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IAG Newsletter
IF 4.4 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-12-09 DOI: 10.1007/s00190-024-01923-5
Gyula Tóth
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引用次数: 0
Extending higher-order model for non-conservative perturbing forces acting on Galileo satellites during eclipse periods 日食期间作用在伽利略卫星上的非保守摄动力的扩展高阶模型
IF 4.4 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-12-07 DOI: 10.1007/s00190-024-01924-4
Xinghan Chen, Maorong Ge, Benjamin Männel, Urs Hugentobler, Harald Schuh

For precise orbit determination (POD) and precise applications with POD products, one of the critical issues is the modeling of non-conservative forces acting on satellites. Since the official publication of Galileo satellite metadata in 2017, analytical models including the box-wing model and thermal thrust models have been established to absorb a substantial amount of solar radiation pressure (SRP) and thermal thrust. These models serve as the foundation for the best overall modeling approach, combining the analytical box-wing model and thermal thrust model with parameterization of the remaining non-conservative perturbing forces using various optimized Empirical CODE Orbit Models (ECOMs) of the Center for Orbit Determination in Europe (CODE). Firstly, we have demonstrated the significance of the second-order signals in the D direction and the first-order signals in the B direction through spectral analyses of the pure box-wing model, which are consistent with the currently recommended 7-parameter Empirical CODE Orbit Model 2 (ECOM2). In spite of this, we still found that degradation in orbit accuracy frequently occurs during deep eclipse seasons when using the ECOM2 model. We confirm a high-frequency signal existing in the fluctuating orbit overlap differences through the spectral analysis. Considering this, the ECOM2 force model should be extended to higher order and adapted to absorb the remaining effects of potential perturbing forces. After extending the ECOM2 force model to the sixth order in the Sun direction, we demonstrated the significance of fourth- and sixth-order sine terms for deep eclipses. Due to the higher-order periodic terms, the averaged RMS values of orbit overlap difference over deep eclipses can be reduced from 5.3, 10.8, and 23.8 cm to 3.2, 3.9, and 9.9 cm for in-orbit validation (IOV) satellites, from 5.0, 8.6, and 17.7 cm to 3.0, 3.0, and 7.1 cm for the first generation of full operational capability (FOC-1) satellites, and from 5.4, 8.6, and 19.0 cm to 3.6, 3.6, and 7.4 cm for the second generation of FOC (FOC-2) satellites, in the radial, cross-track, and along-track directions, respectively. Fluctuations with a peak amplitude of approximately 0.4 nm/s2 in the bias in the solar panel axis (Y) direction (Y-bias) are effectively mitigated by the higher-order terms. Due to the higher-order terms, the vertical positioning errors during kinematic precise point positioning (PPP) convergence can be improved from 42.3 to 37.1 cm at the 95.5% confidence level. Meanwhile, a low correlation level of up to 0.02 is found between the newly introduced higher-order parameters and earth rotation parameters (ERPs).

对于精确定轨和精确定轨产品的应用,关键问题之一是对作用在卫星上的非保守力进行建模。自2017年伽利略卫星元数据正式发布以来,已经建立了包括箱翼模型和热推力模型在内的分析模型,以吸收大量的太阳辐射压力(SRP)和热推力。这些模型作为最佳整体建模方法的基础,结合分析盒翼模型和热推力模型,并使用欧洲轨道确定中心(CODE)的各种优化的经验CODE轨道模型(ECOMs)对剩余的非保守扰动力进行参数化。首先,我们通过纯箱翼模型的谱分析证明了D方向二阶信号和B方向一阶信号的显著性,与目前推荐的7参数Empirical CODE Orbit model 2 (ECOM2)一致。尽管如此,我们仍然发现在使用ECOM2模型时,轨道精度的下降经常发生在深蚀季节。通过频谱分析,确定了脉动轨道重叠差中存在高频信号。考虑到这一点,ECOM2力模型应扩展到更高阶,并适应吸收潜在扰动力的剩余影响。在将ECOM2力模型扩展到太阳方向的六阶后,我们证明了四阶和六阶正弦项对深食的重要性。由于高阶周期而言,轨道重叠的平均均方根值差异在深日食可以减少从5.3,10.8,和23.8厘米至3.2,3.9,和9.9厘米(IOV)卫星在轨验证,从5.0,8.6,和17.7厘米至3.0,3.0,和7.1厘米的第一代完整的作战能力(FOC-1)卫星,从5.4,8.6,和19.0厘米至3.6,3.6,和7.4厘米的第二代船(FOC-2)卫星,径向,航迹,和沿轨道方向。在太阳能电池板轴(Y)方向的偏置(Y偏置)中,峰值振幅约为0.4 nm/s2的波动被高阶项有效地缓解。由于高阶项的存在,在95.5%的置信水平下,运动精确点定位(PPP)收敛过程中的垂直定位误差可以从42.3 cm提高到37.1 cm。与此同时,新引入的高阶参数与地球自转参数(ERPs)之间的相关水平低至0.02。
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引用次数: 0
Estimating three-dimensional displacements with InSAR: the strapdown approach 用InSAR估计三维位移:捷联方法
IF 4.4 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-11-30 DOI: 10.1007/s00190-024-01918-2
Wietske S. Brouwer, Ramon F Hanssen

