CN115542392B - Automatic detection method and device for underground faults based on distributed optical fiber acoustic wave sensing - Google Patents
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Abstract
本公开提供了一种基于分布式光纤声波传感的地下断层自动检测方法和装置,可以应用于地下断层检测技术领域和地震分析技术领域。该方法包括:获取由光纤地震仪记录的地震数据,其中,光纤地震仪的光纤分布在待识别地下断层的区域;将地震数据进行频率波数滤波,得到滤除直达波信号数据和噪声信号数据的散射波数据;利用溯源窗格在散射波数据的波形图中确定所有散射波的散射强度;将散射强度在时间域上进行积分,得到积分结果;根据积分结果以及光纤地震仪的光纤分布,确定地下断层的位置。
The present disclosure provides an automatic detection method and device for underground faults based on distributed optical fiber acoustic wave sensing, which can be applied to the technical fields of underground fault detection and earthquake analysis. The method includes: obtaining seismic data recorded by an optical fiber seismograph, wherein the optical fiber of the optical fiber seismograph is distributed in the area of the underground fault to be identified; performing frequency wavenumber filtering on the seismic data to obtain scattered wave data from which direct wave signal data and noise signal data are filtered out; determining the scattering intensity of all scattered waves in the waveform diagram of the scattered wave data using a traceability pane; integrating the scattering intensity in the time domain to obtain an integrated result; and determining the location of the underground fault according to the integrated result and the optical fiber distribution of the optical fiber seismograph.
Description
技术领域Technical Field
本公开涉及地下断层检测技术领域和地震分析技术领域,更具体地,涉及一种基于分布式光纤声波传感的地下断层自动检测方法、装置、电子设备和存储介质。The present disclosure relates to the technical field of underground fault detection and earthquake analysis, and more specifically, to an automatic underground fault detection method, device, electronic device and storage medium based on distributed optical fiber acoustic wave sensing.
背景技术Background technique
地下断层是地震发生的源头,地震灾害发生时,地下断层突发快速错动,形成强烈的地面运动和地表破裂变形,使其沿线多数房屋遭受严重破坏或倒塌,给人类生命和财产造成巨大威胁。城市建设时,提前查明地下断层分布并在其安全避让距离外进行建筑建设,可显著减轻地下断层活动引起的灾害风险。Underground faults are the source of earthquakes. When an earthquake occurs, underground faults suddenly shift rapidly, causing strong ground movement and surface rupture and deformation, which causes serious damage or collapse of most houses along the faults, posing a huge threat to human life and property. When constructing a city, identifying the distribution of underground faults in advance and constructing buildings outside their safe avoidance distance can significantly reduce the disaster risk caused by underground fault activity.
在实现本公开构思的过程中,发明人发现相关技术中至少存在如下问题:在相关技术中,检测地下断层位置的方法需要进行复杂的数据处理,耗时较长,并且无法普及。In the process of realizing the concept of the present disclosure, the inventors found that there are at least the following problems in the related art: In the related art, the method of detecting the location of underground faults requires complex data processing, which is time-consuming and cannot be popularized.
发明内容Summary of the invention
有鉴于此,本公开提供了一种基于分布式光纤声波传感的地下断层自动检测方法、装置、电子设备和存储介质。In view of this, the present disclosure provides a method, device, electronic device and storage medium for automatic detection of underground faults based on distributed optical fiber acoustic wave sensing.
本公开的一个方面提供了一种基于分布式光纤声波传感的地下断层自动检测方法,包括:One aspect of the present disclosure provides a method for automatic detection of underground faults based on distributed optical fiber acoustic wave sensing, comprising:
获取由光纤地震仪记录的地震数据,其中,光纤地震仪的光纤分布在待识别地下断层的区域;Acquiring seismic data recorded by a fiber optic seismograph, wherein the optical fiber of the fiber optic seismograph is distributed in the area where the underground fault is to be identified;
将地震数据进行频率波数滤波,得到滤除直达波信号数据和噪声信号数据的散射波数据;Perform frequency wavenumber filtering on the seismic data to obtain scattered wave data after filtering out direct wave signal data and noise signal data;
利用溯源窗格在散射波数据的波形图中确定所有散射波的散射强度;Use the traceability pane to determine the scattering intensity of all scattered waves in the waveform graph of the scattered wave data;
将散射强度在时间域上进行积分,得到积分结果;以及Integrate the scattering intensity in the time domain to obtain an integrated result; and
根据积分结果以及光纤地震仪的光纤分布,确定地下断层的位置。The location of the underground fault is determined based on the integration results and the optical fiber distribution of the fiber optic seismograph.
根据本公开的实施例,在将地震数据进行频率波数滤波,得到滤除直达波信号数据和噪声信号数据的散射波数据之前,上述方法还包括:According to an embodiment of the present disclosure, before performing frequency wavenumber filtering on the seismic data to obtain scattered wave data from which direct wave signal data and noise signal data are filtered out, the method further includes:
确定地震数据中的激波噪声数据,其中,激波噪声数据是由非地震波引起的噪声数据;Determining shock wave noise data in the seismic data, wherein the shock wave noise data is noise data caused by non-seismic waves;
对地震数据中的激波噪声数据进行修改,以消除激波噪声数据的影响。The shock wave noise data in the seismic data is modified to eliminate the influence of the shock wave noise data.
根据本公开的实施例,其中,确定地震数据中的激波噪声数据,包括:According to an embodiment of the present disclosure, determining shock wave noise data in seismic data includes:
根据地震数据的各个采样点的位置,选取预定数量的参考数据;Selecting a predetermined number of reference data according to the positions of each sampling point of the seismic data;
在采样点的地震数据的应变率振幅与参考数据应变率振幅的比值大于预设阈值的情况下,将采样点的地震数据确定为激波噪声数据。When the ratio of the strain rate amplitude of the seismic data at the sampling point to the strain rate amplitude of the reference data is greater than a preset threshold, the seismic data at the sampling point is determined to be shock wave noise data.
根据本公开的实施例,其中,对地震数据中的激波噪声数据进行修改,以消除激波噪声数据的影响,包括:According to an embodiment of the present disclosure, the shock wave noise data in the seismic data is modified to eliminate the influence of the shock wave noise data, including:
基于与激波噪声数据相邻的采样点获取的地震数据,对地震数据中的激波噪声数据进行修改,以消除激波噪声数据的影响。Based on the seismic data acquired from the sampling points adjacent to the shock wave noise data, the shock wave noise data in the seismic data is modified to eliminate the influence of the shock wave noise data.
