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Weighted Compressive Sensing Applied to Seismic Interferometry: Wavefield Reconstruction Using Prior Information 加权压缩传感应用于地震干涉测量:利用先验信息重建波场
Pub Date : 2024-03-25 DOI: 10.1785/0220230066
P. Saengduean, Roel Snieder, M. Wakin
Seismic interferometry is widely used for passive subsurface investigation using seismic noise. The technique requires much storage for long noise records to suppress interferometric noise, which consists of spurious arrivals that do not correspond to the inter-receiver surface waves. Such long recordings may not be available in practice. Compressive sensing (CS), which is a wavefield reconstruction technique operating on incomplete data, may increase the availability, and reduce storage limitations of long noise time series. Using a numerical example of a linear array surrounded by sources and the Fourier basis for a sparse transform, we show that inter-receiver wavefields can be recovered at the locations where seismometers are unavailable, reducing the storage required for interferometry. We propose and develop a weighted CS algorithm that helps suppress the spurious arrivals by incorporating a priori information about the arrivals of surface waves that can be expected.
地震干涉测量法被广泛用于利用地震噪声进行被动地下勘测。该技术需要大量存储长噪声记录,以抑制干涉噪声,干涉噪声由与接收器间表面波不一致的杂散到达组成。在实践中可能无法获得这样长的记录。压缩传感(CS)是一种在不完整数据上运行的波场重建技术,可提高长噪声时间序列的可用性并减少存储限制。我们以一个被震源包围的线性阵列和稀疏变换的傅立叶基础为例,说明在没有地震仪的地方也能恢复接收器间的波场,从而减少干涉测量所需的存储空间。我们提出并开发了一种加权 CS 算法,该算法通过纳入可预期的面波到达的先验信息来帮助抑制杂散到达。
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引用次数: 0
The 6 February 2023 Earthquakes in Southern Türkiye: When Geoscience Meets Public Concern 2023 年 2 月 6 日土耳其南部地震:当地球科学遇到公众关切
Pub Date : 2024-02-29 DOI: 10.1785/0220240002
Tony S. Nemer
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引用次数: 0
Cause of Enigmatic Upper-Mantle Earthquakes in Central Wyoming 怀俄明州中部神秘上幔地震的原因
Pub Date : 2024-02-29 DOI: 10.1785/0220230333
Dapeng Zhao, Xuran Liang, G. Toyokuni, Y. Hua, Yi‐Gang Xu
Earthquakes deeper than 60 km generally occur in subducting slabs. However, on 21 September 2013 two earthquakes (M 4.8 and 3.0) occurred at ∼71 to 75 km depths in the upper mantle beneath central Wyoming in the stable North American continent, where there is no actively subducting slab at present. The cause of the two events is still unclear. Here, we present detailed 3D P-wave isotropic and anisotropic tomography down to 750 km depth under Wyoming and adjacent areas. Our result shows that the two Wyoming events took place within a high-velocity (high-V) body at 0–160 km depths, which may be part of dense continental lithosphere. Another high-V body exists at ∼300 to 500 km depths, which may reflect a remnant of the subducted Farallon slab. A significant low-velocity (low-V) zone appears at ∼200 to 300 km depths between the two high-V bodies, and the low-V zone exhibits seismic anisotropy that VP is greater in the vertical direction than that in the horizontal direction. The low-V zone may include ascending fluids from dehydration of the subducted slab remnant, which was promoted by the nearby hot Yellowstone plume. It is highly possible that the ascending fluids induced the 2013 Wyoming upper-mantle earthquakes.