Deformation phenomena on Earth are inherently three dimensional. With SAR interferometry (InSAR), in many practical situations the maximum number of observations is two (ascending and descending), resulting in an infinite number of possible displacement estimates. Here we propose a practical solution to this underdeterminancy problem in the form of the strapdown approach. With the strapdown approach, it is possible to obtain “3D-global/2D-local” solutions, by using minimal and largely undisputed contextual information, on the expected driving mechanisms and/or spatial geometry. It is a generic method that defines a local reference system with transversal, longitudinal, and normal (TLN) axes, with displacement occurring in the transversal-normal plane only. Since the orientation of the local frame is based on the physics of the problem at hand, the strapdown approach gives physically more relevant estimates compared to conventional approaches. Moreover, using an a-priori uncertainty approximation on the orientation of the local frame it is possible to assess the precision of the final estimates. As a result, appropriate cartographic visualization using a vector map with confidence ellipses enables an improved interpretation of the results.

地球上的变形现象本身就是三维的。使用SAR干涉测量(InSAR),在许多实际情况下,观测的最大数量是两个(上升和下降),从而产生无限数量的可能位移估计。在这里,我们以捷联方法的形式提出一种实际的解决方案来解决这种不确定性问题。使用捷联方法,可以通过使用关于预期驱动机制和/或空间几何的最小且大部分无可争议的上下文信息,获得“3d -全局/ 2d -局部”解决方案。这是一种通用的方法,它定义了一个具有横向、纵向和法线(TLN)轴的局部参考系,位移只发生在横向法线平面上。由于局部框架的方向是基于手头问题的物理性质,因此与传统方法相比,捷联方法给出了物理上更相关的估计。此外,利用对局部框架方向的先验不确定性近似,可以评估最终估计的精度。因此,使用带有置信度椭圆的矢量地图进行适当的地图可视化,可以改进对结果的解释。
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引用次数: 0
Cycle slip detection and repair method towards multi-frequency BDS-3/INS tightly coupled integration in kinematic surveying 基于BDS-3/INS多频紧密耦合集成的运动学测量周跳检测与修复方法
IF 4.4 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-11-30 DOI: 10.1007/s00190-024-01896-5
Kai Xiao, Xiangwei Zhu, Lundong Zhang, Fuping Sun, Peiyuan Zhou, Wanli Li

Carrier phase integer ambiguities must be determined for BDS-3/inertial navigation system (INS) tightly coupled (TC) integration to achieve centimetre-level positioning accuracy. However, cycle slip breaks the consistency of the integer ambiguities. Conventional multi-frequency cycle slip methods use the pseudorange; thus, requiring improvement when applied to kinematic situations. Furthermore, a concise and nonprior information-dependent model is crucial for real-time processing. In this study, an inertial-aided BDS-3 cycle slip detection and repair (I-CDR) method was developed. First, a BDS-3/INS TC model with I-CDR was created. The ionospheric delays were modelled as part of the TC states; therefore, they could be estimated and eliminated. Investigations were conducted on the effects of carrier phase noise, residual ionosphere delay, and INS-predicted position error on combined cycle slip detection (CCD) accuracy. The optimal CCDs under various frequency available configurations were determined. The effectiveness of I-CDR was demonstrated using land vehicle test data. The false alarm ratio was less than 1.0%, and the missed detection ratio was almost zero even in situations with challenging abundant 1-cycle slips in random epochs. Furthermore, the right determination ratio reached 100%. In addition, BDS-3 signal loss-recovery cases were simulated, and all cycle slips for all satellites could be repaired within 40s. I-CDR exhibits outstanding cycle slip detection and repair performance for dense 1-cycle slip and signal loss-recovery cases, demonstrating its suitability for BDS-3/INS TC integration.