根据本公开的实施例,其中,利用溯源窗格在散射波数据的波形图中确定所有散射波的散射强度,包括:According to an embodiment of the present disclosure, determining the scattering intensity of all scattered waves in a waveform diagram of scattered wave data using a source tracing pane includes:
利用溯源窗格在散射波数据的波形图中确定所有散射源;Use the Source Trace pane to identify all scattering sources in the waveform graph of the scattered wave data;
对于每个散射源:For each scatter source:
将散射源两侧的其他散射源按照预设视速度倾斜叠加,得到两个表征散射波场单向传播的列向量;The other scattering sources on both sides of the scattering source are superimposed at a preset apparent velocity to obtain two column vectors representing the unidirectional propagation of the scattering wave field;
基于两个列向量的点乘结果,确定散射波的散射强度。Based on the dot product result of the two column vectors, the scattering intensity of the scattered wave is determined.
根据本公开的实施例,其中,将地震数据进行频率波数滤波,得到滤除直达波信号数据和噪声信号数据的散射波数据,包括:According to an embodiment of the present disclosure, frequency wavenumber filtering is performed on seismic data to obtain scattered wave data from which direct wave signal data and noise signal data are filtered out, including:
将距离时间域中的地震数据通过傅里叶变换转换至频率波数域中;The seismic data in the distance-time domain are converted into the frequency-wavenumber domain by Fourier transformation;
利用预设参数对地震数据中的直达波信号与噪声信号进行滤除,得到频率波数域中的散射波数据;The direct wave signal and the noise signal in the seismic data are filtered out using preset parameters to obtain the scattered wave data in the frequency wave number domain;
将频率波数域中的散射波数据反变化得到距离时间域的散射波数据。The scattered wave data in the frequency-wavenumber domain are inversely transformed to obtain the scattered wave data in the distance-time domain.
根据本公开的实施例,在将距离时间域中的地震数据通过傅里叶变换转换至频率波数域中之前,上述方法还包括:According to an embodiment of the present disclosure, before converting the seismic data in the range-time domain into the frequency-wavenumber domain by Fourier transform, the method further includes:
对地震数据进行归一化处理,得到归一化地震数据;Normalizing the seismic data to obtain normalized seismic data;
对归一化地震数据的波形图的边缘波形进行波形尖灭,以减少因边缘波形出现的假信号。The edge waveforms of the waveform diagram of the normalized seismic data are subjected to waveform pinching to reduce false signals caused by the edge waveforms.
本公开的另一个方面提供了一种基于分布式光纤声波传感的地下断层自动检测装置,包括:Another aspect of the present disclosure provides an automatic detection device for underground faults based on distributed optical fiber acoustic wave sensing, comprising:
获取模块,用于获取由光纤地震仪记录的地震数据,其中,光纤地震仪的光纤分布在待识别地下断层的区域;An acquisition module, used for acquiring seismic data recorded by a fiber optic seismograph, wherein the optical fiber of the fiber optic seismograph is distributed in an area of the underground fault to be identified;
第一得到模块,用于将地震数据进行频率波数滤波,得到滤除直达波信号数据和噪声信号数据的散射波数据;The first obtaining module is used to perform frequency wavenumber filtering on the seismic data to obtain scattered wave data after filtering out direct wave signal data and noise signal data;
第一确定模块,用于利用溯源窗格在散射波数据的波形图中确定所有散射波的散射强度;A first determination module is used to determine the scattering intensity of all scattered waves in the waveform diagram of the scattered wave data by using the traceability pane;
第二得到模块,用于将散射强度在时间域上进行积分,得到积分结果;The second obtaining module is used to integrate the scattering intensity in the time domain to obtain an integral result;
第二确定模块,用于根据积分结果以及光纤地震仪的光纤分布,确定地下断层的位置。The second determination module is used to determine the location of the underground fault according to the integration result and the optical fiber distribution of the optical fiber seismograph.
本公开的另一方面提供了一种电子设备,包括:一个或多个处理器;存储器,用于存储一个或多个程序,其中,当上述一个或多个程序被上述一个或多个处理器执行时,使得上述一个或多个处理器实现上述基于分布式光纤声波传感的地下断层自动检测方法。Another aspect of the present disclosure provides an electronic device, comprising: one or more processors; and a memory for storing one or more programs, wherein when the one or more programs are executed by the one or more processors, the one or more processors implement the above-mentioned automatic detection method of underground faults based on distributed optical fiber acoustic wave sensing.
本公开的另一方面提供了一种计算机可读存储介质,其上存储有可执行指令,该指令被处理器执行时使处理器执行上述基于分布式光纤声波传感的地下断层自动检测方法。Another aspect of the present disclosure provides a computer-readable storage medium having executable instructions stored thereon, which, when executed by a processor, causes the processor to execute the above-mentioned method for automatic detection of underground faults based on distributed optical fiber acoustic wave sensing.
根据本公开的实施例,因为采用了获取由光纤地震仪记录的地震数据,其中,光纤地震仪的光纤分布在待识别地下断层的区域;将地震数据进行频率波数滤波,得到滤除直达波信号数据和噪声信号数据的散射波数据;利用溯源窗格在散射波数据的波形图中确定所有散射波的散射强度;将散射强度在时间域上进行积分,得到积分结果;根据积分结果以及光纤地震仪的光纤分布,确定地下断层的位置的技术手段,可以利用溯源窗格根据滤除直达波信号数据和噪声信号数据的散射波数据,不需要进行复杂的数据处理就可以确定所有散射波的散射强度,进而根据散射波的散射强度确定光纤地震仪的光纤分布范围内地下断层的位置,简单快捷,并可以精准的定位到地下断层的位置,所以至少部分地克服了在相关技术中,检测地下断层位置的方法需要进行复杂的数据处理,耗时较长,并且无法普及的技术问题,并且对较小的地下断层和盲断层具有同等检测能力,成本低廉便于推广。According to the embodiments of the present disclosure, a method is adopted to obtain seismic data recorded by a fiber optic seismograph, wherein the optical fiber of the fiber optic seismograph is distributed in the area of the underground fault to be identified; the seismic data is subjected to frequency wavenumber filtering to obtain scattered wave data after filtering out direct wave signal data and noise signal data; the scattering intensity of all scattered waves is determined in the waveform diagram of the scattered wave data using a tracing pane; the scattering intensity is integrated in the time domain to obtain an integrated result; and a technical means for determining the position of the underground fault according to the integrated result and the optical fiber distribution of the fiber optic seismograph is used. The scattering intensity of all scattered waves can be determined based on the scattered wave data after filtering out the direct wave signal data and the noise signal data using the tracing pane, without the need for complex data processing, and then the position of the underground fault within the optical fiber distribution range of the fiber optic seismograph is determined based on the scattering intensity of the scattered wave. This method is simple and fast, and the position of the underground fault can be accurately located. Therefore, the method at least partially overcomes the technical problems in the related art that the method for detecting the position of the underground fault requires complex data processing, is time-consuming, and cannot be popularized. The method has the same detection capability for smaller underground faults and blind faults, is low-cost and easy to promote.
