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The 23 and 24 January 2022 Tabriz (Northwestern Iran) small earthquakes: Seismological study and seismotectonic implication 2022年1月23日和24日大不里士(伊朗西北部)小地震:地震学研究和地震构造意义
IF 2 4区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2025-04-25 DOI: 10.1007/s10950-025-10290-3
Saeid Rahimzadeh, Behnam M. Asayesh, Noorbakhsh Mirzaei, Mehrdad Pakzad

This study analyzes the characteristics of the January 23 and 24, 2022, Tabriz earthquakes in northwestern Iran. These events, with magnitudes of (M_w) 4.2 and (M_w) 4.0, occurred within the Tabriz pull-apart basin and represent the largest seismic occurrences in the region over the past two centuries. Focal mechanism solutions indicate strike-slip faulting for the first event and normal faulting with a strike-slip component for the second event. Both events occurred on NW-trending faults. Based on recorded ground motion data, the first event ruptured in the NW direction, while the second event ruptured in the opposite direction (SE). Coulomb stress changes analysis suggests that stress changes imparted by the first event, estimated about 0.1 bar at the hypocenter of the second event, likely promoted its triggering. These findings highlight the active tectonics of the Tabriz Basin and the significant seismic hazards posed by its active faults, particularly for the city of Tabriz, which has a population over 2 million and is situated within the basin.

本研究分析了2022年1月23日和24日伊朗西北部大不里士地震的特征。这些震级分别为(M_w) 4.2和(M_w) 4.0的地震发生在大不里士拉分盆地内,是该地区过去两个世纪以来最大的地震事件。震源机制解表明,第一次事件为走滑断层,第二次事件为带走滑成分的正断层。这两起事件都发生在北西走向的断层上。根据记录的地震动数据,第一个事件在NW方向破裂,而第二个事件在相反方向(SE)破裂。库仑应力变化分析表明,第一次地震传递的应力变化可能促进了第二次地震的触发,估计第二次地震震源处的应力变化约为0.1 bar。这些发现突出了大不里士盆地的活动构造及其活动断层造成的重大地震危险,特别是对大不里士市来说,大不里士市拥有200多万人口,位于盆地内。
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引用次数: 0
Investigating 2D shear waves velocity (({{varvec{V}}}_{{varvec{s}}})) structure beneath Garhwal Himalaya, Uttarakhand, India, using microtremor H/V spectral ratios and surface wave dispersion measurements 利用微震H/V谱比和面波色散测量,研究印度北阿坎德邦Garhwal喜马拉雅地区的二维横波速度(({{varvec{V}}}_{{varvec{s}}}))结构
IF 1.6 4区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2025-04-25 DOI: 10.1007/s10950-025-10291-2
Sanjay Kumar, Simanchal Padhy, Neeraj Kumar

The shallow seismic response to earthquakes is important for ground motion prediction and is controlled by the major structural heterogeneities including topography. In this study, constrained inversion of microtremor horizontal-to-vertical spectral ratios (HVSRs) and Rayleigh phase velocity dispersion curves, along with well-constrained single station HVSRs inversion, produce the first 2D near-surface shear wave velocity (({V}_{s})) model of Garhwal Himalaya, India. We analyse passive source seismic data from 158 sites, along with two-sided active seismic array records from 96 locations, to evaluate the 1D ({V}_{s}) structure for different geo-tectonic units in the studied area. To explain the observed HVSR response, we calculate the HVSR curves using both theoretical (modified Haskell matrix) and numerical (modal summation) approaches. The simulated HVSR curves agree well with the observations in ~ 1.0–25.0 Hz. We examine the feasibility of the obtained 1D ({V}_{s}) profiles through extensive synthetics. The resultant 1D ({V}_{s}) profiles were then compiled to create the 2D near-surface ({V}_{s}) models for various litho-tectonic units. High ({V}_{s}) anomalies correlate well with the major tectonic features, such as the Kaliyasaur fault, North Almora thrust, and the anticline structures, while the syncline structures, Singtali thrust, and the depression fault zones exhibit low ({V}_{s}) anomalies. The 1D ({V}_{s}) profiles of ten known stratigraphic sections clearly delineate the interface boundaries between various rock strata. For the upper 30 m depth, the ({V}_{s}) 30 value ranges from 280 m/s to 600 m/s. Our velocity model demonstrates intense rock folding and faulting beneath the region, which can be used to evaluate the local site response for improved seismic hazard assessment of the region.