为了实现厘米级定位精度,北斗三号/惯性导航系统(INS)紧密耦合(TC)集成必须确定载波相位整数模糊度。然而,周期滑移破坏了整数模糊性的一致性。传统的多频周跳方法采用伪距;因此,在应用于运动学情况时需要改进。此外,一个简洁且非先验的信息依赖模型对于实时处理至关重要。本研究开发了一种惯性辅助的北斗三号卫星周滑检测与修复(I-CDR)方法。首先,建立了具有I-CDR的BDS-3/INS TC模型。电离层延迟被模拟为TC状态的一部分;因此,它们可以被估计和消除。研究了载波相位噪声、剩余电离层延迟和ins预测位置误差对联合周跳检测(CCD)精度的影响。确定了不同频率配置下的最佳ccd。利用陆地车辆试验数据验证了I-CDR的有效性。虚警率小于1.0%,即使在随机时期具有丰富的1周期滑动的情况下,漏检率几乎为零。测定正确率达到100%。此外,模拟了北斗三号系统的信号损失恢复情况,所有卫星的所有周期滑差都可以在40s内修复。在密集的1周滑移和信号损失恢复情况下,I-CDR表现出出色的周滑移检测和修复性能,证明了其适合BDS-3/INS TC集成。
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引用次数: 0
Retrieval of refractivity fields from GNSS tropospheric delays: theoretical and data-based evaluation of collocation methods and comparisons with GNSS tomography 从GNSS对流层延迟中检索折射场:基于理论和数据的配置方法评估以及与GNSS层析成像的比较
IF 4.4 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-11-30 DOI: 10.1007/s00190-024-01903-9
Endrit Shehaj, Alain Geiger, Markus Rothacher, Gregor Moeller

This paper focuses on the retrieval of refractivity fields from GNSS measurements by means of least-squares collocation. Collocation adjustment estimates parameters that relate delays and refractivity without relying on a grid. It contains functional and stochastic models that define the characteristics of the retrieved refractivity fields. This work aims at emphasizing the capabilities and limitations of the collocation method in modeling refractivity and to present it as a valuable alternative to GNSS tomography. Initially, we analyze the stochastic models in collocation and compare the theoretical errors of collocation with those of tomography. We emphasize the low variability of collocation formal variances/covariances compared to tomography and its lower dependence on a-priori fields. Then, based on real and simulated data, we investigate the importance of station resolution and station heights for collocation. Increasing the network resolution, for example, from 10 to 2 km, results in improved a-posteriori statistics, including a 10% reduction in the error statistic for the retrieved refractivity up to 6 km. In addition, using additional stations at higher altitudes has an impact on the retrieved refractivity fields of about 1 ppm in terms of standard deviation up to 6 km, and a bias reduction of more than 3 ppm up to 3 km. Furthermore, we compare refractivity fields retrieved through tomography and collocation, where data of the COSMO weather model are utilized in a closed-loop validation mode to simulate tropospheric delays and validate the retrieved profiles. While tomography estimates are less biased, collocation captures relative changes in refractivity more effectively among the voxels within one height level. Finally, we apply tomography and collocation to test their capabilities to detect an approaching weather front. Both methods can sense the weather front, but their atmospheric structures appear more similar when the GNSS network has a well-distributed height coverage.

