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Soft X-Ray Imaging of Dense and Fast Magnetosheath Jets: Numerical Simulations 致密和快速磁鞘喷流的软x射线成像:数值模拟
IF 2.6 3区 地球科学 Q2 ASTRONOMY & ASTROPHYSICS Pub Date : 2025-11-22 DOI: 10.1029/2025EA004798
G. Voitcu, M. Echim, M. Teodorescu, C. Munteanu

The goal of this paper is to estimate the soft X-ray signature associated with dense and fast magnetosheath jets streaming toward the dayside magnetosphere. We developed a non-self-consistent kinematic approach for simulating numerically the transport of high-speed plasma jets in the magnetosheath. Our methodology is based on global magnetohydrodynamic simulations which provide the background state of the terrestrial magnetosphere and theoretical insight on the propagation of high-speed plasma jets. We compute line-of-sight and time-integrated intensity maps of the soft X-rays generated by the charge exchange process taking place when the high-speed jet interacts with the background exosphere. The X-rays are detected by a virtual telescope launched into the simulation domain. Our results show that the soft X-ray signature of a dense and fast plasma jet is visible in the magnetosheath. We can correctly characterize the detected jets with different setups for the virtual telescope. The impact of density on the jet's X-ray signature is stronger than the impact of bulk velocity, the denser jets being more likely to be detected by an X-ray telescope than the faster ones. We discuss an image processing technique based on frame differencing which may allow an improvement of the X-ray visibility of high-speed jets. We also show that the detection of jets is enhanced considerably when the soft X-ray telescope is placed in the equatorial plane, pointing toward the magnetotail.

本文的目的是估计与向日侧磁层流的密集和快速磁鞘射流相关的软x射线特征。我们开发了一种非自洽运动学方法来数值模拟高速等离子体射流在磁鞘中的输运。我们的方法是基于全球磁流体动力学模拟,提供了地球磁层的背景状态和高速等离子体射流传播的理论见解。我们计算了高速射流与背景外逸层相互作用时电荷交换过程产生的软x射线的视距和时间积分强度图。x射线被发射到模拟域的虚拟望远镜探测到。我们的结果表明,在磁鞘中可以看到密集和快速等离子体射流的软x射线特征。通过虚拟望远镜的不同设置,我们可以正确地描述探测到的喷流。密度对喷流的x射线特征的影响比体积速度的影响更大,密度大的喷流比速度快的喷流更容易被x射线望远镜探测到。本文讨论了一种基于帧差的图像处理技术,该技术可以提高高速射流的x射线可见性。我们还表明,当软x射线望远镜放置在赤道面,指向磁尾时,对喷流的探测大大增强。
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引用次数: 0
Unraveling the Mystery of Earth's Space Radiation Environment Loss Processes: Meeting Report 揭开地球空间辐射环境损失过程的奥秘:会议报告
IF 2.6 3区 地球科学 Q2 ASTRONOMY & ASTROPHYSICS Pub Date : 2025-11-22 DOI: 10.1029/2024EA004108
Bernhard Haas, Alexander Y. Drozdov, Jerry Goldstein, Raluca Ilie, Alwin Roy, Yangyang Shen, Katja Stoll, Ivan Vasko, Dedong Wang, Wei Wang

On 10 June and 27 September 2024, two workshops were held at GFZ Potsdam under the umbrella of the Geo. X Research Network of Geosciences to discuss the unresolved question of the overestimation and lack of scattering of modeled ring current electrons during geomagnetic storms. At the workshops, we discussed the potential contributions to the lack of scattering of electron cyclotron harmonic (ECH) waves, chorus waves, time-domain-structures (TDS), the non-linear effects of wave-particle interactions, and induced electric fields. A case study shows that the scattering by ECH waves is insufficient to account fully for the missing electron loss. More work must be done to understand the potential effects of inaccuracies in the assumed chorus wave models, TDS, and the non-linear effects of wave-particle interactions. Including induced electric fields in ring current simulations is an important step to describe the electron drifts more accurately. Explaining the missing loss process is crucial for space weather applications of surface charging effects, which rely on accurate predictions of ring current electron fluxes.

