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利用密集台阵对水力压裂微地震进行监测将有助于优化储层压裂、揭示断层活化.为满足密集台阵海量采集数据的处理需求,本文建立了一种综合运用多种机器学习方法和台阵相关性的、无需人工干预的自动处理流程,从而能够快速得到高质量的密集台阵震相到时目录.该综合策略包括：(1)利用迁移学习在连续波形中快速检测地震事件;(2)利用U型神经网络PhaseNet自动拾取P波、S波震相;(3)利用三重线性剔除法,结合密集台阵到时相关性剔除异常到时数据和地震事件;(4)利用K-means和SVM两类机器学习算法,进一步区分发震时刻接近的多个地震事件,减小事件漏拾率.通过将该流程应用于四川盆地长宁—昭通页岩气开发区微地震监测数据,并将自动处理结果与人工拾取结果进行比对发现,二者在震级测定、定位以及走时成像结果等方面具有很好的一致性,表明本文处理流程结果精度可达到手动处理精度.本文结果为密集台阵地震监测数据的高效、高精度处理提供了新思路. 相似文献
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近年来深度学习技术广泛应用于震相拾取与地震定位研究,采用深度神经网络搭建的EQTransformer模型对白鹤滩水库库区34个数字地震台站2016—2018年记录的连续数据进行P、 S波震相拾取,并通过REAL进行震相关联和初步定位,然后使用VELEST和hypoDD地震定位算法优化地震位置。研究表明,基于深度学习的震相拾取,与白鹤滩水库地区传统的人工处理方法相比显示出更高的效率,EQTransformer模型可拾取与人工拾取相当的P、 S波震相到时,其时间差的均值分别为0.03 s和0.07 s,符合正态分布。REAL初步定位后的地震个数(13815个)接近常规目录(7862个)的2倍,最终通过hypoDD获得了7108个高精度定位地震。估算的震级比常规目录中的震级平均低0.27,震级差值集中在0.7以内,最小完备震级由常规目录的ML1.4更改为ML0.6+0.27,填补了部分常规目录的震级空白,丰富了研究区域内的中小型地震。 相似文献
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本文利用基于图像处理器加速的模板匹配定位法(Graphics Processing Unit-based Match&Locate, GPU-M&L)和双差定位法(HypoDD),对上海及邻区13个台站记录的2011年至2020年共10年的连续地震数据资料进行分析.首先从中国地震台网中心提供的146个地震事件目录中挑选了136个地震事件作为模板事件,使用模板匹配定位技术对上海及邻区10年的连续资料进行遗漏地震事件的扫描和检测,共识别出824个地震事件,约为台网中心提供地震目录事件数量的5.5倍.然后对识别出的地震事件通过深度去噪方法(DeepDenoiser)将信号与噪声分离,并对去噪后地震波形的频率和振幅特性分析来进一步确认识别出的地震事件.同时利用基于机器学习的震相拾取技术(PhaseNet),对去噪后的333个地震事件进行了震相拾取.检测后的地震目录完备震级由台网目录的Mc1.0降为Mc0.8.最后利用双差定位法对479个地震事件进行精定位,精定位的结果显示,上海地区整体地震活动性较弱,地震的空间分布相对较为分散,定位后... 相似文献
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基于中国地震科学台阵资料及内蒙古、甘肃地震台网资料,采用结合台阵策略的震相拾取深度学习方法APP,开展内蒙古地震监测能力薄弱区——阿拉善右旗拾震能力研究。研究结果显示,APP方法检测到了人工目录中97.8%的地震,地震拾取总数为人工目录地震数的22倍。经tomoDD方法定位后,地震深度分布较符合内蒙古西部的地质构造特征。对震源深度与断裂位置间相关性的初步分析显示,深度随纬度变化中有5条深度“集中条带”与研究区7条断裂的位置相对应,深度随经度变化中有4条深度“集中条带”与研究区7条断裂的位置相对应。分析认为,APP拾取方法在实际地震资料应用中展示出较强的泛化能力,可为增强固定地震台网对于监测能力薄弱地区微震的识别能力,以及优化地震台网布局、提高监测能力薄弱地区的地震监测水平等提供参考。 相似文献
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郯庐断裂渤海湾北段纵贯辽宁省,现今仍然活动,1975年海城MS7.3地震就发生在该断裂系统上.利用2005年5月至2006年4月布设的渤海湾流动地震台阵观测数据,结合辽宁省固定地震台网数据,重新拾取了780个区域小地震,并使用双差地震定位方法获得了546个地震事件的定位结果.通过自助法得到双差定位的平均水平误差和深度误差分别为1.5和1.9km.结果显示在观测周期内,郯庐断裂渤海湾北段主断裂地震不活跃,但是主断裂东侧的海城河断裂和太子河断裂小震沿断裂呈条带状密集分布.利用gCAP(general Cut and Paste)方法计算了区域地震震源机制解,选取出4个可信的震源机制解;综合前人已有结果,认为研究区的小地震震源机制主要以走滑与正断为主,与区域构造应力场吻合良好.海城河和太子河断裂的地震活动深达中下地壳,结合热流数据和岩石物理实验,推测研究区中下地壳由干燥的镁铁质岩石组成. 相似文献
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2016年12月—2018年4月间布设于汶川、芦山地震之间地震空段的密集监测台阵(LmsSGA)提供了密集的观测数据.通过拾取地震走时、初始定位,计算地方震级,得到了完备性震级为0级的地震目录.更加完备的地震目录为地震空段及周围地震活动的时空分布特征和孕震风险性评估提供了丰富的信息.重定位结果显示地震主要集中于龙门山断裂带深度为5～20km的孕震层内.地震活动频繁的汶川、芦山主震区,震源的空间分布模式与其早期余震相似,说明两次大地震的区域仍处于缓慢的应力调整阶段.青藏高原物质东向挤出受宝兴、彭灌杂岩阻挡,在两个杂岩体西北侧地震活动频繁.地震活动性分布显示汶川—茂县、映秀—北川断裂上存在一个清晰的长约30km,宽约20km的地震活动"空白"区域,与其下方因部分熔融而产生的低速体分布一致,我们推测熔融体的加温作用是导致空段内极低的地震活动性的主要原因.监测时段内仍观测到降雨变化率和地震数量呈反相关关系,再次证实了汶川—芦山地震间地震空段及邻区内季节性降雨对地震活动性存在一定调节作用.综合分析S波速度模型、历史强震活动及b值,我们推断地震空段东部的彭灌断裂中段及周围部分隐伏断层存在发生强震的风险. 相似文献
