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微地震监测技术是监测水力压裂过程、评价压裂效果的重要手段。对于地面监测,P波极性能够直接、快速地反演震源机制,同时极性校正能够提高绕射叠加定位方法的成像精度。因此,准确而迅速地确定P波极性对地面微地震实时监测具有重要意义。卷积神经网络是一种深度学习算法,具有强大的特征学习与分类能力,可用来确定微地震事件的P波极性。地面监测多采用星型、网格型等规则观测系统,本文使用目标道及其相邻检波器记录作为输入样本,构建基于卷积神经网络的多道P波极性分类网络模型。实际数据应用结果表明,相比于单道记录的网络模型,多道的网络模型能够将目标道与相邻道相结合来预测目标道的极性,提高规则观测系统下地面微地震P波极性分类的准确率。 相似文献
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《地球物理学进展》2016,(5)
由于微地震信号能量微弱、信噪比低,需要对采集到的微地震数据进行去噪处理,从而提高微地震记录的信噪比,提高震源定位的精度.目前存在许多基于模型的先进滤波方法,如基于机理模型的卡尔曼滤波已经成功应用在微地震信号去噪中.为了建立微地震信号的数学模型,改善卡尔曼滤波效果,本文通过数据辨识方法,对微地震信号建立了ARMA模型,并进一步转化为适用于卡尔曼滤波算法的状态空间模型.在此基础上研究了卡尔曼滤波方法,设计了适用于微地震去噪的卡尔曼滤波实现算法.理论模型和实际微地震监测数据处理结果表明,基于辨识模型的卡尔曼滤波算法能够有效抑制微地震信号中的随机噪声,显著提高微地震监测信号的信噪比,从而验证了该辨识模型的准确性和滤波算法的可行性. 相似文献
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震源定位是微地震监测技术要解决的主要问题.目前,井下微地震监测多采用走时拟合法计算震源位置.常规方法受到环境噪声、初至拾取误差、速度模型误差等因素的影响,定位结果存在一定误差.为了提高定位精度,本文提出了一种改进的基于网格搜索的微地震震源定位方法.本文方法根据P波的偏振特征参数计算概率密度函数求取震源方位角,并采用改进的目标函数和搜索算法计算震源的径向距离和深度.模型数据和实际资料的处理结果表明,本文方法具有较强的抗噪性,计算得到的震源方位角更加接近真实值;与常规目标函数相比,本文方法采用的目标函数具有更好的收敛性,其定位结果受初至拾取误差和速度模型误差的影响更小;本文提出的搜索算法能够消除由于错误拾取造成的观测到时中的异常值对定位结果的影响. 相似文献
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《地球物理学进展》2020,(3)
微地震震源机制解包含储层及裂缝特征信息,对于地质力学建模和水力压裂储层评价都有十分重要意义.然而,目前微地震震源机制类型仍存在争议,该方面的基础实验仍需要进一步的研究.本文针对花岗岩和页岩两类岩石,开展了水力压裂微地震实验研究.在实验进行前,分析了实验条件和数据采集方式.根据实验室测定的岩石物性参数和各级检波器微震事件的P波初动信息等,利用射线追踪进行微震事件的反演定位.定位的结果同岩石CT扫描观测到的裂缝有较高吻合度.利用微震事件在各级检波器处的P波初动极性及检波器在岩石表面的位置信息,进行微地震事件的震源机制反演,得出了水力压裂实验下微地震震源机制以剪切型占优的结论.结合微地震事件定位结果,震源机制反演结果和岩石CT扫描裂缝结果等,进行对比和分析,得出了一些新的结论和认识,为今后的实际微地震监测裂缝解释提供指导意见. 相似文献
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基于偏移成像的微地震定位方法由于可避免走时拾取误差以及可实现自动化定位等优点被广泛应用.绕射叠加方法将能量沿走时曲线聚焦到空间网格点上,进行成像时需要搜索发震时刻.干涉成像方法利用互相关提取的走时差信息可避免搜索发震时刻,但定位结果受数据信噪比的影响较大.为了进一步提高干涉成像法的定位精度,本文提出一种同时使用互相关和自相关道集的全干涉成像方法,增加的自相关道集提取的S-P走时差可降低震源-检波器方向的定位误差,提高定位精度.单井监测的理论测试和实际数据的研究结果表明,全干涉成像的定位精度高于仅使用互相关道集的干涉成像方法,同时计算效率高于绕射叠加方法. 相似文献
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真实地下介质具有黏弹性,地震波在传播过程中会发生耗散与频散.忽视黏弹性介质的吸收衰减效应,逆时延拓过程中地震波将会出现振幅减弱、相位失真等现象,无法准确定位震源真实位置,因此需要对黏弹性介质中传播的波场进行衰减补偿,并通过采用合适的成像算子对微地震震源进行定位与裂缝成像.本文基于耗散与频散解耦的分数阶黏弹性波动方程模拟波场,采用low rank分解近似混合域算子,分离衰减相关项并反转耗散项符号,并在补偿的衰减项波场的波数域中进行低通滤波,压制噪声的影响;使用优化后的成像算子进行微地震震源定位,并通过分离散射波场,对散射波进行逆时反传寻找裂缝.数值实验证明,本文方法通过low rank近似有效提高了计算效率,衰减补偿算子在滤波器约束下能够稳定地补偿反向延拓的波场,优化后的成像算子能够在压制随机噪声的同时进一步提高计算效率和定位分辨率. 相似文献
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微地震监测被广泛应用于非常规油气资源的水力压裂作业、油藏描绘和水驱前缘监测工程中.微地震定位采用的初始速度模型一般是基于地震测井记录和射孔数据建立,该速度模型的不准确性易引起定位误差.为降低这种定位误差,本文发展了一种微地震定位和各向异性速度结构同时反演的方法.研究对象为1-D的层状TI介质,其中对称轴方向任意.利用改进的分区多步最短路径算法计算qP、qSV和qSH波的到达时间和射线路径,结合共轭梯度法求解带约束的阻尼最小二乘问题.数值模拟结果表明,该算法能同时进行各向异性速度结构模型(每层的Thomsen参数和界面深度)和微震震源参数(空间坐标和发震时刻)的反演,并且对随机噪声不敏感,有利于实际工程应用. 相似文献
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研究微地震的震源机制,获得压裂区域的破裂方向、尺度和应力状态等信息,在非常规油气开采过程中具有重要意义.对于微震,通常采用剪切位错或者矩张量模型对震源进行描述.本文从其实际发震机制出发,使用了"剪切+张裂"的一般位错点源模型,并基于此模型发展了一种利用全波形信息,通过波形振幅谱相关和初至约束,在频率域求解微震震源机制的方法.该方法适用于地面和井中观测,能够在得到常规震源参数（断层走向、倾角和滑动角）的同时给出裂缝断层剪切和张裂错动的距离信息,更直观体现破裂程度.理论数值测试证明方法有效、可行,在未滤波的情况下,实际数据的波形拟和结果仍较为一致,同时还发现错动距离与应力降等常规破裂参数并不严格相关,说明剪切、张裂错距可作为独立的新参数来定量评估水压致裂效果,指导工程开发进行. 相似文献