浅层地震响应对地震动预测具有重要意义,且受包括地形在内的主要构造非均质性控制。本研究利用微震水平-垂直谱比(HVSRs)约束反演和瑞利相速度频散曲线,结合约束良好的单站HVSRs反演,建立了印度Garhwal喜马拉雅地区第一个二维近地表横波速度模型(({V}_{s}))。我们分析了158个测点的被动震源数据,以及96个测点的双面主动地震阵列记录,以评估研究区不同大地构造单元的一维({V}_{s})结构。为了解释观测到的HVSR响应,我们使用理论(修正Haskell矩阵)和数值(模态求和)方法计算了HVSR曲线。模拟的HVSR曲线与1.0 ~ 25.0 Hz的观测值吻合较好。我们通过广泛的合成研究了获得的1D ({V}_{s})剖面的可行性。然后将所得的一维({V}_{s})剖面进行编译,以创建各种岩石构造单元的二维近地表({V}_{s})模型。高({V}_{s})异常与Kaliyasaur断裂、北Almora逆冲构造和背斜构造等主要构造特征相关良好,而向斜构造、Singtali逆冲构造和坳陷断裂带的({V}_{s})异常较低。十个已知地层剖面的一维({V}_{s})剖面清晰地描绘了不同岩层之间的界面边界。对于上30m深度,({V}_{s}) 30取值范围为280m /s ~ 600m /s。我们的速度模型显示了该区域下方强烈的岩石褶皱和断裂,可用于评估局部现场响应,以改进该地区的地震危险性评估。
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引用次数: 0
Moho depth variations in North West Iran estimated from the Moho reflected phases 根据莫霍反射相估计伊朗西北部莫霍深度变化
IF 1.6 4区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2025-04-22 DOI: 10.1007/s10950-025-10289-w
Fatemeh Alidoost, Esmaeil Bayramnejad, Zaher Hossein Shomali

In this study, we investigated the Moho reflected phases and used them to estimate the spatial variation of the Moho depth in the northwestern Iran. The Moho reflected phases are secondary phases, which can be observed at the distance range between 20 and 185 km. We used 109 earthquakes whit depth shallower than 35 km occurred from 1996 to 2017 and collected the approximate travel time of 188 PmP and 140 SmS high quality phases recorded by 36 seismic stations. We used the differential travel time of direct and the Moho reflected phases to estimate the depth of Moho. The results of the reflected phases PmP and SmS are very similar in character. Although differences are also observed, especially in the northern part of the studied area where reflection points are not well distributed. The results of the inversion of P data are more reliable owing to the accuracy of the picking of P- compared to S- phases. According to the results, the average Moho depth is about 45 km in the north and south of the North Tabriz Fault, decreasing to 43.5 km towards the eastern and northwestern parts of the study area.

在这项研究中,我们研究了莫霍反射相位,并利用它们来估计伊朗西北部莫霍深度的空间变化。莫霍反射相位为次级相位,可在20 ~ 185 km的距离范围内观测到。利用1996 - 2017年发生的109次浅于35 km的地震,收集了36个地震台站记录的188个PmP和140个SmS高质量相的近似走时。我们利用直相和莫霍反射相的差走时来估计莫霍的深度。反射相位PmP和SmS的结果在性质上非常相似。尽管也观察到差异,特别是在研究区的北部,反射点分布不均匀。与S相相比,P相的选取更加准确,使得P相数据的反演结果更加可靠。结果表明,北大不里士断裂带北部和南部的平均莫霍深度约为45 km,研究区东部和西北部的平均莫霍深度为43.5 km。
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引用次数: 0
Statistical analysis on background seismicity of Southern California region: application of nearest neighbour declustering and network analysis 南加州地区背景地震活动性的统计分析:近邻聚类和网络分析的应用
IF 1.6 4区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2025-04-01 DOI: 10.1007/s10950-025-10288-x
Aditi Seal, Swarandeep Sahoo, Antonella Peresan, Prosanta Kumar Khan, Niptika Jana