附图说明BRIEF DESCRIPTION OF THE DRAWINGS
通过以下参照附图对本公开实施例的描述,本公开的上述以及其他目的、特征和优点将更为清楚,在附图中:The above and other objects, features and advantages of the present disclosure will become more apparent through the following description of the embodiments of the present disclosure with reference to the accompanying drawings, in which:
图1示意性示出了根据本公开实施例的基于分布式光纤声波传感的地下断层自动检测方法的流程图;FIG1 schematically shows a flow chart of an automatic underground fault detection method based on distributed optical fiber acoustic wave sensing according to an embodiment of the present disclosure;
图2示意性示出了光纤地震仪记录的地震数据的波形图的示意图;FIG2 schematically shows a schematic diagram of a waveform diagram of seismic data recorded by a fiber optic seismograph;
图3示意性示出了溯源窗格在地震数据的波形图中的形态的示意图;FIG3 schematically shows a schematic diagram of the form of a source tracing pane in a waveform diagram of seismic data;
图4示意性示出了单次地震事件的地震数据中的散射波的散射强度与积分结果的示意图;FIG4 schematically shows a schematic diagram of the scattering intensity and integration result of the scattered waves in the seismic data of a single seismic event;
图5示意性示出了多次地震事件的地震数据中的散射波的散射强度与积分结果的示意图;FIG5 schematically shows a schematic diagram of the scattering intensity and integration results of scattered waves in seismic data of multiple seismic events;
图6示意性示出了地震数据从距离时间域转换至频率波数域进行滤波的示意图;FIG6 schematically shows a schematic diagram of converting seismic data from the range-time domain to the frequency-wavenumber domain for filtering;
图7示意性示出了根据本公开的实施例的基于分布式光纤声波传感的地下断层自动检测装置的框图;以及FIG7 schematically shows a block diagram of an automatic underground fault detection device based on distributed optical fiber acoustic wave sensing according to an embodiment of the present disclosure; and
图8示意性示出了根据本公开实施例的适于实现上文描述的基于分布式光纤声波传感的地下断层自动检测方法的电子设备的框图。FIG8 schematically shows a block diagram of an electronic device suitable for implementing the above-described method for automatic detection of underground faults based on distributed optical fiber acoustic wave sensing according to an embodiment of the present disclosure.
具体实施方式Detailed ways
以下,将参照附图来描述本公开的实施例。但是应该理解,这些描述只是示例性的,而并非要限制本公开的范围。在下面的详细描述中,为便于解释,阐述了许多具体的细节以提供对本公开实施例的全面理解。然而,明显地,一个或多个实施例在没有这些具体细节的情况下也可以被实施。此外,在以下说明中,省略了对公知结构和技术的描述,以避免不必要地混淆本公开的概念。Hereinafter, embodiments of the present disclosure will be described with reference to the accompanying drawings. However, it should be understood that these descriptions are exemplary only and are not intended to limit the scope of the present disclosure. In the following detailed description, for ease of explanation, many specific details are set forth to provide a comprehensive understanding of the embodiments of the present disclosure. However, it is apparent that one or more embodiments may also be implemented without these specific details. In addition, in the following description, descriptions of known structures and technologies are omitted to avoid unnecessary confusion of the concepts of the present disclosure.
在此使用的术语仅仅是为了描述具体实施例,而并非意在限制本公开。在此使用的术语“包括”、“包含”等表明了所述特征、步骤、操作和/或部件的存在,但是并不排除存在或添加一个或多个其他特征、步骤、操作或部件。The terms used herein are only for describing specific embodiments and are not intended to limit the present disclosure. The terms "include", "comprising", etc. used herein indicate the existence of the features, steps, operations and/or components, but do not exclude the existence or addition of one or more other features, steps, operations or components.
在此使用的所有术语(包括技术和科学术语)具有本领域技术人员通常所理解的含义,除非另外定义。应注意,这里使用的术语应解释为具有与本说明书的上下文相一致的含义,而不应以理想化或过于刻板的方式来解释。All terms (including technical and scientific terms) used herein have the meanings commonly understood by those skilled in the art, unless otherwise defined. It should be noted that the terms used herein should be interpreted as having a meaning consistent with the context of this specification, and should not be interpreted in an idealized or overly rigid manner.
在使用类似于“A、B和C等中至少一个”这样的表述的情况下,一般来说应该按照本领域技术人员通常理解该表述的含义来予以解释(例如,“具有A、B和C中至少一个的系统”应包括但不限于单独具有A、单独具有B、单独具有C、具有A和B、具有A和C、具有B和C、和/或具有A、B、C的系统等)。在使用类似于“A、B或C等中至少一个”这样的表述的情况下,一般来说应该按照本领域技术人员通常理解该表述的含义来予以解释(例如,“具有A、B或C中至少一个的系统”应包括但不限于单独具有A、单独具有B、单独具有C、具有A和B、具有A和C、具有B和C、和/或具有A、B、C的系统等)。In the case of using expressions such as "at least one of A, B, and C, etc.", it should generally be interpreted in accordance with the meaning of the expression generally understood by those skilled in the art (for example, "a system having at least one of A, B, and C" should include but is not limited to a system having A alone, B alone, C alone, A and B, A and C, B and C, and/or A, B, C, etc.). In the case of using expressions such as "at least one of A, B, or C, etc.", it should generally be interpreted in accordance with the meaning of the expression generally understood by those skilled in the art (for example, "a system having at least one of A, B, or C" should include but is not limited to a system having A alone, B alone, C alone, A and B, A and C, B and C, and/or A, B, C, etc.).