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In hydraulic fracturing treatments, locating not only hydraulic fractures but also any pre‐existing natural fractures and faults in a subsurface reservoir is very important. Hydraulic fractures can be tracked by locating microseismic events, but to identify the locations of natural fractures, an additional technique is required. In this paper, we present a method to image pre‐existing fractures and faults near a borehole with virtual reverse vertical seismic profiling data or virtual single‐well profiling data (limited to seismic reflection data) created from microseismic monitoring using seismic interferometry. The virtual source data contain reflections from natural fractures and faults, and these features can be imaged by applying migration to the virtual source data. However, the imaging zone of fractures in the proposed method is strongly dependent on the geographic extent of the microseismic events and the location and direction of the fracture. To verify our method, we produced virtual reverse vertical seismic profiling and single‐well profiling data from synthetic microseismic data and compared them with data from real sources in the same relative position as the virtual sources. The results show that the reflection travel times from the fractures in the virtual source data agree well with travel times in the real‐source data. By applying pre‐stack depth migration to the virtual source data, images of the natural fractures were obtained with accurate locations. However, the migrated section of the single‐well profiling data with both real and virtual sources contained spurious fracture images on the opposite side of the borehole. In the case of virtual single‐well profiling data, we could produce correct migration images of fractures by adopting directional redatuming for which the occurrence region of microseismic events is divided into several subdivisions, and fractures located only on the opposite side of the borehole are imaged for each subdivision. 相似文献
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地面微地震监测采集到的微地震信号通常能量微弱,信噪比低,如何提高微震数据的信噪比是数据处理的难题.Shearlet变换是一种新型的多尺度几何分析方法,具有敏感的方向性和较强的稀疏表示特性,能起到很好的随机噪声压制效果.由于地面微震数据的有效信号大多被淹没在噪声中,基于传统阈值的Shearlet变换（the traditional threshold-based Shearlet transform TST）只考虑到尺度或方向的阈值,在去噪过程中会过度扼制有效信号系数,造成有效信号能量损失.因而,本文建立Context模型,得到基于Context模型的Shearlet变换（the Context-model-based Shearlet transform CMST）方法,改进传统Shearlet阈值方法的不足.我们通过所建立的Context模型将能量相近的各方向系数划分为同一组,并分组估计阈值,分别处理各部分系数,达到微弱同相轴有效恢复的目的.通过TST及CMST的模拟实验与实际地面微震记录处理结果对比可知,本文方法在低信噪比条件下比对比方法更加有效地恢复地面微震数据的微弱信号,随机噪声压制效果明显,在-10 dB条件下,提升信噪比18.3741 dB. 相似文献
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A modified reverse-time migration algorithm for offset vertical seismic profiling data is proposed. This algorithm performs depth imaging of target areas in the borehole vicinity without taking into account the overburden. Originally recorded seismograms are used; reliable results can be obtained using only the velocity profile obtained along the well. The downgoing wavefield emitted from a surface source is approximated in the target area using the transmitted P-wave, recorded by the receivers deployed in the well. This is achieved through a reverse-time extrapolation of the direct transmitted P-wave into the target area after its separation in offset vertical seismic profiling seismograms generated using a finite-difference scheme for the solution of the scalar wave equation.