本文主要研究了利用最小二乘配置方法从GNSS测量数据中检索折射率场。配置调整估计与延迟和折射率有关的参数,而不依赖于网格。它包含函数模型和随机模型,这些模型定义了检索到的折射场的特征。这项工作旨在强调配置方法在折射建模中的能力和局限性,并将其作为GNSS断层扫描的一种有价值的替代方案。首先,我们分析了配置中的随机模型,并比较了配置与层析成像的理论误差。我们强调与断层扫描相比,搭配形式方差/协方差的低可变性及其对先验场的较低依赖性。在此基础上,结合实际数据和模拟数据,探讨了台站分辨率和台站高度对配置的重要性。例如,将网络分辨率从10公里提高到2公里,可以改善后验统计数据,包括将6公里以内的折射率反演误差统计减少10%。此外,在高海拔地区使用额外的观测站对反演的折射率场产生影响,在6公里范围内的标准差约为1 ppm,在3公里范围内的偏差减少超过3 ppm。此外,我们比较了通过层析成像和配置获取的折射率场,其中COSMO天气模型的数据以闭环验证模式用于模拟对流层延迟并验证检索到的剖面。虽然层析估计偏差较小,但搭配更有效地捕获了一个高度水平内体素之间折射率的相对变化。最后,我们应用断层扫描和搭配来测试它们探测接近的天气锋面的能力。两种方法都可以感知天气锋面,但当GNSS网络具有均匀分布的高度覆盖时,它们的大气结构看起来更相似。
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引用次数: 0
Flatness constraints in the estimation of GNSS satellite antenna phase center offsets and variations 估算全球导航卫星系统卫星天线相位中心偏移和变化时的平整度制约因素
IF 4.4 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-11-27 DOI: 10.1007/s00190-024-01919-1
Bingbing Duan, Urs Hugentobler, Oliver Montenbruck, Peter Steigenberger, Arturo Villiger

Accurate information on satellite antenna phase center offsets (PCOs) and phase variations (PVs) is indispensable for high-precision geodetic applications. In the absence of consistent pre-flight calibrations, satellite antenna PCOs and PVs of global navigation satellite systems are commonly estimated based on observations from a global network, constraining the scale to a given reference frame. As part of this estimation, flatness and zero-mean conditions need to be applied to unambiguously separate PCOs, PVs, and constant phase ambiguities. Within this study, we analytically investigate the impact of different boresight-angle-dependent weighting functions for PV minimization, and we compare antenna models generated with different observation-based weighting schemes with those based on uniform weighting. For the case of the GPS IIR/-M and III satellites, systematic differences of 10 mm in the PVs and 65 cm in the corresponding PCOs are identified. In addition, new antenna models for the different blocks of BeiDou-3 satellites in medium Earth orbit are derived using different processing schemes. As a drawback of traditional approaches estimating PCOs and PVs consecutively in distinct steps, it is shown that different, albeit self-consistent, PCO/PV pairs may result depending on whether PCOs or PVs are estimated first. This apparent discrepancy can be attributed to potentially inconsistent weighting functions in the individual processing steps. Use of a single-step process is therefore proposed, in which a dedicated constraint for PCO-PV separation is applied in the solution of the normal equations. Finally, the impact of neglecting phase patterns in precise point positioning applications is investigated. In addition to an overall increase of the position scatter, the occurrence of systematic height biases is illustrated. While observation-based weighting in the pattern estimation can help to avoid such biases, the possible benefit depends critically on the specific elevation-dependent weighting applied in the user’s positioning model. As such, the practical advantage of such antenna models would remain limited, and uniform weighting is recommended as a lean and transparent approach for the pattern estimation of satellite antenna models from observations.

卫星天线相位中心偏移(PCOs)和相位变化(PVs)的准确信息对于高精度大地测量应用是不可或缺的。在缺乏一致的飞行前校准的情况下,全球导航卫星系统的卫星天线相位中心偏移和相位变化通常是根据全球网络的观测数据估算的,并将比例限制在给定的参考框架内。作为估算的一部分,需要应用平整度和零均值条件来明确区分 PCO、PV 和恒定相位模糊。在这项研究中,我们通过分析研究了不同的与孔径角度相关的加权函数对 PV 最小化的影响,并比较了使用不同的基于观测的加权方案和基于均匀加权的方案生成的天线模型。对于 GPS IIR/-M 和 III 号卫星,我们发现 PV 和相应 PCO 的系统差异分别为 10 毫米和 65 厘米。此外,还利用不同的处理方案为中地球轨道上的北斗三号卫星的不同区块推导出了新的天线模型。传统方法在不同步骤中连续估算 PCO 和 PV,这种方法的一个缺点是,根据先估算 PCO 还是先估算 PV,可能会产生不同的 PCO/PV 对,尽管它们是自洽的。这种明显的差异可归因于各个处理步骤中可能不一致的加权函数。因此,建议使用单步流程,即在求解正则方程时应用 PCO-PV 分离的专用约束条件。最后,研究了在精确点定位应用中忽略相位模式的影响。除了位置散度的整体增加外,还说明了系统高度偏差的出现。虽然在模式估算中基于观测的加权可以帮助避免这种偏差,但其可能带来的好处主要取决于用户定位模型中应用的特定海拔加权。因此,这种天线模型的实际优势仍然有限,建议采用统一加权法,作为根据观测数据对卫星天线模型进行模式估算的一种简便、透明的方法。
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引用次数: 0
A processing strategy for handling latency of PPP-RTK corrections 处理 PPP-RTK 修正延迟的处理策略
IF 4.4 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-11-26 DOI: 10.1007/s00190-024-01920-8
Cheng Ke, Amir Khodabandeh, Baocheng Zhang

