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On the optimality of DIA-estimators: theory and applications 论 DIA 估计器的最优性:理论与应用
IF 4.4 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-05-21 DOI: 10.1007/s00190-024-01859-w
P. J. G. Teunissen

In this contribution, we introduce, in analogy to penalized ambiguity resolution, the concept of penalized misclosure space partitioning, with the goal of directing the performance of the DIA-estimator towards its application-dependent tolerable risk objectives. We assign penalty functions to each of the decision regions in misclosure space and use the distribution of the misclosure vector to determine the optimal partitioning by minimizing the mean penalty. As each minimum mean penalty partitioning depends on the given penalty functions, different choices can be made, in dependence of the application. For the DIA-estimator, we introduce a special set of penalty functions that penalize its unwanted outcomes. It is shown how this set allows one to construct the optimal DIA-estimator, being the estimator that within its class has the largest probability of lying inside a user specified tolerance region. Further elaboration shows how these penalty functions are driven by the influential biases of the different hypotheses and how they can be used operationally. Hereby the option is included of extending the misclosure partitioning with an additional undecided region to accommodate situations when it will be hard to discriminate between some of the hypotheses or when identification is unconvincing. By extending the analogy with integer ambiguity resolution to that of integer-equivariant ambiguity resolution, we also introduce the maximum probability estimator within the similar larger class.

在这篇论文中,我们类比惩罚性模糊解决方法,引入了惩罚性误揭空间分区的概念,目的是将 DIA 估算器的性能导向其与应用相关的可容忍风险目标。我们为误报空间中的每个决策区域分配惩罚函数,并利用误报向量的分布,通过最小化平均惩罚来确定最佳分区。由于每个最小均值惩罚分区取决于给定的惩罚函数,因此可以根据不同的应用做出不同的选择。对于 DIA 估算器,我们引入了一组特殊的惩罚函数,用于惩罚其不想要的结果。我们将展示如何利用这组函数构建最优的 DIA 估算器,即在其类别中,位于用户指定容差区域内的概率最大的估算器。进一步的阐述说明了这些惩罚函数是如何由不同假设的影响偏差驱动的,以及如何在操作中使用这些函数。在此,我们还提供了一个选项,即用额外的未定区域来扩展误判分区,以适应难以区分某些假设或识别不令人信服的情况。通过将与整数模糊解决方法的类比扩展到整数变量模糊解决方法,我们还在类似的更大类别中引入了最大概率估计器。
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引用次数: 0
GNSS signal ray-tracing algorithm for the simulation of satellite-to-satellite excess phase in the neutral atmosphere 用于模拟中性大气层中卫星与卫星间过度相位的全球导航卫星系统信号光线跟踪算法
IF 4.4 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-05-21 DOI: 10.1007/s00190-024-01847-0
Adam Cegla, Witold Rohm, Gregor Moeller, Paweł Hordyniec, Estera Trzcina, Natalia Hanna

Traditionally, GNSS space-based and ground-based estimates of tropospheric conditions are performed separately. It leads to limitations in the horizontal (e.g., a single space-based radio occultation profile covers a 300 km slice of the troposphere) and vertical resolution (e.g., ground-based estimates of troposphere conditions have spacing equal to stations’ distribution) of the tropospheric products. The first stage to achieve an integrated model is to create an effective 3D ray-tracing algorithm for the satellite-to-satellite (radio occultation) path reconstruction. We verify the consistency of the simulated data with the RO observations from the Constellation Observing System for Meteorology, Ionosphere, and Climate (COSMIC-1) Data Analysis and Archive Center (CDAAC) in terms of excess phase and bending angle. The results show that our solution provides an effective RO excess phase, with a relative error varying from 35% at the height of 25–30 km (1.0–1.5 m) to 0.5% at heights 5–10 km (0.1–1 m) and 14 to 2% at heights below 5 km (2–14 m). The bending angle retrieval on simulated data attained for high-resolution ray-tracing, bias lower than 2% with respect to the observed bending angle. The optimal solution takes about 1 s for one transmitter–receiver pair with a tangent point below 5 km altitude. The high-resolution processing solution takes 3 times longer.