2024年6月10日和9月27日,在Geo的保护下,在波茨坦GFZ举办了两个讲习班。讨论在地磁暴期间模拟环电流电子的过高估计和缺乏散射的未解决问题。在研讨会上,我们讨论了电子回旋谐波(ECH)波、合唱波、时域结构(TDS)、波粒相互作用的非线性效应和感应电场对缺乏散射的潜在贡献。一个实例研究表明,ECH波的散射不足以完全解释丢失的电子损失。必须做更多的工作来了解假设的合唱波模型、TDS和波粒相互作用的非线性效应的不准确性的潜在影响。在环电流模拟中加入感应电场是更准确地描述电子漂移的重要一步。解释缺失损耗过程对于表面充电效应的空间天气应用至关重要,这依赖于对环电流电子通量的准确预测。
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引用次数: 0
Robotic Arm Geomechanical Experiments and Analyses to Enable Lunar Science and Settlement 机械臂地质力学实验与分析:实现月球科学与定居
IF 2.6 3区 地球科学 Q2 ASTRONOMY & ASTROPHYSICS Pub Date : 2025-11-22 DOI: 10.1029/2025EA004420
J. M. Long-Fox, R. P. Mueller, E. A. Bell, M. A. Gudino, E. J. Bidot Lopez, T. Lipscomb, R. L. McCormick, E. Marteau, S. J. Moreland, D. T. Britt

This study evaluates the capability of a robotic arm equipped with a force-torque sensor and a specially designed scoop to perform geomechanical characterization of high-fidelity lunar highlands regolith simulant. Experiments focused on pressure-sinkage, shear strength, and angle of repose to assess the performance and applicability of the system to lunar exploration and infrastructure development. Results demonstrated that pressure-sinkage measurements using the scoop reliably characterize the in situ relative density of regolith simulants, showing clear trends as a function of material density. This capability highlights the potential for real-time assessments of local regolith properties during lunar missions. Shear strength experiments identified a need for advanced robotic arm motion controls for shear testing; alternative methods and advanced modeling techniques for determining shear strength using the scoop are under active investigation. Angle of repose tests confirmed the ability of the robotic arm, scoop, and imaging hardware to measure this property accurately, showcasing the versatility of this approach for regolith characterization. The findings underscore the promise of robotic arms for performing critical geomechanical measurements on planetary surfaces given properly designed end effectors that would enable data collection essential for optimizing rover traverse paths, selecting infrastructure sites, investigating geologic history, and supporting both scientific exploration and settlement planning. These results support the inclusion of geomechanical measurement payloads in future missions, directly advancing NASA's Artemis lunar exploration program objectives.

本研究评估了配备力-扭矩传感器和专门设计的铲子的机械臂对高保真月球高地风化模拟物进行地质力学表征的能力。通过压力沉降、抗剪强度和休止角试验,评估该系统在月球探测和基础设施建设中的性能和适用性。结果表明,使用铲斗的压力沉降测量可靠地表征了模拟风化层的原位相对密度,并显示出作为材料密度函数的明确趋势。这种能力突出了在月球任务期间对当地风化层特性进行实时评估的潜力。剪切强度实验表明,需要先进的机械臂运动控制剪切测试;替代方法和先进的建模技术,以确定抗剪强度使用勺正在积极研究。休止角测试证实了机械臂、铲斗和成像硬件能够准确测量这种特性,展示了这种方法在风化层表征中的多功能性。这一发现强调了机械臂在行星表面进行关键地质力学测量的前景,只要设计合理的末端执行器,就可以实现数据收集,这对于优化漫游车穿越路径、选择基础设施地点、调查地质历史以及支持科学勘探和定居规划至关重要。这些结果支持在未来的任务中包含地质力学测量有效载荷,直接推进美国宇航局的阿尔忒弥斯月球探测计划目标。
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引用次数: 0
Slope Correction for Ocean SAR Altimetry 海洋SAR测高坡度校正
IF 2.6 3区 地球科学 Q2 ASTRONOMY & ASTROPHYSICS Pub Date : 2025-11-20 DOI: 10.1029/2025EA004294
Juliette Gamot, Marie-Isabelle Pujol, Philippe Schaeffer, François Bignalet-Cazalet, Emeline Cadier, Thomas Moreau