深度超过 60 千米的地震通常发生在俯冲板块中。然而,2013 年 9 月 21 日,在稳定的北美大陆怀俄明州中部地下 71 至 75 千米深处的上地幔中发生了两次地震(震级分别为 4.8 和 3.0),那里目前还没有活跃的俯冲板块。这两次事件的原因尚不清楚。在此,我们展示了怀俄明州及邻近地区下至 750 公里深度的详细三维 P 波各向同性和各向异性层析成像。我们的研究结果表明,怀俄明州的两次事件发生在 0-160 千米深处的一个高速(high-V)体中,该高速体可能是致密大陆岩石圈的一部分。另一个高V值体存在于300至500千米深处,可能反映了法拉隆板块俯冲的残余。在两个高V体之间的200至300千米深处出现了一个明显的低速(low-V)区,低V区的地震各向异性在垂直方向大于水平方向。低 V 值区可能包括俯冲板块残余脱水产生的上升流体,这是由附近的黄石热羽流推动的。上升流体极有可能诱发了 2013 年怀俄明州上幔地震。
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引用次数: 0
Generalization of Deep-Learning Models for Classification of Local Distance Earthquakes and Explosions across Various Geologic Settings 通用深度学习模型,对不同地质背景下的局部距离地震和爆炸进行分类
Pub Date : 2024-02-29 DOI: 10.1785/0220230267
R. Maguire, Brandon Schmandt, Ruijia Wang, Qingkai Kong, Pedro Sanchez
Although accurately classifying signals from earthquakes and explosions at local distance (<250 km) remains an important task for seismic network operations, the growing volume of available seismic data presents a challenge for analysts using traditional source discrimination techniques. In recent years, deep-learning models have proven effective at discriminating between low-magnitude earthquakes and explosions measured at local distances, but it is not clear how well these models are capable of generalizing across different geological settings. To address the issue of generalization between regions, we train deep-learning models (convolutional neural networks [CNNs]) on time–frequency representations (scalograms) of three-component earthquake and explosion signals from eight different regions in the continental United States. We explore scenarios where models are trained on data from all regions, individual regions, or all but one region. We find that although CNN models trained on individual regions do not necessarily generalize well across different settings, models trained on multiple regions that include diverse path coverage generalize to new regions, with station-level accuracy of up to 90% or more for data sets from unseen regions. In general, CNN-based discrimination models significantly outperform models based on uncorrected P/S ratio (measured in the 10–18 Hz frequency band), even when CNN models are tested on data from entirely unseen regions.
虽然准确分类局部距离(小于 250 千米)的地震和爆炸信号仍然是地震台网运行的一项重要任务,但可用地震数据量的不断增加给使用传统震源判别技术的分析人员带来了挑战。近年来,深度学习模型已被证明能有效区分局部距离测量到的低震级地震和爆炸,但这些模型在不同地质环境下的泛化能力如何还不清楚。为了解决区域间的泛化问题,我们对来自美国大陆八个不同地区的三分量地震和爆炸信号的时频表示(scalograms)训练深度学习模型(卷积神经网络 [CNNs])。我们探讨了根据所有地区、个别地区或除一个地区外的所有地区的数据训练模型的情况。我们发现,虽然在单个地区训练的 CNN 模型不一定能在不同环境中很好地泛化,但在包含不同路径覆盖的多个地区训练的模型却能泛化到新的地区,对于来自未见地区的数据集,其台站级准确率高达 90% 或更高。一般来说,基于 CNN 的判别模型明显优于基于未校正 P/S 比(在 10-18 Hz 频段测量)的模型,即使 CNN 模型在完全未见区域的数据上进行测试也是如此。
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引用次数: 0
Fiber Seismic Network on the Moon 月球上的光纤地震网络
Pub Date : 2024-02-28 DOI: 10.1785/0220230067
Wenbo Wu, Z. Zhan, M. Panning, Andrew Klesh
Internal structures of the Moon are key to understanding the origin and evolution of the Earth–Moon system and other planets. The Apollo Passive Seismic Experiment detected thousands of lunar seismic events and vastly improved our understanding of the Moon’s interior. However, some critical questions like the state and composition of the core remain unsolved largely due to the sparsity of the Apollo seismic stations and the strong scattering of seismic waves in the top layer of the Moon. In this study, we propose the concept of a fiber seismic network on the Moon and discuss its potential in overcoming the challenges in imaging deep Moon structures. As an emerging technique, distributed acoustic sensing (DAS) can provide a cost-efficient solution for large-aperture and dense seismic network deployment in harsh environments. We compute lunar synthetic seismograms and evaluate the performance of DAS arrays of different configurations in retrieving the hidden core reflected seismic phase ScS from the strong scattered waves. We find that, compared to a sparse conventional seismic network, a fiber seismic network using tens of kilometers of cable can dramatically increase the chance of observing clear ScS by array stacking. Our results indicate that DAS could provide new opportunities for the future lunar seismic surveys, but more efforts and further evaluations are required to develop a space-proof DAS.