We analyse the background seismicity, including mainshocks and isolated events, from a distinct clustered component using the nearest-neighbour declustering method. After declustering the seismic catalog, two components were identified: background and clustered. The clustered component includes isolated networks, and for mainshock selection within each network, we applied outdegree and closeness centrality measures from network theory. This approach differs from the conventional method, which selects mainshocks from individual clusters network based on the highest magnitude. The background events dataset was obtained using the nearest-neighbour method and network analysis. This methodology was applied to the Southern California region, encompassing four significant events with magnitudes greater than 7, over the period 1981–2021. The primary objective is to assess the relationship between background seismicity and the Poisson process, as well as to identify the magnitude threshold at which it aligns with the Poisson model. To accomplish this, the background dataset was divided into specified magnitude ranges from 3 to 4.2, with intervals of 0.2. Temporal statistical tests, including the conditional chi-square test, Brown-Zhao test, and Kolmogorov–Smirnov test, were performed, while the Luen and Stark statistical test was applied for space–time analysis. For nearly all magnitude cut-offs, the temporal statistical tests reject the null hypothesis. The exception is at a magnitude of 3.4, where the temporal test is satisfied; however, the space–time statistical test still rejects the null hypothesis. However, the background dataset for the study region does not conform to the Poisson process in either the temporal or space–time tests across all magnitude thresholds. This inconsistency may be attributed to a limited number of data points at certain magnitude cutoffs, the declustering method used, or the potential need for an alternative conditional model for analysing background events.

我们分析背景地震活动,包括主震和孤立事件,从一个不同的聚类组件使用最近邻聚类方法。在对地震目录进行聚类后,确定了背景和聚类两个组成部分。聚类组件包括孤立的网络,对于每个网络中的主震选择,我们应用了网络理论中的外度和接近中心性度量。这种方法与传统方法不同,传统方法是根据最高震级从单个群集网络中选择主震。采用最近邻法和网络分析法获得背景事件数据集。该方法应用于南加州地区,包括1981-2021年期间4次震级大于7级的重大事件。主要目的是评估背景地震活动性和泊松过程之间的关系,以及确定与泊松模型一致的震级阈值。为了做到这一点,背景数据集被划分为指定的星等范围,从3到4.2,间隔为0.2。时间统计检验包括条件卡方检验、Brown-Zhao检验和Kolmogorov-Smirnov检验,时空分析采用Luen和Stark统计检验。对于几乎所有的量值截止值,时间统计检验都拒绝原假设。例外值为3.4,即满足时间检验;然而,时空统计检验仍然拒绝原假设。然而,研究区域的背景数据集在时间和时空测试中都不符合泊松过程。这种不一致可能是由于在某些量级截止点上的数据点数量有限,所使用的聚类方法,或者可能需要另一种条件模型来分析背景事件。
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引用次数: 0
Basin-induced surface wave parameter identification for enhanced seismic hazard assessment 增强地震危险性评价的盆地诱发面波参数识别
IF 1.6 4区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2025-03-31 DOI: 10.1007/s10950-025-10287-y
Valeria Soto-Moncada, Fernando Lopez-Caballero

In earthquake engineering, the precise characterization of long-period ground motion in the form of surface waves (Love and Rayleigh type) is crucial for designing resilient structures, particularly in complex environments such as sedimentary basins. This study evaluates the efficacy of the Normalized Inner Product (NIP) method for estimating surface wave parameters using limited input data within seismic analyses conducted based on numerical simulations. The method is benchmarked against two established techniques–Six Degrees-of-Freedom Polarization Analysis (6C-Pol) and Multiple Signal Classification (MUSIC)–to evaluate its precision in parameter identification. As an example, the methodologies are first applied to analyze surface waves from synthetically generated signals and then from basin-induced surface waves coming from a simplified basin with known characteristics, employing the the spectral element code SEM3D for 3D wave propagation simulation. The results revealed that the NIP method efficiently estimated surface wave characteristics using minimal information, demonstrating its efficiency. Furthermore, due to its capacity to rapidly process large datasets, the NIP method effectively quantified basin-induced surface waves across the basin surface, offering a robust framework for a more comprehensive understanding of 3D basin effects.