Since the 2010 launch of Cryosat-2, a new generation of altimeters, referred to as SAR altimetry, has emerged and partially replaced the previous conventional altimeters known as Low Resolution Mode (LRM) altimetry. A surface slope correction has been previously developed for LRM altimetry. However, the differences in the way the two altimeters work, and in particular their radar footprint, make LRM altimeter slope correction inapplicable to SAR altimetry. Thus, in this paper, a slope correction model is provided for SAR altimetry, derived from the LRM-based approach. The shape of the SAR footprint induces that height correction depends on each satellite mission. Consequently, a generic method allowing to generate global maps of height correction for distinct missions is provided. The maps are computed for the Sentinel-6A mission and the importance of correcting this effect for SAR altimetry is highlighted by studying the sea surface height anomaly biases between Sentinel-6A SAR and LRM measurements. Finally, it is shown that applying the slope correction to Sentinel-6A SAR mode sea surface height anomaly measurements enhances their consistency with the latest Mean Sea Surface (MSS) model, reducing the root mean square error between the sea surface height anomaly and the MSS model by up to 1 cm.

自2010年Cryosat-2发射以来,新一代高度计(称为SAR高度计)已经出现,并部分取代了以前的传统高度计(称为低分辨率模式(LRM)高度计)。以前已经开发了用于LRM测高的地表坡度校正方法。然而,两种高度计工作方式的差异,特别是它们的雷达足迹,使得LRM高度计的坡度校正不适用于SAR测高。因此,本文提供了一种基于lrm方法的SAR测高坡度修正模型。SAR足迹的形状表明,高度校正取决于每个卫星任务。因此,提供了一种允许为不同任务生成高度校正全球地图的通用方法。这些地图是为Sentinel-6A任务计算的,通过研究Sentinel-6A SAR和LRM测量结果之间的海面高度异常偏差,强调了纠正这一影响对SAR测高的重要性。最后,研究表明,将坡度校正应用于Sentinel-6A SAR模式的海面高度异常测量结果,可以提高其与最新平均海面(Mean sea surface, MSS)模型的一致性,使海面高度异常与MSS模型之间的均方根误差降低了1 cm。
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引用次数: 0
The Applicability of Ocean Physics Models to GNSS-Acoustic Seafloor Geodesy 海洋物理模型在gnss声学海底测量中的适用性
IF 2.6 3区 地球科学 Q2 ASTRONOMY & ASTROPHYSICS Pub Date : 2025-11-20 DOI: 10.1029/2025EA004432
K. Sawanaga, F. Tomita

Global Navigation Satellite System-Acoustic (GNSS-A) seafloor geodetic observation is an effective technique not only for measuring offshore crustal deformation but also for detecting underwater sound speed structures. Collecting acoustic range data along survey tracks with broad spatial coverage is typically essential to detect horizontal gradients of the sound speed structure. Although acoustic ranging data sets with broad spatial coverage have been acquired using research vessels, the acquisition of such data sets has often been difficult using an unmanned sea surface platform, such as a Wave Glider. To ensure positioning accuracy for insufficient acoustic ranging data sets, constraining the horizontal gradients of the sound speed structure using independent information is essential. In this study, we examined the applicability of ocean models to improve GNSS-A positioning accuracy for insufficient acoustic ranging data sets. We calculated the sound speed parameters expressing the horizontal gradients of the sound speed structure using the ocean models JCOPE2M and MOVE/MRI.COM, and compared them with those estimated by GNSS-A using actual acoustic ranging data sets with broad spatial coverage. The results illustrated that these ocean models have the potential to improve the positioning accuracy when large-scale horizontal inhomogeneity exists in the sound speed structure (e.g., an oceanic current). However, the GNSS-A analysis results using actual data indicate a significant influence of small-scale horizontal inhomogeneities, suggesting that higher-resolution ocean models are required to further improve positioning accuracy.