地震是由地壳内部介质快速释放能量引发的,它所释放的能量中,一部分以弹性波的形式传播和扩散,即地震波。地震波可分为体波和面波(L波)两种类型,体波又包括横波(S波)和纵波(P波)。Earthquakes are caused by the rapid release of energy from the medium inside the earth's crust. Part of the energy released is propagated and diffused in the form of elastic waves, i.e., seismic waves. Seismic waves can be divided into two types: body waves and surface waves (L waves). Body waves include transverse waves (S waves) and longitudinal waves (P waves).
地下断层是地壳受力发生断裂,沿断裂面两侧岩块发生的显著相对位移的构造,其内介质的地震波速和流变特性等物理性质会发生变化。当地震波穿过地下断层时,由于的局部非均质性,地下断层会表现为一个散射体,使体波发生向表面波的散射,对建筑物等造成强烈的破坏,因此,需要确定地下断层的位置,从而可以降低在发生地震时产生的破坏。An underground fault is a structure where the earth's crust breaks under stress, and the rocks on both sides of the fault surface undergo significant relative displacement, which changes the physical properties of the medium inside, such as the seismic wave velocity and rheological properties. When seismic waves pass through an underground fault, due to the local heterogeneity, the underground fault will behave as a scatterer, causing the body waves to scatter toward the surface waves, causing severe damage to buildings, etc. Therefore, it is necessary to determine the location of the underground fault so as to reduce the damage caused by an earthquake.
在相关技术中,一种识别地下断层的方法是地质调查方法,一般是派遣地质调查队进行实地地表观测,该方法人力成本高,且难以发现小断层和盲断层。在其他对盲断层的成像方法中,也存在有不同各自的缺陷,例如层析成像方法,分辨率过低,无法对小断层进行成像;主动源绘制3D地震图方法,成本过高,不适用于大范围普查。In the related art, one method of identifying underground faults is the geological survey method, which generally involves sending a geological survey team to conduct on-site surface observations. This method has high labor costs and is difficult to detect small faults and blind faults. Other methods for imaging blind faults also have their own defects. For example, the tomography method has a low resolution and cannot image small faults; the active source 3D seismic mapping method is too expensive and is not suitable for large-scale surveys.
由于地下断层的散射波频率较高、衰减速度快,传统地震仪器难以捕捉到该信号。分布式光纤地震仪作为新兴技术,将普通的光纤设置为检测地表轴向应变率的密集阵列,高空间频率使其可观测到断层散射信号。此外,断裂带介质对于应变率的振幅放大效应远大于对传统地震仪检测的速度场的放大,也为分布式光纤采样断层散射信号提供了优势条件,使地下断层检测的方法得到了发展。分布式光纤数据的记录通常使用背景噪声干涉测量法和反投影方法,可检测并精准定位地下断层,但此类方法仍需要研究人员进行复杂的数据处理,耗时较长,也不容易普及。因此,需要一种简便快速,对小断层和盲断层具有同等检测能力,成本低廉便于推广的地下断层检测方法。Due to the high frequency and fast attenuation of the scattered waves of underground faults, it is difficult for traditional seismic instruments to capture the signal. As an emerging technology, distributed fiber optic seismometers set ordinary optical fibers into dense arrays to detect the axial strain rate of the surface. The high spatial frequency enables it to observe fault scattering signals. In addition, the amplitude amplification effect of the fault zone medium on the strain rate is much greater than the amplification of the velocity field detected by traditional seismographs, which also provides advantages for distributed optical fiber sampling of fault scattering signals, allowing the development of underground fault detection methods. The recording of distributed optical fiber data usually uses background noise interferometry and back-projection methods, which can detect and accurately locate underground faults, but such methods still require researchers to perform complex data processing, which is time-consuming and not easy to popularize. Therefore, there is a need for a simple and fast underground fault detection method that has the same detection capability for small faults and blind faults, is low-cost and easy to promote.
有鉴于此,本公开的实施例提供了一种基于分布式光纤声波传感的地下断层自动检测方法。该方法包括获取由光纤地震仪记录的地震数据,其中,光纤地震仪的光纤分布在待识别地下断层的区域;将地震数据进行频率波数滤波,得到滤除直达波信号数据和噪声信号数据的散射波数据;利用溯源窗格在散射波数据的波形图中确定所有散射波的散射强度;将散射强度在时间域上进行积分,得到积分结果;根据积分结果以及光纤地震仪的光纤分布,确定地下断层的位置。In view of this, an embodiment of the present disclosure provides an automatic detection method for underground faults based on distributed optical fiber acoustic wave sensing. The method includes acquiring seismic data recorded by an optical fiber seismograph, wherein the optical fiber of the optical fiber seismograph is distributed in the area of the underground fault to be identified; performing frequency wavenumber filtering on the seismic data to obtain scattered wave data from which direct wave signal data and noise signal data are filtered out; determining the scattering intensity of all scattered waves in the waveform diagram of the scattered wave data using a traceability pane; integrating the scattering intensity in the time domain to obtain an integrated result; and determining the location of the underground fault based on the integrated result and the optical fiber distribution of the optical fiber seismograph.
图1示意性示出了根据本公开实施例的基于分布式光纤声波传感的地下断层自动检测方法的流程图。FIG1 schematically shows a flow chart of a method for automatic detection of underground faults based on distributed optical fiber acoustic wave sensing according to an embodiment of the present disclosure.
如图1所示,该方法包括操作S101~S105。As shown in FIG. 1 , the method includes operations S101 to S105 .
在操作S101,获取由光纤地震仪记录的地震数据,其中,光纤地震仪的光纤分布在待识别地下断层的区域。In operation S101 , seismic data recorded by a fiber optic seismograph is acquired, wherein the optical fiber of the fiber optic seismograph is distributed in a region where an underground fault is to be identified.
根据本公开的实施例,光纤地震仪可以是分布式光纤地震仪。分布式光纤地震仪的总长一般为十至几十公里,常为线型分布。在地震灾害频发的地区,分布式光纤地震仪的光纤可能与多个已知或未知的断层相交。当地震发生后,地震波经过该区域被光纤地震仪检测到,从而生成地震数据。According to an embodiment of the present disclosure, the fiber optic seismograph may be a distributed fiber optic seismograph. The total length of a distributed fiber optic seismograph is generally ten to several dozen kilometers, and is often distributed in a linear manner. In areas where earthquake disasters occur frequently, the optical fiber of the distributed fiber optic seismograph may intersect with multiple known or unknown faults. When an earthquake occurs, the seismic waves passing through the area are detected by the fiber optic seismograph, thereby generating seismic data.