An attractive feature of PPP-RTK is the possibility of reducing the amount of data that needs to be transferred to users. By leveraging the state-space Representation (SSR) of the corrections, the correction provider (i.e., a GNSS network) can consider distinct transfer rates for each of the individual corrections according to their temporal characteristics. Reducing the transfer rates comes at the cost of delivering time-delayed corrections, urging the user to time predict the corrections to bridge the gap between the corrections’ generation time and the positioning time. Consequently, the user Kalman filter needs to be equipped with a strategy to account for the errors caused by such predictions, minimizing the precision loss of the user parameter solutions. In this contribution, we apply a processing strategy for both the network and user filters to handle the latency of corrections. This enables the network to update corrections over longer time-intervals. To have the strategy applicable to regional networks, an ionosphere-weighted model is adopted for the corresponding observations, delivering minimum-variance spatially predicted ionospheric corrections to users. It is shown that certain components of the network filter’s dynamic model are duplicated and should be excluded from processing. To illustrate the performance of the strategy at work, three globally distributed regional networks are employed, and maximum correction latencies to meet different positioning criteria are evaluated. In terms of both the positioning precision and time-to-first-fix (TTFF), the strategy is numerically shown to outperform the user processing case in which the uncertainty of corrections is discarded.

PPP-RTK 的一个吸引人的特点是可以减少需要传输给用户的数据量。通过利用校正的状态空间表示法(SSR),校正提供者(即全球导航卫星系统网络)可以根据每个校正的时间特性考虑不同的传输速率。降低传输速率的代价是提供延时修正,这就要求用户对修正进行时间预测,以弥补修正生成时间与定位时间之间的差距。因此,用户卡尔曼滤波器需要配备一种策略,以考虑此类预测造成的误差,从而最大限度地减少用户参数解决方案的精度损失。在本文中,我们对网络和用户滤波器都采用了一种处理策略,以处理修正延迟。这使得网络能够在更长的时间间隔内更新修正。为了使这一策略适用于区域网络,相应的观测采用了电离层加权模型,向用户提供最小方差空间预测电离层修正。结果表明,网络滤波器动态模型的某些组成部分是重复的,应排除在处理之外。为说明该战略的工作性能,采用了三个全球分布的区域网络,并评估了满足不同定位标准的最大校正延迟。在定位精度和首次修正时间(TTFF)方面,数值结果表明,该策略优于用户处理情况(即忽略修正的不确定性)。
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引用次数: 0
Gap filling between GRACE and GRACE-FO missions: assessment of interpolation techniques GRACE 和 GRACE-FO 任务之间的差距填补:插值技术评估
IF 4.4 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-11-23 DOI: 10.1007/s00190-024-01917-3
Hugo Lecomte, Severine Rosat, Mioara Mandea