全球卫星导航系统-声学(GNSS-A)海底大地测量是测量近海地壳形变和探测水声声速结构的有效技术。沿着空间覆盖范围广的测量轨迹收集声距数据对于探测声速结构的水平梯度是必不可少的。虽然使用研究船已经获得了具有广泛空间覆盖范围的声学测距数据集,但使用无人海面平台(如波浪滑翔机)通常很难获得这些数据集。在声测距数据量不足的情况下,为了保证定位精度,需要利用独立信息约束声速结构的水平梯度。在本研究中,我们研究了海洋模型在声学测距数据集不足的情况下提高GNSS-A定位精度的适用性。利用JCOPE2M和MOVE/MRI.COM海洋模型计算了声速结构水平梯度的声速参数,并与GNSS-A基于大空间覆盖的实际声测距数据集估算的声速参数进行了比较。结果表明,当声速结构(如海流)存在大尺度水平非均匀性时,这些海洋模式具有提高定位精度的潜力。然而,使用实际数据的GNSS-A分析结果表明,小尺度水平不均匀性对定位精度有显著影响,这表明需要更高分辨率的海洋模型来进一步提高定位精度。
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引用次数: 0
Inundation Processes, Barrier Island Breaching, and Structure Impacts During Hurricane Michael (2018) 迈克尔飓风期间的淹没过程、堰洲岛破裂和结构影响(2018年)
IF 2.6 3区 地球科学 Q2 ASTRONOMY & ASTROPHYSICS Pub Date : 2025-11-20 DOI: 10.1029/2025EA004446
John C. Warner, Christopher R. Sherwood, Mark Carson, Emma Manzella, Maitane Olabarrieta, Arthriya Subgranon, Steven Klepac, Joseph B. Zambon, Ruoying He, Z. George Xue, Muhamad Farid Geonova, Elias Hunter, Jonathan Moskaitis, James D. Doyle, Christopher J. Amante, Nicholas M. Enwright

We demonstrate the increased ability to forecast hurricane impacts with a coupled numerical modeling system by simulating ocean waves, water levels, currents, sediment transport, and structural damage to predict inundation, coastal morphological change, and residential building impacts. The Coupled-Ocean-Atmosphere-Waves-Sediment-Transport (COAWST) modeling system is applied to simulate Hurricane Michael (category 5, 2018) that made landfall near Tyndall Air Force Base, FL, in the northern Gulf of America, causing severe devastation and flooding. Atmospheric forcings from the Coupled Ocean/Atmosphere Mesoscale Prediction System for Tropical Cyclones (COAMPS-TC) are used to drive the ocean and wave models on a series of nested grids. Results identify that coastal inundation at Mexico Beach is due to surge from winds and waves, supplemented by pulses of infragravity wave motions that propagate landward into the inundation region. Seed lines observed on interior building walls also demonstrate variable changes in water level. In addition, a machine learning model was applied to hindcast structure damages, caused mostly by waves and winds, with a 72% accuracy estimate of substantial damage in proximity of landfall. The storm also created a breach across Cape San Blas, the adjacent barrier spit, due to large surge and low dune elevations. Dune locations with vegetated land cover are shown to reduce wave-energy dissipation and reduce erosion, whereas locations without land cover had increased breaching potential. The breach occurred during the maximum ocean-side water level, and the delayed high water on the bay side allowed a pressure gradient to drive flow seaward and promote breach development.