根据本公开的实施例,可以将每次发生的地震记为一个地震事件,地震数据可以是检测一个地震事件得到的数据,也可以是检测多个地震事件得到的数据,在选用多个地震事件的情况下,为降低人类活动噪声信号(如交通噪声)的干扰,可筛选出在夜晚发生的地震事件,例如选取夜晚23:00至次日7:00的地震事件。此外,手动筛选信噪比高的事件也有助于产生最优的检测结果,但是并不限制于此。According to the embodiments of the present disclosure, each earthquake that occurs can be recorded as a seismic event, and the seismic data can be data obtained by detecting one seismic event or data obtained by detecting multiple seismic events. In the case of selecting multiple seismic events, in order to reduce the interference of human activity noise signals (such as traffic noise), seismic events that occur at night can be screened out, for example, seismic events from 23:00 to 7:00 the next day. In addition, manually screening events with high signal-to-noise ratios can also help produce optimal detection results, but is not limited to this.
根据本公开的实施例,光纤地震仪的光纤可以每隔一段距离作为一个采样点,地震数据中可以记录地震波经过光纤采样点的时间和位置,一个采样点的光纤可以有多条通道进行采样。According to an embodiment of the present disclosure, the optical fiber of the fiber optic seismograph can be used as a sampling point at a certain distance, and the time and position of the seismic wave passing through the optical fiber sampling point can be recorded in the seismic data. The optical fiber of a sampling point can have multiple channels for sampling.
根据本公开的实施例,地下断层的介质内存在强烈的低速异常,这种速度异常导致地震的体波在穿过时会以次生源的形式散射为表面波。分布式光纤对地表应变率的测量以米为量级,属密集阵列。光纤地震仪的高空间采样率的特性使其对地表高频信号的检测能力相较于传统地震仪有显著提升,能记录到高质量断层散射波。线型光纤记录中的断层散射波场表现出“人”字形特征。According to the embodiments of the present disclosure, there are strong low-velocity anomalies in the medium of the underground fault. This velocity anomaly causes the body waves of the earthquake to be scattered as surface waves in the form of secondary sources when passing through. The measurement of surface strain rate by distributed optical fiber is on the order of meters and belongs to a dense array. The high spatial sampling rate characteristic of the fiber optic seismometer significantly improves its detection capability of high-frequency signals on the surface compared to traditional seismometers, and can record high-quality fault scattered waves. The fault scattered wave field in the linear optical fiber recording shows a "human" shaped feature.
图2示意性示出了光纤地震仪记录的地震数据的波形图的示意图。FIG. 2 schematically shows a schematic diagram of a waveform diagram of seismic data recorded by a fiber optic seismograph.
如图2所示,该地震事件是某地部署的一条10km长的分布式光纤记录的地震数据。从图2可以看出,其中第一个到达的明显震相为P波(约7~8s处),第二个到达的明显震相为S波(约8.5~10s处)。图2中的三个方形框框出的部分为P波尾波和S波尾波所激发的三处明显的散射波波场,在波形图上呈“人”字形。此类散射信号被推断为地下断层发出。As shown in Figure 2, the earthquake event is the seismic data recorded by a 10km long distributed optical fiber deployed in a certain place. As can be seen from Figure 2, the first obvious seismic phase to arrive is the P wave (about 7-8s), and the second obvious seismic phase to arrive is the S wave (about 8.5-10s). The three square boxes in Figure 2 are three obvious scattered wave fields excited by the P-wave coda and the S-wave coda, which are in the shape of a "human" on the waveform. This type of scattered signal is inferred to be emitted by underground faults.
在操作S102,将地震数据进行频率波数滤波,得到滤除直达波信号数据和噪声信号数据的散射波数据。In operation S102, frequency wavenumber filtering is performed on the seismic data to obtain scattered wave data from which direct wave signal data and noise signal data are filtered out.
根据本公开的实施例,通过频率波数滤波(Frequency Wave-number,简称FK滤波)可以对地震数据中的地震波进行波场的解析和分离,从频率、波数和视速度三个维度对地震波的波场进行滤波,削弱直达波信号和噪声信号,得到地下断层发出的散射波数据。According to the embodiments of the present disclosure, the wave field of seismic waves in seismic data can be analyzed and separated through frequency wave-number filtering (Frequency Wave-number, referred to as FK filtering), and the wave field of seismic waves can be filtered from three dimensions of frequency, wave number and apparent velocity to weaken the direct wave signal and noise signal, and obtain the scattered wave data emitted by the underground fault.
在操作S103,利用溯源窗格在散射波数据的波形图中确定所有散射波的散射强度。In operation S103, the scattering intensities of all scattered waves are determined in a waveform graph of the scattered wave data using the source tracing pane.
根据本公开的实施例,地震勘探中的叠前偏移技术能将共炮点道集记录中的反射波归位到反射界面上,并使绕射波收敛到产生它的绕射点上。我们借助偏移方法的思想,严格基于物理本质,提出了综合衡量持续时长、对称性和相位一致性的变斜率倾斜溯源窗格,以溯源地下断层发出的散射波。散射波数据的波形图是按照时间和光纤的位置记录的,因此溯源窗格可以以波形图的时间和位置作为尺度。According to the embodiments of the present disclosure, the prestack migration technology in seismic exploration can return the reflected waves in the common shot point gather records to the reflection interface, and make the diffraction waves converge to the diffraction point that produces it. With the help of the idea of the migration method, strictly based on the physical essence, we proposed a variable slope tilt tracing pane that comprehensively measures the duration, symmetry and phase consistency to trace the scattered waves emitted by the underground fault. The waveform of the scattered wave data is recorded according to the time and position of the optical fiber, so the tracing pane can be scaled by the time and position of the waveform.
根据本公开的实施例,可以根据溯源窗格中的散射波,得到散射波的散射强度。According to an embodiment of the present disclosure, the scattering intensity of the scattered wave can be obtained based on the scattered wave in the tracing window pane.
在操作S104,将散射强度在时间域上进行积分,得到积分结果。In operation S104, the scattered intensity is integrated in the time domain to obtain an integration result.