We propose a benchmark for comparing gap-filling techniques used on global time-variable gravity field time-series. The Gravity Recovery and Climate Experiment (GRACE) and the GRACE Follow-On missions provide products to study the Earth’s time-variable gravity field. However, the presence of missing months in the measurements poses challenges for understanding specific Earth processes through the gravity field. We reproduce, adapt, and compare satellite-monitoring and interpolation techniques for filling these missing months in GRACE and GRACE Follow-On products on a global scale. Satellite-monitoring techniques utilize solutions from Swarm and satellite laser ranging, while interpolation techniques rely on GRACE and/or Swarm solutions. We assess a wide range of interpolation techniques, including least-squares fitting, principal component analysis, singular spectrum analysis, multichannel singular spectrum analysis, auto-regressive models, and the incorporation of prior data in these techniques. To inter-compare these techniques, we employ a remove-and-restore approach, removing existing GRACE products and predicting missing months using interpolation techniques. We provide detailed comparisons of the techniques and discuss their strengths and limitations. The auto-regressive interpolation technique delivers the best score according to our evaluation metric. The interpolation based on a least-squares fitting of constant, trend, annual, and semi-annual cycles offers a simple and effective prediction with a good score. Through this assessment, we establish a starting benchmark for gap-filling techniques in Earth’s time-variable gravity field analysis.

我们提出了一个基准,用于比较全球时变重力场时间序列中使用的填补空白技术。重力恢复与气候实验(GRACE)和 GRACE 后续任务提供了研究地球时变重力场的产品。然而,由于测量中存在缺失月份,这给通过重力场了解特定地球过程带来了挑战。我们重现、调整和比较了卫星监测和插值技术,以在全球范围内填补 GRACE 和 GRACE 后续产品中的这些缺失月份。卫星监测技术利用 Swarm 和卫星激光测距的解决方案,而插值技术则依赖于 GRACE 和/或 Swarm 解决方案。我们评估了多种内插技术,包括最小二乘拟合、主成分分析、奇异频谱分析、多通道奇异频谱分析、自动回归模型,以及在这些技术中纳入先验数据。为了对这些技术进行相互比较,我们采用了移除和恢复方法,移除现有的 GRACE 产品,并使用插值技术预测缺失月份。我们对这些技术进行了详细比较,并讨论了它们的优势和局限性。根据我们的评估指标,自动回归插值技术得分最高。基于常数、趋势、年周期和半年周期的最小二乘拟合的插值法提供了简单有效的预测,得分也很高。通过这项评估,我们为地球时变重力场分析中的填补空白技术建立了一个起始基准。
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引用次数: 0
Modified Bayesian method for simultaneously imaging fault geometry and slip distribution with reduced uncertainty, applied to 2017 Mw 7.3 Sarpol-e Zahab (Iran) earthquake 修正的贝叶斯方法同时成像断层几何和滑移分布,减少不确定性,应用于 2017 年伊朗 Sarpol-e Zahab 7.3 级地震
IF 4.4 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-11-21 DOI: 10.1007/s00190-024-01906-6
Xiong Zhao, Lixuan Zhou, Caijun Xu, Guoyan Jiang, Wanpeng Feng, Yangmao Wen, Nan Fang

Inverting fault geometry and slip distribution simultaneously with geodetic observations based on Bayesian theory is becoming increasingly prevalent. A widely used approach, proposed by (Fukuda and Johnson, Geophys J Int 181:1441–1458, 2010) (F-J method), employs the least-squares method to solve the linear parameters of slip distribution after sampling the nonlinear parameters, including fault geometry, data weights and smoothing factor. Here, we present a modified version of the F-J method (MF-J method), which treats data weights and the smoothing factor as hyperparameters not directly linked to surface deformation. Additionally, we introduce the variance component estimation (VCE) method to resolve these hyperparameters. To validate the effectiveness of the MF-J method, we conducted inversion tests using both synthetic data and a real earthquake case. In our comparison of the MF-J and F-J methods using synthetic experiments, we found that the F-J method's inversion results for fault geometry were highly sensitive to the initial values and step sizes of hyperparameters, whereas the MF-J method exhibited greater robustness and stability. The MF-J method also exhibited a higher and more stable acceptance rate, enabling convergence to simulated values and ensuring greater accuracy of the parameter estimation. Furthermore, treating the fault length and width as unknown parameters and solving them simultaneously with other fault geometry parameters and hyperparameters using the MF-J method successfully resolved the issue of non-uniqueness in fault location solutions caused by the excessively large no-slip areas. In the 2017 Mw 7.3 Sarpol-e Zahab earthquake case study, the MF-J method produced a fault slip distribution with low uncertainty that accurately fit surface observation data, aligning with results from other research institutions. This validated the method's applicability and robustness in real-world scenarios. Additionally, we inferred that the second slip asperity was caused by early afterslip.