传统上,全球导航卫星系统天基和地基对流层状况的估计是分开进行的。这导致对流层产品的水平分辨率(例如,单个天基无线电掩星剖面覆盖对流层 300 公里的切片)和垂直分辨率(例如,对流层状况的地基估算的间距等于台站的分布)受到限制。实现综合模型的第一阶段是为卫星到卫星(无线电掩星)路径重建创建有效的三维射线追踪算法。我们验证了模拟数据与来自气象、电离层和气候星座观测系统(COSMIC-1)数据分析和存档中心(CDAAC)的 RO 观测数据在过度相位和弯曲角方面的一致性。结果表明,我们的解决方案提供了有效的 RO 超相位,相对误差从 25-30 千米(1.0-1.5 米)高度的 35%到 5-10 千米(0.1-1 米)高度的 0.5%,以及 5 千米(2-14 米)以下高度的 14%到 2%不等。高分辨率光线跟踪模拟数据的弯曲角检索,与观测到的弯曲角相比,偏差低于 2%。对于切点低于 5 千米高度的一对发射机-接收机来说,最优解约需 1 秒钟。高分辨率处理方案则需要 3 倍的时间。
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引用次数: 0
Gravity field modeling in mountainous areas based on band-limited SRBFs 基于带限 SRBF 的山区重力场建模
IF 4.4 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-05-20 DOI: 10.1007/s00190-024-01852-3
Zhiwei Ma

In this study, a novel two-scale spherical radial basis function (SRBF) modeling method is proposed for regional gravity field determination. First, satellite-only global gravity field models (GGMs) are combined with airborne gravity data at medium-frequency bands, and a series of combined gravity field models based on band-limited SRBFs are established for the mountainous areas of California and Oregon. The combined gravity field models are then compared with the airborne-only gravity field models. The results show that the combined models exhibit standard deviation (STD) values of 0.106–0.120 m in terms of geoid height differences w.r.t. the global positioning system (GPS)/leveling data, while the corresponding airborne-only models yield STD values of 0.126–0.131 m. The STD values of the combined models are reduced by 0.9–2.0 cm, which implies a potential benefit for the medium-frequency gravity field modeling by combining GGM and airborne gravity data. Second, after removing the low-frequency and medium-frequency gravity field signals as well as the residual terrain model signals from gravity data, a second SRBF modeling process is implemented using multisource residual gravity data. Subsequently, a high-resolution two-scale SRBF gravity field model is constructed for the mountainous areas of California and Oregon. The results indicate that the STD of geoid height differences for the two-scale SRBF model w.r.t. the GPS/leveling data is 0.098 m, with reductions of 3.0–6.2 cm compared to the models based on the single-scale SRBF modeling method. These findings indicate the effectiveness of the two-scale SRBF modeling method for refining the regional gravity field model in complex areas.

本研究提出了一种用于区域重力场测定的新型双尺度球面径向基函数(SRBF)建模方法。首先,将纯卫星全球重力场模型(GGMs)与中频段机载重力数据相结合,为加利福尼亚州和俄勒冈州的山区建立了一系列基于频带限制 SRBFs 的组合重力场模型。然后将组合重力场模型与纯机载重力场模型进行比较。结果表明,就与全球定位系统(GPS)/水准测量数据的大地水准面高度差而言,组合模型的标准偏差(STD)值为 0.106-0.120 米,而相应的纯机载模型的 STD 值为 0.126-0.131 米。其次,在移除重力数据中的低频和中频重力场信号以及残余地形模型信号后,利用多源残余重力数据实施第二次 SRBF 建模过程。随后,为加利福尼亚州和俄勒冈州的山区构建了一个高分辨率的双尺度 SRBF 重力场模型。结果表明,与 GPS/水准测量数据相比,双尺度 SRBF 模型的大地水准面高度差 STD 为 0.098 米,与基于单尺度 SRBF 建模方法的模型相比,减少了 3.0-6.2 厘米。这些结果表明,双尺度 SRBF 建模方法在完善复杂地区的区域重力场模型方面非常有效。
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引用次数: 0
Bias-constrained integer least squares estimation: distributional properties and applications in GNSS ambiguity resolution 有偏差的整数最小二乘估计:分布特性及在全球导航卫星系统模糊性解决中的应用
IF 4.4 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-05-14 DOI: 10.1007/s00190-024-01851-4
A. Khodabandeh, P. J. G. Teunissen

To accommodate the presence of bounded biases in mixed-integer models, Khodabandeh (2022) extended integer estimation theory by introducing a new admissible integer estimator. The estimator follows the principle of integer least squares estimation and is computed via the integer search method of BEAT. In this contribution, we present the probability distributions of a class of estimators to which the proposed bias-constrained integer least squares estimation belongs. Some important interferometric measuring systems, whose estimation problems can be covered by BEAT, are identified. To show the proposed estimator at work, we apply BEAT to the problem of GLONASS single-differenced (SD) ambiguity resolution. Numerical results of several short-baseline datasets are presented to illustrate why one can achieve more accurate positioning solutions when considering between-receiver SD ambiguity resolution for the cases where carrier phase data are captured on frequency-varying signals with bounded SD receiver phase delays.