在地震工程中,以表面波(Love和Rayleigh型)的形式精确表征长周期地面运动对于设计弹性结构至关重要,特别是在沉积盆地等复杂环境中。本研究评估了在基于数值模拟的地震分析中使用有限输入数据估计表面波参数的归一化内积(NIP)方法的有效性。将该方法与六自由度极化分析(6C-Pol)和多信号分类(MUSIC)两种已建立的技术进行了基准测试,以评估其参数识别的精度。作为一个例子,首先应用该方法分析合成信号中的表面波,然后分析来自已知特征的简化盆地的盆地诱发表面波,采用谱元代码SEM3D进行三维波传播模拟。结果表明,NIP方法利用最小信息有效地估计了表面波特征,证明了其有效性。此外,由于能够快速处理大型数据集,NIP方法有效地量化了盆地表面引起的表面波,为更全面地了解三维盆地效应提供了一个强大的框架。
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引用次数: 0
Stress differences and their role in identifying earthquake source process properties at different tectonic environments 应力差及其在不同构造环境下震源过程性质识别中的作用
IF 1.6 4区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2025-03-27 DOI: 10.1007/s10950-025-10286-z
F. Ramón Zúñiga, Quetzalcoatl Rodríguez-Pérez

We investigated stress change parameters during ruptures for earthquakes globally with Mw ≥ 6.0 from 1991 to 2023. Employing a formulation and alternative graphical method, we analyzed variations between initial and final stresses as compared to frictional stress during rupture. Our goal was to assess the validity of Orowan’s model (final stress equals frictional stress) across different environments, crucial for recurrent source studies. Our findings reveal significant deviations among event types: reverse-type events diverge slightly from Orowan’s model, while normal events show even larger discrepancy. Strike-slip events exhibit a blend of stress difference mechanisms, with around 30% displaying overshoot (final stress smaller than average frictional stress). The partial stress drop (final stress larger than average frictional stress) percentage for reverse and normal types indicates that approximately 21–23% of the available stress for rupture was not relieved. Our results suggest that partial stress drop is a widespread phenomenon across all event types. This observation implies higher energy at higher frequencies than expected for an ω2 frequency decay in the source spectra (Brune, 1976), potentially leading to underestimation of expected damaging accelerations. Our observations underscore the complexity of stress dynamics during earthquakes, with potential implications for energy release and damaging effects.

研究了1991 ~ 2023年全球Mw≥6.0级地震破裂时的应力变化参数。采用公式和替代图形方法,我们分析了初始和最终应力之间的变化,与破裂过程中的摩擦应力相比。我们的目标是评估Orowan模型(最终应力等于摩擦应力)在不同环境下的有效性,这对反复源研究至关重要。我们的发现揭示了事件类型之间的显著差异:逆型事件与Orowan的模型略有差异,而正常事件则表现出更大的差异。走滑事件表现出应力差异机制的混合,约30%的走滑事件表现出超调(最终应力小于平均摩擦应力)。相反和正常类型的部分应力下降(最终应力大于平均摩擦应力)百分比表明,大约21-23%的可用破裂应力没有得到缓解。我们的研究结果表明,局部应力下降是所有事件类型中普遍存在的现象。这一观察结果表明,在较高频率下的能量高于源光谱中ω2频率衰减的预期值(Brune, 1976),这可能导致对预期破坏性加速度的低估。我们的观察强调了地震期间应力动态的复杂性,具有潜在的能量释放和破坏性影响。
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引用次数: 0
Revisiting the Peloponnese Western Hellenic Arc earthquakes of August 30th, 1926 and July 1st, 1927 回顾1926年8月30日和1927年7月1日的伯罗奔尼撒西希腊弧地震
IF 1.6 4区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2025-03-24 DOI: 10.1007/s10950-024-10263-y
Aggeliki Barberopoulou, Vasiliki Kouskouna, Athanassios Ganas, George Malaperdas, Maya Nielsen