根据本公开的实施例,可以将散射波的散射强度在时间域进行积分,得到积分结果,根据地震波在地下断层的传播特点,积分结果可以表示待识别地下断层的区域的地下断层的散射波强度分布。According to an embodiment of the present disclosure, the scattering intensity of the scattered wave can be integrated in the time domain to obtain an integrated result. According to the propagation characteristics of seismic waves in underground faults, the integrated result can represent the scattered wave intensity distribution of the underground fault in the area where the underground fault is to be identified.
在操作S105,根据积分结果以及光纤地震仪的光纤分布,确定地下断层的位置。In operation S105, the location of the underground fault is determined according to the integration result and the fiber distribution of the fiber optic seismograph.
根据本公开的实施例,积分结果中散射波较强的位置,可以是由地下断层引起的,根据光纤地震仪的光纤分布,确定与散射波的位置对应的光纤位置,将其确定为地下断层的位置。According to an embodiment of the present disclosure, the position where the scattered wave is stronger in the integration result may be caused by an underground fault. According to the fiber distribution of the fiber optic seismograph, the fiber position corresponding to the position of the scattered wave is determined and determined as the position of the underground fault.
根据本公开的实施例,因为采用了获取由光纤地震仪记录的地震数据,其中,光纤地震仪的光纤分布在待识别地下断层的区域;将地震数据进行频率波数滤波,得到滤除直达波信号数据和噪声信号数据的散射波数据;利用溯源窗格在散射波数据的波形图中确定所有散射波的散射强度;将散射强度在时间域上进行积分,得到积分结果;根据积分结果以及光纤地震仪的光纤分布,确定地下断层的位置的技术手段,可以利用溯源窗格根据滤除直达波信号数据和噪声信号数据的散射波数据,不需要进行复杂的数据处理就可以确定所有散射波的散射强度,进而根据散射波的散射强度确定光纤地震仪的光纤分布范围内地下断层的位置,简单快捷,并可以精准的定位到地下断层的位置,所以至少部分地克服了在相关技术中,检测地下断层位置的方法需要进行复杂的数据处理,耗时较长,并且无法普及的技术问题,并且对较小的地下断层和盲断层具有同等检测能力,成本低廉便于推广。According to the embodiments of the present disclosure, a method is adopted to obtain seismic data recorded by a fiber optic seismograph, wherein the optical fiber of the fiber optic seismograph is distributed in the area of the underground fault to be identified; the seismic data is subjected to frequency wavenumber filtering to obtain scattered wave data after filtering out direct wave signal data and noise signal data; the scattering intensity of all scattered waves is determined in the waveform diagram of the scattered wave data using a tracing pane; the scattering intensity is integrated in the time domain to obtain an integrated result; and a technical means for determining the position of the underground fault according to the integrated result and the optical fiber distribution of the fiber optic seismograph is used. The scattering intensity of all scattered waves can be determined based on the scattered wave data after filtering out the direct wave signal data and the noise signal data using the tracing pane, without the need for complex data processing, and then the position of the underground fault within the optical fiber distribution range of the fiber optic seismograph is determined based on the scattering intensity of the scattered wave. This method is simple and fast, and the position of the underground fault can be accurately located. Therefore, the method at least partially overcomes the technical problems in the related art that the method for detecting the position of the underground fault requires complex data processing, is time-consuming, and cannot be popularized. The method has the same detection capability for smaller underground faults and blind faults, is low-cost and easy to promote.
根据本公开的实施例,在将地震数据进行频率波数滤波,得到滤除直达波信号数据和噪声信号数据的散射波数据之前,上述方法还包括:According to an embodiment of the present disclosure, before performing frequency wavenumber filtering on the seismic data to obtain scattered wave data from which direct wave signal data and noise signal data are filtered out, the method further includes:
确定地震数据中的激波噪声数据,其中,激波噪声数据是由非地震波引起的噪声数据;Determining shock wave noise data in the seismic data, wherein the shock wave noise data is noise data caused by non-seismic waves;
对地震数据中的激波噪声数据进行修改,以消除激波噪声数据的影响。The shock wave noise data in the seismic data is modified to eliminate the influence of the shock wave noise data.
根据本公开的实施例,在地震数据的波形中,会存在突然出现异常的波形,可能是由于例如老鼠、虫子等动物突然经过光纤附近造成的,也可能是由于光纤地震仪自身引起的,我们将这些不是地震波引起的噪声数据定义为激波噪声数据。According to the embodiments of the present disclosure, in the waveform of seismic data, there may be sudden abnormal waveforms, which may be caused by animals such as mice and insects suddenly passing near the optical fiber, or may be caused by the fiber optic seismometer itself. We define these noise data that are not caused by seismic waves as shock wave noise data.
根据本公开的实施例,将地震数据中某一采样点的所有通道的数据统一考虑,定义每一点的区域偏差d1,d2分别为该采样点与左右相邻的采样点的地震数据的差的绝对值。统计学中常使用3σ原则,将统计均值上下三个标准差为阈值来衡量异常值。我们参照其思想,引入一种比标准差更能适应数据集中异常值的鲁棒性测量,即绝对中位偏差(Median Absolute Deviation,MAD)。将区域偏差d大于区域偏差中位值5倍MAD的数据点标记为异常值,并根据激波噪声数据在单道出现、无连续性的特征,对地震数据中的异常值作自动调整和筛选,确定激波噪声数据,然后将激波噪声数据修改为不会对地下断层造成影响的值,从而消除激波噪声数据的影响。According to the embodiment of the present disclosure, the data of all channels of a certain sampling point in the seismic data are considered uniformly, and the regional deviation of each point is defined. d 1 and d 2 are the absolute values of the difference between the seismic data of the sampling point and the adjacent sampling points on the left and right. The 3σ principle is often used in statistics, and the three standard deviations above and below the statistical mean are used as thresholds to measure outliers. Referring to its idea, we introduce a robust measurement that is more adaptable to outliers in the data set than the standard deviation, namely the Median Absolute Deviation (MAD). Data points with regional deviation d greater than 5 times the regional deviation median MAD are marked as outliers, and according to the characteristics of shock wave noise data appearing in a single channel and without continuity, the outliers in the seismic data are automatically adjusted and screened to determine the shock wave noise data, and then the shock wave noise data is modified to a value that will not affect the underground fault, thereby eliminating the impact of the shock wave noise data.