为了适应混合整数模型中存在的有界偏差,Khodabandeh(2022 年)引入了一种新的可接受整数估计器,从而扩展了整数估计理论。该估计器遵循整数最小二乘估计原理,通过 BEAT 的整数搜索方法计算得出。在这篇论文中,我们提出了一类估计器的概率分布,所提出的有偏差约束的整数最小二乘估计器就属于这一类估计器。我们确定了一些重要的干涉测量系统,BEAT 可以解决这些系统的估计问题。为了展示所提出的估计方法,我们将 BEAT 应用于全球轨道导航卫星系统的单差分(SD)模糊性解决。我们给出了几个短基线数据集的数值结果,以说明为什么在载波相位数据是在频率变化信号上捕获的、单差分接收器相位延迟有界的情况下,考虑接收器之间的单差分模糊性分辨率可以获得更精确的定位解决方案。
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引用次数: 0
Sentinel-6 Michael Freilich precise orbit determination using PODRIX and TriG receiver measurements 利用 PODRIX 和 TriG 接收器测量确定哨兵-6 迈克尔-弗赖利希的精确轨道
IF 4.4 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-05-11 DOI: 10.1007/s00190-024-01842-5
Alex Conrad, Penina Axelrad, Shailen Desai, Bruce Haines

The Sentinel-6 Michael Freilich altimetry mission flies two GNSS receivers: a primary multi-GNSS (GPS plus Galileo) PODRIX receiver and a GPS-only TriG receiver. Each of these receivers is independently capable of supporting the precise orbit determination (POD) requirement for < 1.5 cm radial rms error. In this study, we characterize the performance of single-receiver solutions and evaluate the benefits of a combined TriG and PODRIX orbit solution. The availability of both sets of receiver observations revealed a 10 mm in-track difference between orbit solutions derived independently from TriG and PODRIX tracking data. Based on satellite laser ranging (SLR) residuals, this bias has been isolated to an apparent inconsistency between the estimated TriG receiver clock and observation time-tags of approximately 1.3 (mu hbox {s}), which is equivalent to a common range error of roughly 400 m in the TriG observations. After applying this calibration, the TriG and PODRIX displayed similar performance in terms of orbit overlap precision. PODRIX-Galileo observations showed lower code and phase tracking residual rms values compared to the GPS observations. Overall, processing the calibrated TriG and PODRIX observations separately results in highly accurate orbit solutions with radial orbit accuracies better than 1 cm rms as indicated by one-way SLR residual rms of 7.2 mm or better for each solution. Orbit solution accuracy is slightly improved by processing both TriG and PODRIX observations together, resulting in one-way SLR residual rms of 7.0 mm.

哨兵-6 迈克尔-弗赖利希测高飞行任务搭载了两台全球导航卫星系统接收机:一台主要的多全球导航卫星系统(全球定位系统加伽利略)PODRIX 接收机和一台仅用于全球定位系统的 TriG 接收机。每个接收器都能独立支持精确轨道测定(POD)要求的 1.5 厘米径向均方根误差。在这项研究中,我们分析了单个接收器解决方案的性能特点,并评估了 TriG 和 PODRIX 组合轨道解决方案的优势。两套接收机观测数据的可用性表明,根据 TriG 和 PODRIX 跟踪数据独立得出的轨道解决方案之间存在 10 毫米的轨道内差异。根据卫星激光测距(SLR)残差,这一偏差被隔离为TriG接收机时钟估计值与观测时间标签之间约1.3(mu hbox {s})的明显不一致,这相当于TriG观测中约400米的常见范围误差。应用这一校准后,TriG 和 PODRIX 在轨道重叠精度方面表现出相似的性能。与 GPS 观测结果相比,PODRIX-伽利略观测结果显示出较低的代码和相位跟踪残差均方根值。总体而言,对经过校准的TriG和PODRIX观测数据分别进行处理,可得到高精度的轨道解,径向轨道精度均方根值优于1厘米,每个解的单向SLR残差均方根值为7.2毫米或更高。通过同时处理 TriG 和 PODRIX 观测数据,轨道解算精度略有提高,单向 SLR 残差为 7.0 毫米。
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引用次数: 0
5G assisted GNSS precise point positioning ambiguity resolution 5G 辅助全球导航卫星系统精确点定位模糊性解决方法
IF 4.4 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-05-09 DOI: 10.1007/s00190-024-01850-5
Fangxin Li, Rui Tu, Pengfei Zhang, Rui Zhang, Lihong Fan, Siyao Wang, Xiaochun Lu