月球内部结构是了解地月系统和其他行星起源与演化的关键。阿波罗被动地震实验探测到了数以千计的月球地震事件,极大地提高了我们对月球内部的认识。然而,由于阿波罗地震台站的稀少和地震波在月球表层的强烈散射,一些关键问题(如内核的状态和组成)仍未得到解决。在本研究中,我们提出了月球光纤地震网络的概念,并讨论了其在克服月球深层结构成像挑战方面的潜力。作为一种新兴技术,分布式声学传感(DAS)可为在恶劣环境中部署大孔径、高密度的地震网络提供经济高效的解决方案。我们计算了月球合成地震图,并评估了不同配置的 DAS 阵列在从强散射波中检索隐藏核心反射地震相位 ScS 方面的性能。我们发现,与稀疏的传统地震台网相比,使用数十公里电缆的光纤地震台网可通过阵列堆叠显著提高观测到清晰 ScS 的几率。我们的研究结果表明,DAS 可以为未来的月球地震勘测提供新的机遇,但要开发出一种不受空间影响的 DAS,还需要更多的努力和进一步的评估。
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引用次数: 0
A 3D Spherical ETAS Model: A Case Study in the Alaska-Aleutian Region 三维球形 ETAS 模型:阿拉斯加-阿留申地区案例研究
Pub Date : 2024-02-28 DOI: 10.1785/0220230440
Yongbo Li, J. Zhuang, Shi Chen, Yicun Guo, Z. Xiong
This study proposes a hypocentral version of the spherical epidemic-type aftershock sequence (ETAS) model by incorporating hypocentral depth information into the spherical ETAS model and applies it to earthquake data from the Alaska-Aleutian area. We validate the model using the stochastic reconstruction techniques and illustrate the rationale behind selecting the spatial probability density function. Subsequently, we estimate the 3D spatial variations of the background and offspring seismicity in the study region, revealing that the majority of clusters are located in shallow regions. We also identify an apparent temporal change in the background seismicity caused by artificial effects. Compared with the 3D-ETAS and spherical version of the epidemic-type aftershock sequence (SETAS) models, the new 3D-SETAS model provides a better description of 3D seismicity in high-latitude regions globally.
本研究提出了球形流行型余震序列(ETAS)模型的次中心版本,将次中心深度信息纳入球形 ETAS 模型,并将其应用于阿拉斯加-阿留申地区的地震数据。我们利用随机重建技术对模型进行了验证,并说明了选择空间概率密度函数的理由。随后,我们估算了研究区域的背景地震和后代地震的三维空间变化,发现大多数地震群位于浅层区域。此外,我们还发现了人工效应引起的背景地震的明显时间变化。与三维余震序列模型(3D-ETAS)和球形余震序列模型(SETAS)相比,新的三维余震序列模型能更好地描述全球高纬度地区的三维地震。
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引用次数: 0
A Practical Approach to Automatic Earthquake Catalog Compilation in Local OBS Networks Using Deep-Learning and Network-Based Algorithms 利用深度学习和基于网络的算法在本地 OBS 网络中自动编制地震目录的实用方法
Pub Date : 2024-02-23 DOI: 10.1785/0220230182
Matthias Pilot, Vera Schlindwein
In land-based seismology, modern automatic earthquake detection and phase picking algorithms have already proven to outperform classic approaches, resulting in more complete catalogs when only taking a fraction of the time needed for classic methods. For marine-based seismology, similar advances have not been made yet. For ocean-bottom seismometer (OBS) data, additional challenges arise, such as a lower signal-to-noise ratio and fewer labeled data sets available for training deep-learning models. However, the performance of available deep-learning models has not yet been extensively tested on marine-based data sets. Here, we apply three different modern event detection and phase picking approaches to an ∼12 month local OBS data set and compare the resulting earthquake catalogs and location results. In addition, we evaluate their performance by comparing different subcatalogs of manually detected events and visually revised picks to their automatic counterparts. The results show that seismicity patterns from automatically compiled catalogs are comparable to a manually revised catalog after applying strict location quality control criteria. However, the number of such well-constrained events varies between the approaches and catalog completeness cannot be reliably determined. We find that PhaseNet is more suitable for local OBS networks compared with EQTransformer and propose a pick-independent event detection approach, such as Lassie, as the preferred choice for an initial event catalog compilation. Depending on the aim of the study, different schemes of manual repicking should be applied because the automatic picks are not yet reliable enough for developing a velocity model or interpreting small-scale seismicity patterns.