根据本公开的实施例,其中,确定地震数据中的激波噪声数据,包括:According to an embodiment of the present disclosure, determining shock wave noise data in seismic data includes:
根据地震数据的各个采样点的位置,选取预定数量的参考数据;Selecting a predetermined number of reference data according to the positions of each sampling point of the seismic data;
在采样点的地震数据的应变率振幅与参考数据应变率振幅的比值大于预设阈值的情况下,将采样点的地震数据确定为激波噪声数据。When the ratio of the strain rate amplitude of the seismic data at the sampling point to the strain rate amplitude of the reference data is greater than a preset threshold, the seismic data at the sampling point is determined to be shock wave noise data.
根据本公开的实施例,预定数量可以是5道,例如,针对采样点的位置,可以选用其左右5道的同一采样点形成一组参考数据。According to an embodiment of the present disclosure, the predetermined number may be 5 channels. For example, with respect to the position of a sampling point, the same sampling point in the 5 channels to the left and right of the sampling point may be selected to form a set of reference data.
根据本公开的实施例,可以用采样点的地震数据除以参考数据中的最大值的应变率振幅,得到一个比值,可以设置预定阈值为2,在比值大于2的情况下,将采样点的地震数据确定为激波噪声数据,即采样点的应变率振幅大于参考数据组中最大值的2倍。According to an embodiment of the present disclosure, the seismic data of the sampling point can be divided by the strain rate amplitude of the maximum value in the reference data to obtain a ratio, and the predetermined threshold can be set to 2. When the ratio is greater than 2, the seismic data of the sampling point is determined to be shock wave noise data, that is, the strain rate amplitude of the sampling point is greater than 2 times the maximum value in the reference data group.
根据本公开的实施例,在采样点的位置是无法选取预定数量的位置的情况下,可以将该采样点的数据舍弃,这是因为光纤一般分布的较广,采样点的间隔一般为几米一个,通常也不会造成影响。According to an embodiment of the present disclosure, when a predetermined number of sampling points cannot be selected, the data of the sampling point can be discarded. This is because optical fibers are generally distributed widely and the intervals between sampling points are generally a few meters, which usually does not cause any impact.
根据本公开的实施例,其中,对地震数据中的激波噪声数据进行修改,以消除激波噪声数据的影响,包括:According to an embodiment of the present disclosure, the shock wave noise data in the seismic data is modified to eliminate the influence of the shock wave noise data, including:
基于与激波噪声数据相邻的采样点获取的地震数据,对地震数据中的激波噪声数据进行修改,以消除激波噪声数据的影响。Based on the seismic data acquired from the sampling points adjacent to the shock wave noise data, the shock wave noise data in the seismic data is modified to eliminate the influence of the shock wave noise data.
根据本公开的实施例,可以在确定激波噪声数据的情况下,获取与激波噪声数据的采样点相邻的采样点的数据,进行插值代替激波噪声数据的测量值。According to an embodiment of the present disclosure, when the shock wave noise data is determined, data of sampling points adjacent to the sampling points of the shock wave noise data may be acquired, and interpolation may be performed to replace the measured value of the shock wave noise data.
根据本公开的实施例,其中,利用溯源窗格在散射波数据的波形图中确定所有散射波的散射强度,包括:According to an embodiment of the present disclosure, determining the scattering intensity of all scattered waves in a waveform diagram of scattered wave data using a source tracing pane includes:
利用溯源窗格在散射波数据的波形图中确定所有散射源;Use the Source Trace pane to identify all scattering sources in the waveform graph of the scattered wave data;
对于每个散射源:For each scatter source:
将散射源两侧的其他散射源按照预设视速度倾斜叠加,得到两个表征散射波场单向传播的列向量;The other scattering sources on both sides of the scattering source are superimposed at a preset apparent velocity to obtain two column vectors representing the unidirectional propagation of the scattering wave field;
基于两个列向量的点乘结果,确定散射波的散射强度。Based on the dot product result of the two column vectors, the scattering intensity of the scattered wave is determined.
图3示意性示出了溯源窗格在地震数据的波形图中的形态的示意图。FIG3 schematically shows a schematic diagram of the appearance of a source tracing pane in a waveform diagram of seismic data.
如图3所示,该溯源窗格以波形图上某一点为假定的散射源,在体波尾波到达光纤的阶段,设定散射源持续向外散射面波的时长为t,采样点的数量nt=dt*fs,其中,dt为采样点的间隔,fs为采样频率,设定散射面波在衰减前沿光纤轴向朝两侧传播距离为x,每侧检测到散射面波的通道数nx=x/dx,dx为同一采样点的通道间隔。约束散射面波的视速度在一定范围内(一般为100~1000m/s),选取散射源散射开始后nt个采样点,将散射源左右nx个通道记录的波场数据按照某一假定的视速度倾斜叠加,得到两个表征散射波场单向传播的列向量。将这两个表征散射波场单向传播的列向量的点乘结果作为散射波在假定视速度下的散射强度。对约束范围内的散射波视速度进行遍历,搜索散射强度最高的溯源结果作为该点的散射强度。As shown in Figure 3, the source tracing pane takes a certain point on the waveform as an assumed scattering source. When the body wave coda reaches the optical fiber, the duration of the scattering source continuously scattering the surface wave outward is set to t, the number of sampling points is n t = d t * f s , where d t is the interval of the sampling points, and f s is the sampling frequency. The propagation distance of the scattered surface wave from the optical fiber axis to both sides before the attenuation front is set to x, and the number of channels on each side where the scattered surface wave is detected is n x = x/d x , where d x is the channel interval of the same sampling point. The apparent velocity of the scattered surface wave is constrained to be within a certain range (generally 100 to 1000 m/s), and n t sampling points are selected after the scattering source starts scattering. The wave field data recorded by the n x channels on the left and right of the scattering source are tilted and superimposed according to a certain assumed apparent velocity to obtain two column vectors representing the unidirectional propagation of the scattered wave field. The point product of the two column vectors representing the unidirectional propagation of the scattered wave field is used as the scattering intensity of the scattered wave at the assumed apparent velocity. The apparent velocities of the scattered waves within the constraint range are traversed, and the tracing result with the highest scattering intensity is searched as the scattering intensity of the point.
根据本公开的实施例,在地震数据的波形图两侧扩充与溯源窗格等宽的地震数据点后,使用溯源窗格对经过频率波数滤波后的散射波数据进行扫描,得到单次地震事件的散射强度。如图4所示。According to an embodiment of the present disclosure, after expanding seismic data points of the same width as the source tracing pane on both sides of the waveform graph of seismic data, the source tracing pane is used to scan the scattered wave data after frequency wave number filtering to obtain the scattering intensity of a single seismic event, as shown in FIG4 .
