common-mode errors 全球导航卫星系统对欧洲陆地垂直运动的敏感性:地球物理负载和共模误差的影响
IF 4.4 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-07-12 DOI: 10.1007/s00190-024-01856-z
Roland Hohensinn, Pia Ruttner, Yehuda Bock

We perform a statistical sensitivity analysis on a parametric fit to vertical daily displacement time series of 244 European Permanent GNSS stations, with a focus on linear vertical land motion (VLM), i.e., station velocity. We compare two independent corrections to the raw (uncorrected) observed displacements. The first correction is physical and accounts for non-tidal atmospheric, non-tidal oceanic and hydrological loading displacements, while the second approach is an empirical correction for the common-mode errors. For the uncorrected case, we show that combining power-law and white noise stochastic models with autoregressive models yields adequate noise approximations. With this as a realistic baseline, we report improvement rates of about 14% to 24% in station velocity sensitivity, after corrections are applied. We analyze the choice of the stochastic models in detail and outline potential discrepancies between the GNSS-observed displacements and those predicted by the loading models. Furthermore, we apply restricted maximum likelihood estimation (RMLE), to remove low-frequency noise biases, which yields more reliable velocity uncertainty estimates. RMLE reveals that for a number of stations noise is best modeled by a combination of random walk, flicker noise, and white noise. The sensitivity analysis yields minimum detectable VLM parameters (linear velocities, seasonal periodic motions, and offsets), which are of interest for geophysical applications of GNSS, such as tectonic or hydrological studies.

我们对 244 个欧洲永久性全球导航卫星系统台站的垂直日位移时间序列的参数拟合进行了统计敏感性分析,重点是线性垂直陆地运动(VLM),即台站速度。我们比较了对原始(未修正)观测位移的两种独立修正。第一种校正是物理校正,考虑了非潮汐大气、非潮汐海洋和水文负荷位移,第二种方法是对共模误差的经验校正。对于未修正的情况,我们表明,将幂律和白噪声随机模型与自回归模型相结合,可以得到足够的噪声近似值。以此为现实基线,我们报告说,在应用校正后,台站速度灵敏度提高了约 14% 至 24%。我们详细分析了随机模型的选择,并概述了全球导航卫星系统观测到的位移与加载模型预测的位移之间可能存在的差异。此外,我们应用受限最大似然估计(RMLE)来消除低频噪声偏差,从而获得更可靠的速度不确定性估计值。RMLE 发现,对于一些站点,噪声最好由随机漫步、闪烁噪声和白噪声组合建模。灵敏度分析得出了可探测到的最小 VLM 参数(线性速度、季节性周期运动和偏移),这对全球导航卫星系统的地球物理应用(如构造或水文研究)很有意义。
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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 : 2024-07-12 DOI: 10.1007/s00190-024-01877-8
Gyula Tóth
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引用次数: 0
The topside global broadcast ionospheric delay correction model for future LEO navigation augmentation 用于未来低地轨道导航增强的顶部全球广播电离层延迟校正模型
IF 4.4 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-07-08 DOI: 10.1007/s00190-024-01874-x
Yan Yang, Fei Guo, Chengpan Tang, Mengjie Wu, Kai Li, Xiaohong Zhang, Enyuan Tu

In this paper, we propose a solution of designing a topside broadcast ionospheric model to enable the future low earth orbit (LEO) navigation augmentation (LEO-NA) services. Considering the lack of global station observations to develop the LEO-NA ionosphere model, we utilize abundant global navigation satellite system (GNSS) data from LEO satellites to determine the topside global broadcast ionospheric delay. This delay can be combined with existing GNSS broadcast ionospheric delay correction models to determine LEO-NA ionospheric delay. First, the performance of the different-order spherical harmonic (SH) model is evaluated in generating a global topside ionospheric map. The results indicate that by increasing the order from 1 to 2, the internal and external accuracy of the model improves significantly. However, increasing the order from 2 to 8 leads to a decrease in accuracy of 0.10 and 0.11 TECU (total electron content unit) for the internal and external root mean square error. Taking into account compatibility with the Beidou global ionospheric delay correction model, limited data capacity in the navigation message, ionospheric model accuracy, and computational efficiency, we select the second-order SH model as the topside ionosphere broadcast model and outline the strategy for calculating broadcast coefficients. Finally, the accuracy of the topside global broadcast ionospheric delay correction model is evaluated during periods of high and low solar activity. The mean values of root mean square in 2009 and 2014 are 1.49 and 1.88 TECU, respectively. The model in 2009 and 2014 can correct for 67.30% and 72.49% of the ionospheric delay, respectively.

在本文中,我们提出了设计顶侧广播电离层模型的解决方案,以实现未来的低地球轨道(LEO)导航增强(LEO-NA)服务。考虑到缺乏全球站点观测来开发 LEO-NA 电离层模型,我们利用来自低地轨道卫星的丰富全球导航卫星系统(GNSS)数据来确定顶侧全球广播电离层延迟。该延迟可与现有的全球导航卫星系统广播电离层延迟校正模型相结合,以确定低地轨道-近地轨道电离层延迟。首先,评估了不同阶次球面谐波(SH)模型在生成全球顶侧电离层地图方面的性能。结果表明,通过将阶数从 1 增加到 2,模型的内部和外部精度显著提高。不过,阶数从 2 增加到 8 会导致内部和外部均方根误差的精确度分别降低 0.10 和 0.11 TECU(总电子含量单位)。考虑到与北斗全球电离层延迟校正模型的兼容性、导航电文中有限的数据容量、电离层模型精度和计算效率,我们选择二阶 SH 模型作为顶侧电离层广播模型,并概述了计算广播系数的策略。最后,在太阳活动频繁和不频繁期间对顶部全球广播电离层延迟校正模型的准确性进行了评估。2009 年和 2014 年的均方根平均值分别为 1.49 和 1.88 TECU。2009 年和 2014 年的模型可分别校正 67.30% 和 72.49% 的电离层延迟。
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引用次数: 0
A spatial-varying non-isotropic Gaussian-based convolution filter for smoothing GRACE-like temporal gravity fields 基于空间变化的非各向同性高斯卷积滤波器,用于平滑类似于 GRACE 的时间重力场
IF 4.4 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-07-06 DOI: 10.1007/s00190-024-01875-w
Fan Yang, Shuhao Liu, Ehsan Forootan