The proposed approach produces 'kinematically' reliable images from reflected PP- and PS-waves and, furthermore, can be applied as a salt proximity tool for salt body flank imaging based on the transmitted PS-waves. Our experiments on synthetic data demonstrate that the modified reverse-time migration provides reliable depth images based on offset vertical seismic profiling data even if only the velocity profile obtained along the borehole is used. 相似文献
The proposed approach produces 'kinematically' reliable images from reflected PP- and PS-waves and, furthermore, can be applied as a salt proximity tool for salt body flank imaging based on the transmitted PS-waves. Our experiments on synthetic data demonstrate that the modified reverse-time migration provides reliable depth images based on offset vertical seismic profiling data even if only the velocity profile obtained along the borehole is used. 相似文献
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由于地面微地震监测台站布设在地表,会受到地表起伏、低降速带厚度和速度变化的影响,降低了微地震事件的识别准确度和定位精度,限制了地面微地震监测技术在复杂地表地区的应用.因此,将三维地震勘探技术的思路引入到地面微地震监测中,提出了三维地震与地面微地震联合校正方法,将油气勘探和开发技术更加紧密地结合在一起.根据三维地震数据和低降速带测量数据,通过约束层析反演方法建立精确的近地表速度模型,将地面微地震台站从起伏地表校正到高速层中的平滑基准面上,有效消除复杂近地表的影响.其次,根据射孔数据和声波测井速度信息,通过非线性反演方法建立最优速度模型,由于已经消除复杂近地表的影响,在进行速度模型优化时不需要考虑近地表的影响,因而建立的速度模型更加准确.最后,在精确速度模型的基础上,通过互相关方法求取剩余静校正量,进一步消除了复杂近地表和速度模型近似误差的影响.三维地震与地面微地震联合校正方法采用逐步校正的思路,能够有效消除复杂近地表的影响,提高微地震数据的品质和速度模型的精确度,保证了微地震事件的定位精度,具有良好的应用前景. 相似文献
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Mengmeng Yang Zhilong Fang Philipp Witte Felix J. Herrmann 《Geophysical Prospecting》2020,68(9):2697-2711
Least-squares reverse-time migration is well known for its capability to generate artefact-free true-amplitude subsurface images through fitting observed data in the least-squares sense. However, when applied to realistic imaging problems, this approach is faced with issues related to overfitting and excessive computational costs induced by many wave-equation solves. The fact that the source function is unknown complicates this situation even further. Motivated by recent results in stochastic optimization and transform-domain sparsity promotion, we demonstrate that the computational costs of inversion can be reduced significantly while avoiding imaging artefacts and restoring amplitudes. While powerful, these new approaches do require accurate information on the source-time function, which is often lacking. Without this information, the imaging quality deteriorates rapidly. We address this issue by presenting an approach where the source-time function is estimated on the fly through a technique known as variable projection. Aside from introducing negligible computational overhead, the proposed method is shown to perform well on imaging problems with noisy data and problems that involve complex settings such as salt. In either case, the presented method produces high-resolution high-amplitude fidelity images including an estimate for the source-time function. In addition, due to its use of stochastic optimization, we arrive at these images at roughly one to two times the cost of conventional reverse-time migration involving all data. 相似文献
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Accurate location of weak seismic events is crucial for monitoring clandestine nuclear tests, for studying local seismic structures, and for assessing possible seismic hazards. Outside of a few regions with dense seismic networks, weak seismic events (with magnitude less than 4) are usually sparsely recorded at epicentral distances less than 20°. Because of lateral variations in crustal and upper mantle structures, observed travel times of seismic phases deviate significantly from predictions based on 1-dimensional (1D) seismic models. Accurately locating weak seismic events remains a difficult task for modern seismology. Perhaps the most promising solution to this problem is the use of a 3-dimensional (3D) model of the Earth. Here we present the results of a validation test in which, using the 3D model SR2002 of the crust and upper mantle and regional phase data alone, we relocate 200 earthquakes and nuclear explosions in Eurasia. The 3D model is constructed using surface wave dispersion data. The event locations using the 3D model are compared with so-called Ground Truth data, either known by non-seismic means or validated by cluster analysis, with location accuracy mostly 5 km or better. Typically, the 3D model reduces the location errors to about half the values attained with the 1D model; i.e., 18 km location errors are reduced to about 9 km. This test indicates that the location of regional events can be significantly improved by using a global 3D model. 相似文献
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利用分形插值方法对稀疏采样的地震记录进行了插值加密处理,并对原始记录和分形插值重建记录进行了叠前逆时偏移处理．数值实验表明,分形插值重建的地震图是原始地震图的良好近似,而分形插值叠前偏移剖面是原始记录偏移剖面的良好近似,二者的分辨率几乎一样．利用分形插值重建技术可以在节约经济成本的情况下,得到地下结构的高精度成像结果． 相似文献