我们通过模拟海浪、水位、水流、沉积物运输和结构破坏来预测洪水、海岸形态变化和住宅建筑影响,展示了耦合数值模拟系统预测飓风影响的能力。应用COAWST耦合海洋-大气-波浪-沉积物-运输(COAWST)模型系统模拟了2018年5级飓风迈克尔(Michael),该飓风在美国佛罗里达州北部的廷德尔空军基地附近登陆,造成了严重的破坏和洪水。利用海洋/大气耦合中尺度热带气旋预报系统(comps - tc)的大气强迫驱动一系列嵌套网格上的海洋和波浪模式。结果表明,墨西哥海滩的沿海淹没是由于风和海浪的汹涌,辅以向陆地传播到淹没区域的次重力波运动脉冲。在建筑物内部墙壁上观察到的种子线也显示出水位的可变变化。此外,机器学习模型应用于主要由海浪和风引起的后投结构损坏,对登陆附近的重大损坏的估计准确率为72%。由于巨大的风暴潮和较低的沙丘海拔,风暴还在圣布拉斯角(Cape San Blas)附近的屏障吐槽上造成了一个缺口。有植被覆盖的沙丘位置减少了波浪能量耗散,减少了侵蚀,而没有土地覆盖的沙丘位置则增加了破裂的可能性。裂口发生在海侧最高水位时,海湾侧延迟的高水位形成压力梯度,推动水流向海方向,促进裂口发育。
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引用次数: 0
Exploiting Machine Learning to Develop Ocean Color Retrievals From the Tropospheric Emissions: Monitoring of Pollution Instrument 利用机器学习开发对流层排放海洋颜色检索:污染监测仪器
IF 2.6 3区 地球科学 Q2 ASTRONOMY & ASTROPHYSICS Pub Date : 2025-11-20 DOI: 10.1029/2025EA004341
Z. Fasnacht, J. Joiner, M. Bandel, A. Ibrahim, A. Heidinger, M. D. Himes, J. Allen, J. Carr, X. Liu, H. Chong, N. Krotkov

Retrievals of ocean color (OC) properties from space are important for understanding the ocean ecosystem, the carbon cycle, and monitoring events such as harmful algal blooms (HABs). The recently launched U.S. National Aeronautics and Space Administration (NASA) Earth Venture Instrument, the geostationary Tropospheric Emissions: Monitoring of Pollution (TEMPO), provides a unique opportunity to examine diurnal variability in ocean ecology across coastal waters of North America and prepare for future hyperspectral geostationary OC missions. Although TEMPO does not match the spatial resolution or spectral coverage of planned coastal ocean sensors, such as NASA's Geosynchronous Littoral Imaging and Monitoring Radiometer or the U.S. National Oceanic and Atmospheric Administration Geostationary Extended Observations Ocean Color Instrument, it provides hourly observations at approximately 5 km over U.S. coastal regions and the Great Lakes. Here, we apply a newly developed atmospheric correction approach based on principal component analysis combined with machine learning (ML) to retrieve OC properties using TEMPO's hyperspectral measurements. Principal component coefficients derived from measured reflectances are used to train a neural network to estimate OC properties, including chlorophyll concentration, informed by collocated physically-based retrievals from MODIS, VIIRS, and Ocean and Land Color Instrument. This ML-based approach complements traditional radiative transfer retrievals, particularly under challenging conditions such as glint and moderate cloud coverage. This approach demonstrates the value of near-real-time OC products, with significant potential for monitoring HABs and transient oceanic phenomena.

从太空中获取海洋颜色(OC)特性对于了解海洋生态系统、碳循环和监测有害藻华(HABs)等事件具有重要意义。最近发射的美国国家航空航天局(NASA)地球风险仪器,地球同步对流层排放:污染监测(TEMPO),提供了一个独特的机会来检查北美沿海水域海洋生态的日变化,并为未来的高光谱地球同步OC任务做准备。尽管TEMPO的空间分辨率或光谱覆盖范围不及计划中的沿海海洋传感器,如NASA的地球同步沿海成像和监测辐射计或美国国家海洋和大气管理局的地球同步扩展观测海洋颜色仪器,但它可以提供美国沿海地区和五大湖上空约5公里的每小时观测。本文采用一种基于主成分分析与机器学习(ML)相结合的新开发的大气校正方法,利用TEMPO的高光谱测量数据检索OC属性。根据MODIS、VIIRS和海洋与陆地颜色仪器的物理检索结果,利用反射率测量得到的主成分系数来训练神经网络来估计OC属性,包括叶绿素浓度。这种基于ml的方法补充了传统的辐射传输检索,特别是在闪烁和中等云层覆盖等具有挑战性的条件下。这种方法证明了近实时OC产品的价值,在监测赤潮和瞬态海洋现象方面具有巨大的潜力。
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引用次数: 0
Measuring the Fractal Properties of Reservoirs for Use in Modeling CCUS Potential 储层分形特性在CCUS电位建模中的应用
IF 2.6 3区 地球科学 Q2 ASTRONOMY & ASTROPHYSICS Pub Date : 2025-11-19 DOI: 10.1029/2025EA004718
Mehdi Yaghoobpour, Paul W. J. Glover, Piroska Lorinczi, Wei Wei