Abstract

The strong noise of satellite-based Time-Variable Gravity (TVG) field is often suppressed by applying the averaging filters. However, how to appropriately compromise the data blurring and de-noising remains as a challenge. In our hypothesis, the optimum spatial averaging filter expects to contain averaging kernels that capture the same amount of orbital samples everywhere, to avoid introducing excessive data blurring. To achieve the goal, we take advantages of the spherical convolution and introduce extra spatial constraints into a Gaussian kernel: (1) its half-width radius adapts to the global inhomogeneity of satellite orbit, and (2) the kernel is reshaped as an ellipsoid to adapt to the regional anisotropy. In this way, we designed optimal filters that contain a spatially-Varying non-isotropic Gaussian-based Convolution (VGC) kernel. The VGC-based filter is compared against three most popular filters through real TVG fields and another closed-loop simulation. In both scenarios, VGC-based filters retain more realistic secular trend and seasonal characteristics, in particular at high latitudes. The spatial correlation between the VGC estimates and the simulated ground truth is found to be 0.95 and 0.86 over Greenland and Antarctica, which is found to be 10% better than other tested filters. Temporal correlations with the ground truth are also found to be considerably better than the other filters over 90% of the globally distributed river basin. Besides, the VGC-based filters provide tolerable efficiency (3.5 s per month) and sufficient accuracy (integral error less than 3%). The method can be extended to the next generation gravity mission as well.

Plain Language Summary

Time-Variable Gravity (TVG) fields of the Gravity Recovery and Climate Experiment (GRACE) and its Follow-On mission (GRACE-FO) need proper filtering to suppress the noise before being applied for intended geophysical studies. Existing filters are generally designed in the spectral domain. Though they are numerically efficient, they can hardly treat the noise in fairness, globally. As a result, the TVG fields may get over-smoothed after applying those filters, particularly in regions with high-latitudes. However, it would be mathematically simple to design a filter by applying a spherical convolution, whose kernels can be easily constrained and tuned in the spatial domain. This study introduces filters with spatially-Varying non-isotropic Gaussian-based Convolution kernel (VGC) that is enforced to comply with the spatial distribution of the TVG noise. The proposed filter is found to preserve a finer spatial resolution of TVG fields, and at the same time, to be able to de-noise them at a comparable level as the existing techniques. Geophysical applications that use GRACE-like TVG fields might have benefits from this practical filtering technique.

摘要 卫星时变重力场(TVG)的强噪声通常通过应用平均滤波器来抑制。然而,如何适当地兼顾数据模糊和去噪仍然是一个难题。根据我们的假设,最佳空间平均滤波器应包含能捕获各处相同数量轨道样本的平均核,以避免引入过度的数据模糊。为了实现这一目标,我们利用球形卷积的优势,在高斯核中引入了额外的空间约束:(1) 其半宽半径适应卫星轨道的全球不均匀性;(2) 将核重塑为椭圆形,以适应区域各向异性。这样,我们就设计出了包含空间可变非各向异性高斯卷积(VGC)核的最佳滤波器。我们通过真实的 TVG 场和另一个闭环模拟,将基于 VGC 的滤波器与三种最流行的滤波器进行了比较。在这两种情况下,基于 VGC 的滤波器都保留了更真实的世俗趋势和季节特征,尤其是在高纬度地区。在格陵兰岛和南极洲,VGC 估计值与模拟地面实况之间的空间相关性分别为 0.95 和 0.86,比其他测试过的滤波器高出 10%。在全球分布的 90% 的河流流域中,与地面实况的时间相关性也大大优于其他滤波器。此外,基于 VGC 的过滤器还提供了可承受的效率(每月 3.5 秒)和足够的精度(积分误差小于 3%)。该方法也可扩展到下一代重力任务中。白话摘要重力恢复与气候实验(GRACE)及其后续任务(GRACE-FO)的时变重力(TVG)场需要适当的滤波器来抑制噪声,然后才能用于预定的地球物理研究。现有的滤波器通常是在频谱域设计的。虽然它们在数值上很有效,但很难在全球范围内公平地处理噪声。因此,在应用这些滤波器后,TVG 场可能会过度平滑,尤其是在高纬度地区。然而,通过应用球形卷积来设计滤波器在数学上是非常简单的,其核可以很容易地在空间域进行约束和调整。本研究引入了具有空间可变非各向同性高斯卷积核(VGC)的滤波器,该滤波器的空间可变非各向同性高斯卷积核符合 TVG 噪声的空间分布。研究发现,所提出的滤波器能保持 TVG 场更精细的空间分辨率,同时能以与现有技术相当的水平对其进行去噪。使用类似于 GRACE 的 TVG 场的地球物理应用可能会受益于这种实用的滤波技术。
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引用次数: 0
期刊
Journal of Geodesy
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