在陆基地震学中,现代自动地震探测和相位选取算法已被证明优于传统方法,只需传统方法所需的一小部分时间,就能获得更完整的目录。在海洋地震学方面,尚未取得类似进展。对于洋底地震仪(OBS)数据,还存在其他挑战,如信噪比较低、可用于训练深度学习模型的标注数据集较少等。然而,现有深度学习模型的性能尚未在基于海洋的数据集上得到广泛测试。在此,我们将三种不同的现代事件检测和相位选取方法应用于一个为期 12 个月的本地 OBS 数据集,并比较由此产生的地震目录和定位结果。此外,我们还通过比较人工检测到的事件的不同子目录和目视修正的选相结果与自动选相结果来评估它们的性能。结果表明,在应用严格的定位质量控制标准后,自动编制的目录中的地震活动性模式与人工修订的目录相当。然而,在不同的方法中,此类约束良好的事件数量各不相同,因此无法可靠地确定编目完整性。我们发现,与 EQTransformer 相比,PhaseNet 更适用于本地 OBS 网络,并建议在编制初始事件目录时,首选与选区无关的事件检测方法(如 Lassie)。根据研究目的的不同,应采用不同的人工重新选取方案,因为自动选取对于建立速度模型或解释小尺度地震模式还不够可靠。
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引用次数: 0
Study on the Heterogeneity of the Stress Field in the Maduo Earthquake Fault Zone 玛多地震断裂带应力场异质性研究
Pub Date : 2024-02-21 DOI: 10.1785/0220230350
Zhaoxuan Guan, Yongge Wan, Shaohua Huang, Gan Feng
The 2021 Maduo earthquake sequence occurred on the Jiangcuo fault zone in Qinghai, China. However, the earthquake sequence did not occur along a straight fault. Aftershocks in the southeast section deflected the aftershocks in the southeast section to the east, when the aftershocks in the northwest section bifurcated. To investigate the relationship between these eastward deflections, aftershock bifurcations, and fault activity, 150 focal mechanism solutions of the Maduo earthquake sequence are collected and processed, and then the stress fields in the subregion and whole region are subsequently determined by partitioning the sliding window from southeast to northwest. The results show that the overall tectonic stress field of the Maduo earthquake sequence exhibits northeast–southwest compression and northwest–southeast extension due to the northward compression of the Indian plate, causing rupture of the Kunlunshankou-Jiangcuo fault, which straightened the curved Maduo-Gander fault. The stress field at the deflection of the southeastern section of the source area differs significantly from the overall stress field. The plunge angle of the extensional stress axis in the southeastern deflection area is close to vertical, which is speculated to be due to the effect of the crack tip and the adjustment of local stress after the earthquake. The extensional stress axis at the bifurcated distribution of aftershocks in the northwestern section of the source area is slightly greater than of the overall stress field, indicating that the activation of the bifurcated hidden fault was triggered by the high rupture intensity and the adjustment of local stress. The reactivation of the hidden bifurcated fault results in local stress and causes decreasing seismicity west of the bifurcation area.
2021 年玛多地震序列发生在中国青海江错断层带上。然而,地震序列并不是沿着一条直线断层发生的。东南断面的余震使东南断面的余震向东偏转,此时西北断面的余震分叉。为了研究这些向东偏转、余震分叉和断层活动之间的关系,收集并处理了玛多地震序列的 150 个焦点机制解,然后通过从东南到西北的滑动窗口分区确定了次区域和整个区域的应力场。结果表明,由于印度板块向北压缩,导致昆仑山口-江错断层断裂,使弯曲的玛多-甘德断层变直,玛多地震序列的整体构造应力场表现为东北-西南压缩和西北-东南延伸。源区东南段挠曲处的应力场与整体应力场有很大差异。东南挠曲区延伸应力轴的垂角接近垂直,推测是由于裂缝尖端的影响和震后局部应力的调整所致。震源区西北段余震分岔分布处的伸展应力轴略大于整体应力场,说明高破裂强度和局部应力调整引发了分岔隐伏断层的活化。隐藏的分叉断层的重新激活导致了局部应力,并引起分叉区以西的地震活动性下降。
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引用次数: 0
PSHA: Does It Deal with What It Is or What We Want It to Be? PSHA:它处理的是 "它是什么 "还是 "我们希望它是什么"?