The injection of CO2 underground into reservoirs for carbon capture and underground storage (CCUS) is highly sensitive to heterogeneity and anisotropy. Although conventional geological modeling cannot take explicit account of heterogeneity or anisotropy or operate at a resolution that encompasses the small scales at which fluid flow is controlled, advanced fractal reservoir models (AFRMs) can be used. These AFRMs require fractal dimensions and anisotropy ratios for the target reservoir, and these values are unavailable. This paper describes the development, validation, and application of a software tool for measuring reservoir fractal dimensions. The code has been validated extensively using SynFrac data, recognizing four potential sources of systematic error, all of which can be corrected for. The resulting code has been used to measure the fractal dimension of a seismic data cube taken from the Chandon reservoir. The analysis reveals that the reservoir is multifractal with high heterogeneity (fractal dimension) at small scales and lower but still significant heterogeneity at larger scales. The fractal dimension can be calculated as a function of depth, providing a new type of log data that is not specific to a given well but rather specific to an area of seismic data.

地下CO2注入储层进行碳捕获和地下封存(CCUS)对非均质性和各向异性高度敏感。虽然传统的地质建模不能明确考虑非均质性或各向异性,也不能在包括流体流动控制的小尺度的分辨率下操作,但先进的分形油藏模型(afrm)可以使用。这些afrm需要目标储层的分形维数和各向异性比,而这些值是不可用的。本文介绍了储层分形维数测量软件的开发、验证和应用。该代码已使用SynFrac数据进行了广泛验证,识别出四种潜在的系统错误来源,所有这些都可以纠正。所产生的代码已用于测量从Chandon储层采集的地震数据立方体的分形维数。分析表明,储层具有多重分形特征,在小尺度上具有较高的非均质性(分形维数),在大尺度上非均质性虽低但仍显著。分形维数可以作为深度的函数来计算,提供了一种新的测井数据,这种数据不是特定于某口井,而是特定于某一区域的地震数据。
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引用次数: 0
Fluid Processes Highlighted by Temporal Variations of b-Value During Swarms and Aftershocks Sequences in the Ubaye Region (Western Alps, France) 法国西阿尔卑斯Ubaye地区蝗群和余震序列中b值时间变化的流体过程
IF 2.6 3区 地球科学 Q2 ASTRONOMY & ASTROPHYSICS Pub Date : 2025-11-19 DOI: 10.1029/2025EA004250
Marion Baques, Clara Duverger, Louis De Barros, Hervé Jomard, Maxime Godano

The b-value from the Gutenberg-Richter law is a crucial parameter in the assessment of seismic hazard. Its temporal variations may also bring useful insights on the processes driving seismicity at depth, even if not yet fully understood. In this paper, we focus on the temporal evolution of the b-value in the Ubaye Region (French Western Alps) which was hit by seismic swarms (2003–2004) and complex sequences with several mainshocks (2012–2015). The swarm-like sequences show a common temporal behavior of b-value characterized by an increase and then a return to the initial level. The temporal b-value pattern for the mainshock-aftershock-like sequences is quite different. After a drop in the b-value that may follow the mainshock, the b-value increases above the background level before going back to it. Moreover, no precursory pattern can be identified before the mainshock. Fluid processes are recognized to play a crucial role in the driving mechanisms of these seismic sequences. Drawing parallel between swarms and aftershock sequences suggests that the b-value depicts fluid-processes in the Ubaye Region seismicity. We propose that b-value shows a complex behavior, with variations due to Coulomb stress-transfer from the mainshock and fluid-pressure processes. Therefore, even with a catalog made at the French national scale, the b-value variations may help to monitor the on-going processes at depth.