This study proposes a model using 5G time-of-arrival data to assist global navigation satellite system precise point positioning ambiguity resolution. Specifically, the model addresses the problem of PPP requiring a long convergence time in partially satellite-occluded GNSS environments, such as urban canyons. First, we apply the ionosphere-free PPP model to estimate uncalibrated phase delays. Next, we combine real 5G data with GNSS data to determine whether introducing 5G observations will decrease the convergence time of the PPP solution. Experimental results reveal that the 5G-assisted PPP model can effectively improve the convergence efficiency of the float solution, lower the fixed time, and achieve greater positional reliability. Notably, the combination of GPS, BDS, and 5G with a sampling interval of 1 s obtains a fixed solution in an average of 1.12 min. Moreover, 5G-assisted GNSS positioning effectively compensates for partial satellite occlusion, optimizes the PDOP value, and speeds up ambiguity fixing. The introduction of three and more 5G base stations helps to obtain fixed solutions within 9 min when it is difficult to obtain fixed solutions relying only on GNSS. Our findings have important implications for improving the widespread applicability and effectiveness of satellite-based navigation systems in light of increasing urbanization and the rise of signal-occluding environments.

本研究提出了一种利用 5G 到达时间数据协助解决全球导航卫星系统精确点定位模糊问题的模型。具体来说,该模型解决了在部分卫星被排除的全球导航卫星系统环境(如城市峡谷)中 PPP 需要较长收敛时间的问题。首先,我们应用无电离层 PPP 模型来估计未校准的相位延迟。接下来,我们将真实的 5G 数据与 GNSS 数据相结合,以确定引入 5G 观测是否会缩短 PPP 解决方案的收敛时间。实验结果表明,5G 辅助 PPP 模型能有效提高浮动解的收敛效率,降低固定时间,实现更高的定位可靠性。值得注意的是,在采样间隔为 1 秒的情况下,GPS、BDS 和 5G 的组合平均可在 1.12 分钟内获得固定解。此外,5G 辅助 GNSS 定位可有效补偿部分卫星闭塞,优化 PDOP 值,加快模糊定位速度。在仅靠全球导航卫星系统难以获得固定解的情况下,引入三个或更多 5G 基站有助于在 9 分钟内获得固定解。我们的研究结果对提高卫星导航系统的广泛适用性和有效性具有重要意义,因为城市化进程不断加快,信号遮挡环境日益增多。
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引用次数: 0
A novel method for tropospheric delay mapping function vertical modeling 对流层延迟绘图功能垂直建模新方法
IF 4.4 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-05-09 DOI: 10.1007/s00190-024-01845-2
Junsheng Ding, Junping Chen, Jungang Wang, Yize Zhang

In high-precision space geodetic techniques data processing, the mapping function (MF) is a key factor in mapping the radio waves from the zenith direction down to the signal incoming direction. Existing MF products, either site-wise Vienna Mapping Function (VMF1 and VMF3) or grid-wise VMF1 and VMF3, are only available at the Earth surface. For overhead areas, height correction is always required, which is becoming increasingly important with growing airborne aircraft activity. In this contribution, we introduce a novel method aimed at providing a large number of MFs to the user in a simple and efficient manner, while minimizing the loss of precision. The approach effectively represents the vertical profile of the MFs from the Earth's surface up to altitudes of 14 km. In addition, the new model corrects for height in the assessment using the fifth generation of the European Centre for Medium-Range Weather Forecasts ReAnalysis (ERA5) ray tracing calculations for a global 5° × 5° grid with 54 layers in the vertical direction, a total of 8 azimuths in the plane, and 7 elevation angles, for each day in 2021. Specifically, for both polynomial and exponential model of order 2 and 3, the relative residuals are < 0.3% for the hydrostatic delay MF coefficient (a_{{text{h}}}), and < 1% for the wet delay MF coefficient (a_{{text{w}}}). The precision of the new model on the Earth’s surface is evaluated using site-wise VMF1 and VMF3 GNSS (Global Navigation Satellite System) products from Technische Universität Wien. The root mean square error of slant hydrostatic delay and slant wet delay at a 3° elevation angle is approximately 4–5 cm and 2–5 cm, respectively.