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利用基于GPU加速的匹配定位法和双差定位法,对江苏盐城及邻区18个台站记录的2009~2018年共10年的连续地震资料进行分析。首先从台网目录中挑选211个地震事件作为模板事件,使用匹配定位技术对江苏盐城附近连续10年的地震进行检测和识别,共识别出1349个地震事件,约为台网目录地震事件的3倍,最小完备震级由台网目录的ML1.9降为ML1.2。然后利用双差定位法对检测到的地震事件进行精定位,精定位的结果揭示：建湖地区的地震密集带与洪泽-沟墩断裂有关,震源深度优势分布为5~20km,断裂两侧震源深度有显著差异,断裂带倾向NW;射阳震群震源深度比建湖震群有所加深,优势分布为10~25km,震源深度由南东向西北逐渐变浅;宝应地区地震丛集分布;东台地区由于模板事件相对较少,扫描定位后,地震事件在陈家堡-小海断裂带附近零星分布。研究结果为研究盐城地区的地震活动性、发震断层的深部构造提供了基础数据支撑。 相似文献
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分析矿震破裂机制及微震的时空分布能够为矿区灾害评估提供更多的有效信息.本研究基于密集台阵观测对2019年11月12日辽宁抚顺2.4级矿震开展震源参数研究,震源机制解显示地震破裂包含明显的非双力偶分量,表现为体积压缩的塌陷机制,且震源深度较浅,最佳拟合矩心深度为0.6 km.同时,对11月3日—25日记录的连续地震波形开展微震扫描,新检测出324个微震事件(-0.5~2.0级),定位结果显示在M 2.4矿震发生前M>1.0级事件显著增多,且在矿震位置存在近南北向的微震条带分布,微震序列随时间向深部迁移(约1.5 km),暗示存在断层活化迹象.结合震源破裂机制,我们认为此次事件与矿区塌陷破裂密切相关,同时伴随先存断裂的剪切滑动.本研究表明,基于密集台阵观测的地震矩张量反演和微震检测研究,对判定矿震类型及防范矿区灾害具有重要的研究意义. 相似文献
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Seismic phase picking is the preliminary work of earthquake location and body-wave travel time tomography. Manual picking is considered as the most accurate way to access the arrival times but time consuming. Many automatic picking methods were proposed in the past decades, but their precisions are not as high as human experts especially for events with low ratio of signal to noise and later arrivals. As the increasing deployment of large seismic array, the existing methods can not meet the requirements of quick and accurate phase picking. In this study, we applied a phase picking algorithm developed on the base of deep convolutional neuron network (PickNet) to pick seismic phase arrivals in ChinArray-Phase III. The comparison of picking error of PickNet and the traditional method shows that PickNet is capable of picking more precise phases and can be applied in a large dense array. The raw picked travel-time data shows a large variation deviated from the traveltime curves. The absolute location residual is a key criteria for travel-time data selection. Besides, we proposed a flowchart to determine the accurate location of the single-station earthquake via dense seismic array and phase arrival picked by PickNet. This research expands the phase arrival dataset and improves the location accuracy of single-station earthquake. 相似文献
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简要介绍了南中国海区域海啸预警与减灾系统的建设和发展历程,同时重点阐述了地震监测系统构成及其基本功能。作为重要组成部分,地震监测系统通过地震数据的实时汇集、存储、自动处理和分析,并结合人机交互方式实现了地震定位、震源机制解和有限断层模型反演。实际应用表明,地震监测系统对全球6.0级以上地震定位时间不超过8 min,在震后10—15 min内完成W震相方法快速反演海底强震震源机制解,在震后短时间内完成有限断层模型反演,为海啸预警提供快速、准确、可靠的地震基本参数和震源特征参数。 相似文献
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利用双差定位法对江苏地区2009-2015年地震记录进行重新定位。结果显示,重新定位后的结果比原有定位精度有了较好的改进,地震序列在空间分布上更加集中;从平面分布上看,重新定位后的地震更加集中于断裂带附近,较多地震呈丛集状出现;从震源深度分布看,研究区内重新定位后地震震源深度有明显收敛,大多集中在5~20km,表明研究区孕震层基本位于地壳的中上部。同时通过对江苏省不同时期发生的几个震群地震构造活动进行分析(分析各个地震序列的走向、是否产生新的断裂带、与原有断裂带走向是否一致等问题),认为其具有十分重要的意义。 相似文献