Two earthquakes from the first half of the twentieth century in the Peloponnese region (southern Greece) are analyzed here. These earthquakes occurred 1 year apart in the summers of 1926 and 1927; epicentral locations in the literature show them close to each other (~ 50 km apart). The earthquakes are of particular importance for at least two reasons: they appear to be of intermediate depth and macroseismic data associated with them has been available until now in paper format. Intermediate depth earthquakes are associated with the subduction zone along the Hellenic arc and do not occur as frequently as crustal earthquakes, therefore making the revisiting of such events even more important. Historical European databases which hold macroseismic data, such as AHEAD ((Albini et al. Istituto Nazionale Di Geofisica e Vulcanologia (INGV), 2013), are essential for disseminating this data type and making the different studies for each seismic event in the catalogue available. However, AHEAD includes earthquakes that occurred prior to 1900. Paradoxically, it is easier to find the macroseismic field of an earthquake from the 1500s than one from the early twentieth century. Therefore, disseminating and analyzing the macroseismic data of the two Peloponnese events from this period, previously available only in paper format, is crucial. In line with this goal, newly collected eyewitness accounts with existing observations for these events are presented, while macroseismic intensities are re-assigned in EMS98. Re-estimated epicentres suggest that the 1926 earthquake occurred further offshore, while the 1927 earthquake was on land at the southernmost tip of the Peloponnese peninsula. Isoseismal maps were created for both events using the Rossi-Forel and EMS98 scales. The use of modern unified European macroseismic scale (EMS98) in the study of historical earthquakes is essential for harmonizing the present and past with future hazard and risk analyses. The use of EMS98 with additional IDPs in the construction of isoseismal maps further refines the macroseismic field of the 2 events, while suggesting a different fault rupture orientation.

这里分析了伯罗奔尼撒地区(希腊南部)20世纪上半叶的两次地震。这些地震发生在1926年和1927年的夏天,间隔一年;文献中的震中位置显示它们彼此很近(相距约50公里)。这些地震之所以特别重要,至少有两个原因:它们似乎是中等深度的,与它们相关的宏观地震数据到目前为止都是可以用纸张形式获得的。中深度地震与沿希腊弧的俯冲带有关,不像地壳地震那样频繁发生,因此,对这类地震的重述就更加重要了。保存宏观地震数据的欧洲历史数据库,如AHEAD (Albini等)。国家地质火山研究所(INGV), 2013),对于传播这种数据类型和对目录中的每个地震事件进行不同的研究至关重要。然而,AHEAD包括1900年之前发生的地震。矛盾的是,找到16世纪地震的宏观地震场比找到20世纪初的地震要容易得多。因此,传播和分析这一时期两次伯罗奔尼撒事件的宏观地震数据是至关重要的,以前只能以纸张形式获得。根据这一目标,本文介绍了新收集的目击者对这些事件的描述和现有的观测结果,同时在EMS98中重新分配了大震烈度。重新估计的震中表明,1926年的地震发生在离岸更远的地方,而1927年的地震发生在伯罗奔尼撒半岛最南端的陆地上。使用Rossi-Forel和EMS98比例尺为这两个事件制作了等震图。在历史地震研究中使用现代统一欧洲大地震标度(EMS98)对于协调现在和过去与未来的危害和风险分析是必不可少的。在构造等震图时,使用EMS98和额外的IDPs进一步细化了这两个事件的大地震场,同时提出了不同的断层破裂方向。
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引用次数: 0
Optimizing logic-tree branches for improved seismic hazard mapping in Egypt 优化逻辑树分支,改进埃及地震灾害制图
IF 1.6 4区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2025-03-20 DOI: 10.1007/s10950-025-10285-0
Sayed S. R. Moustafa, Hanan Gaber, Mahmoud S. Elhadidy, Saleh Qaysi, Abdalla Abdelnabi

The development of a comprehensive Probabilistic Seismic Hazard Analysis (PSHA) framework for Egypt marks a pivotal advancement in seismic hazard assessment, with significant implications for critical infrastructure, large-scale developments, and the revision of the Egyptian Building Code. This study generates Peak Ground Acceleration (PGA) and Spectral Acceleration (SA) maps, addressing the inherent complexities and uncertainties of PSHA through robust quantitative methodology. The research utilizes Kullback-Leibler Divergence (KLD) to assess the importance of logic-tree branches and evaluate the performance of the implemented models. By incorporating updated seismicity catalogs, refined seismotectonic models, and advanced ground motion prediction equations (GMPEs), the study optimizes logic-tree branch weights through rigorous statistical evaluation and sensitivity analyses. The results obtained using KLD show that the most effective seismic hazard model integrates recent seismotectonic models, GMPEs designed for shallow active crustal seismic sources, and those suited for seismic sources within the subduction zones of the Mediterranean Sea. This data-driven approach, leveraging the KLD-weighting scheme, effectively minimizes uncertainties in PSHA and enhances the reliability of parameter selection for site-specific seismic hazard analysis. The results obtained using the KLD exhibit a strong alignment with findings from previous PSHA studies conducted for Egypt. This concordance underscores the robustness and reliability of the KLD-based approach in evaluating and ranking seismic hazard models. By effectively capturing the statistical similarities and divergences among logic-tree branches, the KLD methodology not only validates the current framework against established studies but also demonstrates its capacity to refine and enhance the understanding of seismic hazard distributions in Egypt.