以贝叶斯理论为基础,利用大地测量观测同时反演断层几何和滑移分布的方法越来越普遍。Fukuda and Johnson, Geophys J Int 181:1441-1458, 2010)提出的一种广泛使用的方法(F-J 法),在对非线性参数(包括断层几何、数据权重和平滑因子)进行采样后,采用最小二乘法求解滑移分布的线性参数。在此,我们提出了 F-J 方法的改进版(MF-J 方法),将数据权重和平滑因子视为与地表变形无直接联系的超参数。此外,我们还引入了方差分量估计(VCE)方法来解决这些超参数问题。为了验证 MF-J 方法的有效性,我们使用合成数据和真实地震案例进行了反演测试。在使用合成实验对 MF-J 和 F-J 方法进行比较时,我们发现 F-J 方法的断层几何反演结果对超参数的初始值和步长非常敏感,而 MF-J 方法则表现出更高的鲁棒性和稳定性。MF-J 方法还表现出更高和更稳定的接受率,能够收敛到模拟值,确保参数估计的更高精度。此外,将断层长度和宽度作为未知参数处理,并与其他断层几何参数和超参数同时求解,使用 MF-J 方法成功地解决了因无滑动区域过大而导致的断层定位解的非唯一性问题。在 2017 年 Mw 7.3 Sarpol-e Zahab 地震案例研究中,MF-J 方法得出了不确定性较低的断层滑动分布,与地表观测数据准确吻合,与其他研究机构的结果一致。这验证了该方法在实际场景中的适用性和稳健性。此外,我们还推断出第二个滑动凸起是由早期后滑引起的。
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引用次数: 0
Spherical radial basis functions model: approximating an integral functional of an isotropic Gaussian random field 球面径向基函数模型:近似各向同性高斯随机场的积分函数
IF 4.4 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-11-15 DOI: 10.1007/s00190-024-01910-w
Guobin Chang, Xun Zhang, Haipeng Yu

The spherical radial basis function (SRBF) approach, widely used in gravity modeling, is theoretically surveyed from a viewpoint of random field theory. Let the gravity potential be a random field which is represented as an integral functional of another random field, namely an isotropic Gaussian random field (IGRF) on a sphere inside the Bjerhammar sphere with the SRBF as the integral kernel. When the integration is approximated by a discrete sum within a local region, one gets the widely applicable SRBF model. With this theoretical study, the following two findings are made. First, the IGRF implies a Gaussian prior on the spherical harmonic coefficients (SHCs) of the gravity potential; for this prior the SHCs are independent with each other and their variances are degree-only dependent. This should be reminiscent of two well-known priors, namely the power-law Kaula’s rule and the asymptotic power-law Tscherning-Rapp model. Second, the IGRF-SRBF representation is non-unique. Benefiting from this redundant representation, one can employ a simple IGRF, e.g., the simplest white field, and then design the SRBF accordingly to represent a potential with desired prior statistical properties. This can simplify the corresponding SRBF modeling significantly; to be more specific, the regularization matrix in parameter estimation of the SRBF modeling can be chosen to be a diagonal matrix, or even the naïve identity matrix.

从随机场理论的角度对广泛应用于重力建模的球面径向基函数(SRBF)方法进行了理论研究。假设重力势能是一个随机场,它被表示为另一个随机场的积分函数,即比约哈马球内球面上的各向同性高斯随机场(IGRF),以 SRBF 为积分核。当积分被近似为局部区域内的离散和时,就得到了广泛应用的 SRBF 模型。通过这项理论研究,我们得出了以下两个结论。首先,IGRF 意味着重力势能的球谐波系数(SHCs)有一个高斯先验;对于这个先验,SHCs 是相互独立的,它们的方差只依赖于度。这应该会让人想起两个著名的先验,即幂律考拉规则和渐近幂律齐尔宁-拉普模型。其次,IGRF-SRBF 表示是非唯一的。利用这种冗余表示,我们可以采用简单的 IGRF,例如最简单的白场,然后相应地设计 SRBF,以表示具有所需先验统计特性的电势。这可以大大简化相应的 SRBF 建模;更具体地说,SRBF 建模参数估计中的正则化矩阵可以选择对角矩阵,甚至是天真的同矩阵。
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Journal of Geodesy
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