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The 14 April 2012 earthquake of Mw 4.8 is the best monitored event in the Koyna region, a globally significant site of reservoir triggered seismicity in western India. Hence, investigation of this event assumes great importance, also considering its epicentral location close to that of the 1967 Koyna earthquake of M 6.3, the world’s largest reservoir triggered earthquake. Inversion of P-wave amplitude data along with the first motion polarities at 30 digital seismic stations provides a well-constrained strike-slip type focal mechanism solution, similar to that of the 1967 earthquake. The mechanism is further confirmed by moment tensor inversion of 3-component waveform data recorded at the three nearest broadband stations. The depth distribution of the aftershocks clearly delineates a NNE-SSW trending fault plane dipping about 78° to the WNW and coinciding with the trend of the Donachiwada fault, as well as the left-lateral fault plane of the focal mechanism solution obtained. The precise location, focal mechanism and the seismicity distribution from our dense network indicate that the activity in the Koyna region is mainly controlled by the NNE-SSW trending Donachiwada (D) fault zone rather than the Koyna River Fault Zone (KRFZ) on the west as suggested previously. 相似文献
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由于大范围内地质构造的复杂性和介质的非均匀性,发震断层面的几何形态一般十分复杂.如果大地震的破裂过程涉及多个断层的活动,则发震断层并非是单一断层平面,而是多个断层面的组合.利用地震空间位置分布丛集性,即震源点成丛位于断层面附近的假设,结合稳健扩充算法和主成分分析给出一种可以重构活断层网络三维空间结构的新方法.该方法每次从震源点集中处开始,利用假设检验扩充子断层面,并得到多个子断层面.接着按震源点属于最近断层面的准则把各子断层面内的震源点进行竞争,并根据一定假设合并和删除一些子断层面,最后用主成分分析确定每个子断层面参数.于是可根据地震事件目录给出一组矩形区域来描述断层面网络结构,其中每个矩形断层面由其位置、走向和倾角确定.通过计算机模拟发现,新方法可成功地重建模拟地震目录的断层面,最后用于南加州1992年6月28日发生的Landers地震部分余震目录中,得到各个子断层面参数与已知地质破裂或隐伏断层相当一致. 相似文献
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Deborah K. Fagan Steven R. Taylor Frederick R. Schult Dale N. Anderson 《Pure and Applied Geophysics》2009,166(4):521-545
We have developed and tested an algorithm, Bayesian Single Event Location (BSEL), for estimating the location of a seismic
event. The main driver for our research is the inadequate representation of ancillary information in the hypocenter estimation
procedure. The added benefit is that we have also addressed instability issues often encountered with historical NLR solvers
(e.g., non-convergence or seismically infeasible results). BSEL differs from established nonlinear regression techniques by
using a Bayesian prior probability density function (prior PDF) to incorporate ancillary physical basis constraints about
event location. P-wave arrival times from seismic events are used in the development. Depth, a focus of this paper, may be modeled with a prior
PDF (potentially skewed) that captures physical basis bounds from surface wave observations. This PDF is constructed from
a Rayleigh wave depth excitation eigenfunction that is based on the observed minimum period from a spectrogram analysis and