在高精度空间大地测量技术数据处理中,映射函数(MF)是将无线电波从天顶方向映射到信号传入方向的关键因素。现有的 MF 产品,无论是按地点划分的维也纳测绘函数(VMF1 和 VMF3),还是按网格划分的 VMF1 和 VMF3,都只能在地球表面使用。对于高空区域,始终需要进行高度校正,而随着航空器活动的不断增加,高度校正变得越来越重要。在本文中,我们介绍了一种新方法,旨在以简单高效的方式向用户提供大量的 MF,同时最大限度地减少精度损失。该方法有效地呈现了从地球表面到 14 千米高度的 MF 垂直剖面。此外,新模式采用欧洲中期天气预报再分析中心(ERA5)的第五代射线追踪计算方法,对 2021 年每天的全球 5°×5° 网格(垂直方向上有 54 层,平面上共有 8 个方位角和 7 个仰角)进行高度校正评估。具体来说,对于阶数为2和3的多项式和指数模型,静水延迟中频系数的相对残差为0.3%,湿延迟中频系数的相对残差为1%。使用维也纳技术大学的 VMF1 和 VMF3 GNSS(全球导航卫星系统)产品对新模型在地球表面的精度进行了评估。在 3° 仰角下,斜面静水延迟和斜面湿延迟的均方根误差分别约为 4-5 厘米和 2-5 厘米。
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引用次数: 0
Mitigating the effect of source structure in geodetic VLBI by re-weighting observations using closure delays and baseline-to-jet orientation 利用闭合延迟和基线-喷流方向对观测结果重新加权,减轻大地测量 VLBI 中源结构的影响
IF 4.4 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-05-09 DOI: 10.1007/s00190-024-01837-2
Niko Kareinen, Nataliya Zubko, Tuomas Savolainen, Ming Hui Xu, Markku Poutanen

An ideal target for geodetic very long baseline interferometry (VLBI) is a strong and point-like radio source. In reality, most celestial sources used in geodetic VLBI have spatial structure. This is as a major source of error in VLBI Global Observing System (VGOS) and also affects legacy S/X observations. Source structure causes a systematic delay, which can affect the geodetic estimates if not modelled or otherwise accounted for. In this work, we aim to mitigate its impact by extending the stochastic model used in the least-squares fitting of the VLBI group delays. We have developed a weighting scheme to re-weight the observations by parameterizing the source structure component in terms of closure delays and jet orientation relative to the observing baseline. It was implemented in the Vienna VLBI Software. To assess the performance of the extended stochastic model, we analysed the CONT17 legacy sessions and generated suitable reference solutions for comparison. The effects of re-weighting were evaluated with respect to the session fit statistics, source-wise residuals, and geodetic parameters. We find that this relatively simple noise model consistently improves the session fit by about 5% with moderate variation from session to session. The geodetic estimates are not affected to a significant level by this new weighting method. Source-wise we see improved post-fit residuals for 63 out of a total of 91 sources observed.

大地测量甚长基线干涉测量(VLBI)的理想目标是强大的点状射电源。实际上,用于大地测量甚长基线干涉测量的大多数天体源都具有空间结构。这是 VLBI 全球观测系统(VGOS)的一个主要误差源,也会影响传统的 S/X 观测。星源结构会造成系统延迟,如果不对其进行建模或以其他方式加以考虑,就会影响大地测量的估算结果。在这项工作中,我们旨在通过扩展用于 VLBI 群延迟最小二乘拟合的随机模型来减轻其影响。我们开发了一种加权方案,通过对源结构成分进行参数化,使其相对于观测基线的闭合延迟和喷流方向重新加权。该方案已在维也纳 VLBI 软件中实施。为了评估扩展随机模型的性能,我们分析了 CONT17 遗留会话,并生成了合适的参考解进行比较。我们评估了重新加权对时段拟合统计量、源残差和大地参数的影响。我们发现,这种相对简单的噪声模型可持续改进会话拟合度约 5%,各会话之间的差异不大。这种新的加权方法对大地测量的影响不大。在观测到的总共 91 个源中,我们发现有 63 个源的拟合后残差有所改善。
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引用次数: 0
Improved estimates for the linear Molodensky problem 线性莫洛登斯基问题的改进估算
IF 4.4 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-05-06 DOI: 10.1007/s00190-024-01846-1
Fernando Sansò, Barbara Betti