古腾堡-里希特定律的b值是评价地震危险性的一个重要参数。它的时间变化也可能对驱动深层地震活动的过程提供有用的见解,即使还没有完全理解。本文以乌巴耶地区(法国西阿尔卑斯山脉)为研究对象,研究了该地区2003-2004年地震群和2012-2015年主震复杂序列的b值演化特征。类群序列的b值具有先增加后恢复到初始水平的共同时间行为。主震-余震序列的时间b值模式是完全不同的。在主震发生后,b值可能会下降,但b值在回升到背景水平之前会上升到背景水平以上。此外,在主震发生之前,没有可以识别的前兆模式。流体过程在这些地震序列的驱动机制中起着至关重要的作用。将地震群与余震序列进行类比,表明b值描述了乌巴耶地区地震活动性中的流体过程。我们认为b值表现出复杂的行为,由于主震和流体压力过程的库仑应力传递而发生变化。因此,即使是在法国国家范围内编制的目录,b值的变化也可能有助于监测深度上正在进行的过程。
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引用次数: 0
Measuring Interdisciplinarity in Geology: A Semantic Analysis Approach 测量地质学的跨学科性:一种语义分析方法
IF 2.6 3区 地球科学 Q2 ASTRONOMY & ASTROPHYSICS Pub Date : 2025-11-17 DOI: 10.1029/2025EA004494
Pengfei Li, Yuqing Wang, Na Xu

Interdisciplinarity is essential for addressing complex scientific problems that transcend disciplinary boundaries. Geology leverages methods from diverse domains to drive research innovation. However, quantitative evaluations of interdisciplinary connections between geology and other domains are lacking. Therefore, this study employed bibliometrics and natural language processing to assess the interdisciplinary trajectory of geology by analyzing temporal patterns in citation flows. First, a data set of geology-related publications and their cited references was collected from the Scopus database. Then, a semantic text classification approach, integrating sentence transformers and cosine similarity, was implemented to categorize cited references into eight scientific domains: mathematical and physical science, chemical science, life science, engineering and materials science, earth science, information science, management science, and health science. Longitudinal analysis of the distribution of references across these domains reveals trends in interdisciplinary collaboration over time. Finally, N-gram frequency analysis was performed on reference data associated with high-growth domains to identify specific influential techniques bridging disciplines. The results demonstrate a pronounced increase in interdisciplinarity between geology and information science, especially in applications of artificial intelligence, since 2016, with an average interdisciplinary potential of 0.1484. Key techniques driving this integration include artificial neural networks, logistic regression, support vector machines, etc. Additionally, the eight domains were expanded into 126 sub-disciplines to enable more detailed interdisciplinary analysis. Furthermore, three large language models were employed to verify the reliability of the adopted semantic analysis. The results suggest that our methodology provides robust approaches for quantifying interdisciplinary dynamics and is generalizable to other interdisciplinary fields.

跨学科对于解决超越学科界限的复杂科学问题至关重要。地质学利用不同领域的方法来推动研究创新。然而,缺乏对地质学与其他领域之间跨学科联系的定量评价。因此,本研究采用文献计量学和自然语言处理技术,通过分析被引流的时间模式来评估地质学的跨学科发展轨迹。首先,从Scopus数据库中收集地质相关出版物及其引用文献的数据集。然后,采用语义文本分类方法,结合句子变换和余弦相似度,将被引文献划分为数学与物理科学、化学科学、生命科学、工程与材料科学、地球科学、信息科学、管理科学和健康科学等8个科学领域。对这些领域的参考文献分布的纵向分析揭示了跨学科合作随时间的趋势。最后,对与高增长领域相关的参考数据进行N-gram频率分析,以确定特定的有影响力的技术连接学科。结果表明,自2016年以来,地质与信息科学之间的跨学科性显著增加,特别是在人工智能应用方面,平均跨学科潜力为0.1484。推动这一整合的关键技术包括人工神经网络、逻辑回归、支持向量机等。此外,这8个领域被扩展为126个子学科,以实现更详细的跨学科分析。此外,采用三个大型语言模型来验证所采用的语义分析的可靠性。结果表明,我们的方法为量化跨学科动态提供了强有力的方法,并可推广到其他跨学科领域。
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Earth and Space Science
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