Pub Date : 2024-02-21 DOI: 10.1785/0220230418
W. Marzocchi, C. Meletti
In a recent opinion piece Albarello and Paolucci (2023; hereafter, AP23) provide their view as members of the past Seismic Group of the Commissione Grandi Rischi (CGR-SRS) in Italy, which represents the main scientific consultant for Italian Civil Protection, about the difficulty using probabilistic seismic hazard analysis (PSHA) models for building code purposes. Here, we refer to this specific kind of PSHA modeling as National Seismic Hazard Model (NSHM). We agree with AP23 that the topic is of great and general importance, and here we aim at contributing to this discussion by offering our perspective on two points that are at the heart of the matter, concluding that AP23 is misguided in how to deal with them. First, we assert that the credibility of an NSHM has to be rooted only in the use of the best available science, which includes a rigorous testing phase with observations, independent from the consequences in terms of risk. (PSHA deals with what it is.) Second, we claim that the difficulties in accepting a new NSHM with some major changes with respect to the previous model are mostly due to too rigid building code procedures that do not account for the epistemic uncertainty in the hazard estimates.
在最近的一篇评论文章中,Albarello 和 Paolucci(2023 年;以下简称 AP23)作为意大利大风险委员会(CGR-SRS)过去的地震小组成员(该小组代表了意大利民防的主要科学顾问),就建筑规范中使用概率地震危险分析(PSHA)模型的困难提出了自己的看法。在此,我们将这种特定的 PSHA 模型称为国家地震危险性模型 (NSHM)。我们同意 AP23 的观点,认为该议题具有重大而普遍的重要性,在此,我们旨在通过对问题核心的两点提出我们的观点,为该讨论做出贡献,并得出 AP23 在如何处理这两点上被误导的结论。首先,我们断言,国家人类健康标准的可信度只能植根于对现有最佳科学的利用,其中包括与风险后果无关的严格观测测试阶段。(其次,我们认为,新的 NSHM 与之前的模型相比有一些重大变化,但却难以被接受,这主要是由于建筑规范程序过于僵化,没有考虑到危险估计中的认识不确定性。
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引用次数: 1
Slip Model of the 2022 Mw 6.6 Luding Earthquake from Inversion of GNSS and InSAR with Sentinel-1 利用 Sentinel-1 对全球导航卫星系统和 InSAR 进行反演得出的 2022 年 6.6 级泸定地震滑移模型
Pub Date : 2024-01-30 DOI: 10.1785/0220230113
Rong Zou, Junxiang Wang, Xinyu Zhao, Zhiwei Fang, Kejie Chen, R. Fang, Qi Wang
We use surface deformation measurements, including Interferometric Synthetic Aperture Radar data acquired by the Sentinel-1A satellites and Global Navigation Satellite System observations, to invert the fault geometry and coseismic slip distribution of the 2022 Mw 6.6 earthquake in Sichuan, China. The dip of the best-fitting model is 68°. The rupture of the 2022 Luding earthquake is dominated by northwest strike-slip movement, mainly concentrated over a length of about 20 km above a depth of 15 km. The maximum slip is at approximately 4 km depth with the maximum displacement of about 2.1 m. The results indicate that the 2022 Luding earthquake ruptured the shallow layer of the seismic zone. The slip distribution indicates that the Moxi–Shimian fault segment is fully locked from the surface down to 15 km, which is consistent with the estimated locking depth. Based on the Coulomb stress analysis and considering the strong locking state of the Anninghe fault, more attention should be paid to the possibility of earthquakes in the Anninghe fault.
我们利用地表形变测量数据,包括哨兵-1A 卫星获取的干涉合成孔径雷达数据和全球导航卫星系统观测数据,反演了中国四川 2022 年 6.6 级地震的断层几何形状和共震滑移分布。最佳拟合模型的倾角为 68°。2022 年泸定地震的断裂以西北走向滑动为主,主要集中在 15 千米深度以上约 20 千米的长度上。结果表明,2022 年泸定地震破坏了地震带的浅层。滑移分布表明,磨西-石门断层段从地表至 15 km 处完全锁定,这与估计的锁定深度一致。根据库仑应力分析,考虑到安宁河断层的强锁定状态,应更加关注安宁河断层发生地震的可能性。
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引用次数: 0
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Seismological Research Letters
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