estimated near-source elastic parameters. For example, if the surface wave is an Rg phase, it potentially provides a strong constraint for depth, which has important implications for remote monitoring of nuclear
explosions. The proposed Bayesian algorithm is illustrated with events that demonstrate its congruity with established hypocenter
estimation methods and its application potential. The BSEL method is applied to three events: 1) A shallow Mw 4 earthquake
that occurred near Bardwell, KY on June 6, 2003, 2) the Mw 5.6 earthquake of July 26, 2005 that occurred near Dillon, MT,
and 3) a deep Mw 5.7 earthquake that occurred off the coast of Japan on April 22, 1980. A strong Rg was observed from the Bardwell, KY earthquake that places very strong constraints on depth and origin time. No Rg was observed for the Dillon, MT earthquake, but we used the minimum observed period of a Rayleigh wave (7 seconds) to reduce
the depth and origin time uncertainty. Because the Japan event was deep, there is no observed surface wave energy. We utilize
the prior generated from the Dillon, MT event to show that even in the case when a prior is inappropriately applied, high
quality data will overcome its influence and result in a reasonable hypocenter estimate. 相似文献
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In this paper, we developed a specialized method to locate small aftershocks using a small-aperture temporary seismic array.
The array location technique uses the first P arrival times to determine the horizontal slowness vector of the incoming P wave, then combines it with S–P times to determine the event location. In order to reduce the influence of lateral velocity variation on the location determinations,
we generated slowness corrections using events well-located by the permanent broadband network as calibration events, then
we applied the corrections to the estimated slownesses. Applications of slowness corrections significantly improved event
locations. This method can be a useful tool to locate events recorded by temporary fault-zone arrays in the near field but
unlocated by the regional permanent seismic network. As a test, we first applied this method to 64 well-located aftershocks
of the 1992 Landers, California, earthquake, recorded by both the Caltech/USGS Southern California Seismic Network and a small-aperture,
temporary seismic array. The average horizontal and vertical separations between our locations and the well-determined catalogue
locations are 1.35 and 1.75 km, respectively. We then applied this method to 132 unlocated aftershocks recorded only by the
temporary seismic array. The locations show a clear tendency to follow the surface traces of the mainshock rupture. 相似文献
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根据各大网站地震目录和前人研究成果,分析全球地震台网与地震台阵、我国区域台网与地震台阵的监测能力,阐述了地震台阵与密集台网/台阵的区别。研究表明,对同一地区所检测的地震数,地震台阵是地震台网的3-10倍,而震级下限可降低1.2-2级。一般情况下,以微弱信号检测为目的的地震台阵监测能力均优于以结构研究为目的的密集台网/台阵,2种台阵是目的、性质、孔径、形状、台间距、技术手段、研究方法均不同的监测系统。 相似文献