The paper deals with the linearized Molodensky problem, when data are supposed to be square integrable on the telluroid S, proving that a solution exists, is unique and is stable in a space of harmonic functions with square integrable gradient on S. A similar theorem has already been proved by Sansò and Venuti (J Geod 82:909–916, 2008). Yet the result basically requires that S should have an inclination of less than (60^circ ) with respect to the vertical, or better to the radial direction. This constraint could result in a severe regularization for the telluroid specially in mountainous areas. The paper revises the result in an effort to improve the above estimates, essentially showing that the inclination of S could go up to (75^circ ). At the same time, the proof is made precise mathematically and hopefully more readable in the geodetic community.

论文讨论了线性化的莫洛登斯基问题,当数据假定在碲S上是平方可积分的时候,证明了在S上具有平方可积分梯度的谐函数空间中,解是存在的、唯一的并且是稳定的。然而,这一结果基本上要求 S 相对于垂直方向的倾角小于 (60^circ ),或者更好地说是相对于径向的倾角小于 (60^circ )。这一限制可能会导致特别是山区的碲镉汞严重正则化。本文修正了这一结果,努力改进上述估计,基本上表明S的倾角可以达到(75^circ )。同时,证明在数学上更加精确,希望在大地测量界更具可读性。
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引用次数: 0
Anatomy of the spatiotemporally correlated noise in GNSS station position time series 剖析全球导航卫星系统台站位置时间序列中的时空相关噪声
IF 4.4 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-04-30 DOI: 10.1007/s00190-024-01848-z
Kevin Gobron, Paul Rebischung, Kristel Chanard, Zuheir Altamimi

Global Navigation Satellite Systems (GNSS) enable the determination of station displacements, which are essential to understanding geophysical processes and establishing terrestrial reference frames. Unfortunately, GNSS station position time series exhibit spatially and temporally correlated noise, hindering their contribution to geophysical and geodetic applications. While temporal correlations are commonly accounted for, a strategy for modeling spatial correlations is still lacking. Therefore, this study proposes a diagnosis of the spatial correlations of the white and flicker noise components of GNSS position time series, using the global Nevada Geodetic Laboratory dataset. This analysis reveals different spatial correlation patterns for white and flicker noise and the superposition of three distinct spatial correlation regimes (large-scale, short-scale and station-specific), providing insight into the noise sources. We show, in particular, that about 70% of flicker noise corresponds to large-scale variations possibly attributable to orbit modeling errors. We also evidence an increase in the spatial correlations of white noise at distances below 50 km, most pronounced in the vertical component, where 50% of the white noise appears to be driven by short-scale effects—possibly tropospheric delay mismodeling.

全球导航卫星系统(GNSS)能够确定台站位移,这对了解地球物理过程和建立地面参照基准至关重要。遗憾的是,全球导航卫星系统台站位置时间序列显示出空间和时间相关噪声,阻碍了它们对地球物理和大地测量应用的贡献。虽然时间相关性通常已得到考虑,但仍缺乏空间相关性建模策略。因此,本研究利用全球内华达大地测量实验室数据集,对全球导航卫星系统位置时间序列的白噪声和闪烁噪声成分的空间相关性进行诊断。这项分析揭示了白噪声和闪烁噪声的不同空间相关模式,以及三种不同空间相关制度(大尺度、短尺度和特定台站)的叠加,提供了对噪声源的深入了解。我们特别显示,约 70% 的闪烁噪声与大尺度变化相对应,可能是轨道建模误差造成的。我们还证明,白噪声的空间相关性在距离低于 50 公里时有所增加,在垂直分量中最为明显,其中 50%的白噪声似乎是由短尺度效应驱动的--可能是对流层延迟建模错误。
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引用次数: 0
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Journal of Geodesy
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