埃及全面的概率地震灾害分析(PSHA)框架的开发标志着地震灾害评估的关键进展,对关键基础设施、大规模开发和埃及建筑规范的修订具有重要意义。本研究生成峰值地面加速度(PGA)和频谱加速度(SA)图,通过稳健的定量方法解决PSHA固有的复杂性和不确定性。该研究利用Kullback-Leibler散度(KLD)来评估逻辑树分支的重要性,并评估所实现模型的性能。通过结合最新的地震活动目录、精细的地震构造模型和先进的地震动预测方程(GMPEs),该研究通过严格的统计评估和敏感性分析优化了逻辑树分支权重。利用KLD得到的结果表明,最有效的地震危险性模型综合了最近的地震构造模型、针对浅层地壳活动震源设计的GMPEs和适合地中海俯冲带内震源的GMPEs。这种数据驱动的方法,利用kld加权方案,有效地减少了PSHA的不确定性,提高了特定场地地震危害分析参数选择的可靠性。使用KLD获得的结果与先前在埃及进行的PSHA研究的结果非常一致。这种一致性强调了基于kld的方法在评估和排序地震灾害模型方面的稳健性和可靠性。通过有效地捕捉逻辑树分支之间的统计相似性和差异,KLD方法不仅根据已建立的研究验证了当前框架,而且还展示了其改进和加强对埃及地震危险性分布的理解的能力。
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引用次数: 0
Acknowledgement of Reviewers for 2024 鸣谢 2024 年审查员
IF 1.6 4区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2025-03-14 DOI: 10.1007/s10950-025-10283-2
Mariano García‑Fernández, Angela Saraò
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引用次数: 0
Deciphering earth's tremors: a machine learning approach to distinguish earthquakes from explosions 破译地球的震动:一种区分地震和爆炸的机器学习方法
IF 1.6 4区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2025-03-01 DOI: 10.1007/s10950-025-10284-1
A. Pignatelli, C. Petrucci, V. Vignoli, F. D’Ajello Caracciolo, R. Console

Effective discrimination between earthquakes and explosions is pivotal, particularly in the context of the Comprehensive Nuclear-Test-Ban Treaty (CTBT) verification regime. This paper introduces the usage of a Support Vector Machine (SVM) algorithm tailored to discern seismic records produced by natural earthquakes from those caused by underground nuclear tests, wherein the registered values of mb and Ms magnitudes (body-wave and surface-wave magnitudes respectively) of each event are selected as feature vectors. These magnitude values are directly provided in official bulletins for each seismic event, therefore, no preliminary calculations were necessary, making our method easy to implement. By harnessing a diverse dataset and employing state-of-the-art machine learning algorithms, our approach demonstrates remarkable accuracy in discriminating these events. Also, we provide a posterior probability that estimates the correctness of the prediction performed by the classification algorithm. This work represents a significant stride towards enhancing the capabilities of seismic monitoring systems, thereby reinforcing international efforts towards nuclear non-proliferation and global stability.

有效区分地震和爆炸是关键,特别是在《全面禁止核试验条约》核查制度的背景下。本文介绍了一种针对自然地震和地下核试验地震记录进行识别的支持向量机(SVM)算法,选取每个事件的mb和Ms震级(体波震级和面波震级)的登记值作为特征向量。这些震级值直接在每次地震事件的官方公报中提供,因此不需要预先计算,使我们的方法易于实现。通过利用不同的数据集和采用最先进的机器学习算法,我们的方法在区分这些事件方面显示出惊人的准确性。此外,我们还提供了一个后验概率来估计分类算法所执行的预测的正确性。这项工作是在加强地震监测系统能力方面迈出的重要一步,从而加强了核不扩散和全球稳定的国际努力。
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引用次数: 0
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Journal of Seismology
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