图4示意性示出了单次地震事件的地震数据中的散射波的散射强度与积分结果的示意图。FIG. 4 schematically shows a schematic diagram of the scattering intensity and integration result of the scattered waves in the seismic data of a single seismic event.
如图4所示,散射强度图401示出了单次地震事件的地震数据中的散射波的散射强度,积分结果图402示出了根据散射强度图401在时间域上的积分结果。在积分结果图402中,显示三个显著的峰,推断为该地区与光纤相交的三个地下断层。可以根据的地震数据中体波到光纤采样点的时间信息,对P波尾波和S波尾波范围内的地震波形分别进行扫描,得可分析性更强的两类体波尾波的散射强度分布。As shown in Fig. 4, scattering intensity graph 401 shows the scattering intensity of the scattered waves in the seismic data of a single earthquake event, and integral result graph 402 shows the integral result in the time domain according to scattering intensity graph 401. In integral result graph 402, three significant peaks are shown, which are inferred to be three underground faults intersecting with the optical fiber in the region. According to the time information from the body wave to the optical fiber sampling point in the seismic data, the seismic waveforms within the range of the P-wave coda and the S-wave coda can be scanned respectively to obtain the scattering intensity distribution of the two types of body wave coda waves with stronger analyzability.
图5示意性示出了多次地震事件的地震数据中的散射波的散射强度与积分结果的示意图。FIG5 schematically shows a schematic diagram of the scattering intensity and integration results of scattered waves in seismic data of multiple seismic events.
如图5所示,散射强度图501示出了与图4中的单次地震事件的地震数据的采样点相同的154次地震事件的地震数据中的散射波的散射强度,积分结果图502示出了根据散射强度图501在时间域上的积分结果。在积分结果图502中,同样显示三个显著的峰,推断为该地区与光纤相交的三个地下断层,三个地下断层的位置与某地地质调查局第四纪断层和褶皱数据库的结果基本对应,与针对同一地区的地震学研究一致。As shown in Fig. 5, scattering intensity graph 501 shows the scattering intensity of scattered waves in the seismic data of 154 seismic events with the same sampling points as the seismic data of a single seismic event in Fig. 4, and integration result graph 502 shows the integration result in the time domain according to scattering intensity graph 501. In integration result graph 502, three significant peaks are also shown, which are inferred to be three underground faults intersecting with the optical fiber in the region, and the positions of the three underground faults are basically corresponding to the results of the Quaternary fault and fold database of a certain geological survey bureau, which is consistent with the seismological research on the same region.
结合图4和图5的结果,可以得知本公开实施例所提供的地下断层的检测方法得到的地下断层位置真实准确,与实际相符,对根据数据质量较好的单次地震事件的地震数据确定地下断层的位置也具有一定精度和可靠性;使用数据集中多次地震事件进行检测,可获取更精确且平滑的结果;检测结果较小的标准差说明本方法具有良好的鲁棒性、稳定性。Combining the results of Figures 4 and 5, it can be seen that the underground fault location obtained by the underground fault detection method provided in the embodiment of the present disclosure is true and accurate, consistent with the actual situation, and also has a certain accuracy and reliability for determining the location of the underground fault based on the seismic data of a single earthquake event with good data quality; using multiple earthquake events in the data set for detection can obtain more accurate and smooth results; the small standard deviation of the detection results shows that this method has good robustness and stability.
根据本公开的实施例,其中,将地震数据进行频率波数滤波,得到滤除直达波信号数据和噪声信号数据的散射波数据,包括:According to an embodiment of the present disclosure, frequency wavenumber filtering is performed on seismic data to obtain scattered wave data from which direct wave signal data and noise signal data are filtered out, including:
将距离时间域中的地震数据通过傅里叶变换转换至频率波数域中;The seismic data in the distance-time domain are converted into the frequency-wavenumber domain by Fourier transformation;
利用预设参数对地震数据中的直达波信号与噪声信号进行滤除,得到频率波数域中的散射波数据;The direct wave signal and the noise signal in the seismic data are filtered out using preset parameters to obtain the scattered wave data in the frequency wave number domain;
将频率波数域中的散射波数据反变化得到距离时间域的散射波数据。The scattered wave data in the frequency-wavenumber domain are inversely transformed to obtain the scattered wave data in the distance-time domain.
根据本公开的实施例,弹性波波场存在距离-时间(x-t)域和频率-波数(f-k)域两种表达形式,两者之间等价并可以互相转化。对于通过分布式光纤等间距测量的地震数据,其波形图即离散的x-t域的波场。According to the embodiments of the present disclosure, the elastic wave field has two expressions: the distance-time (x-t) domain and the frequency-wavenumber (f-k) domain, which are equivalent and can be converted into each other. For seismic data measured by distributed optical fiber with equal spacing, its waveform is the wave field in the discrete x-t domain.
图6示意性示出了地震数据从距离时间域转换至频率波数域进行滤波的示意图。FIG6 schematically shows a schematic diagram of converting seismic data from the range-time domain to the frequency-wavenumber domain for filtering.
如图6所示,可以使用二维快速傅里叶变换,将初始距离时间域波形图601从x-t域转化至初始频率波数域频谱图602中。在初始频率波数域频谱图602的f-k域的频谱中,横轴对应于地震波的频率,纵轴对应于地震波的波数。由于波数k=2π/λ,波速v=λ·f=2πf/λ,因而f-k谱的斜率对应于地震波在光纤轴向的视速度。可以通过自定义参数或默认参数将需要滤除的信号置零,即利用预设参数对地震数据中的直达波信号与噪声信号进行滤除,得到目标频率波数域频谱图603,再将频率波数域中的目标频率波数域频谱图603进行反变换回x-t域,得到滤除直达波和噪声信号、保留散射波的目标距离时间域波形图604。As shown in FIG6 , a two-dimensional fast Fourier transform can be used to transform the initial distance time domain waveform 601 from the x-t domain to the initial frequency wave number domain spectrum 602. In the spectrum of the f-k domain of the initial frequency wave number domain spectrum 602, the horizontal axis corresponds to the frequency of the seismic wave, and the vertical axis corresponds to the wave number of the seismic wave. Since the wave number k = 2π/λ, the wave velocity v = λ·f = 2πf/λ, and the slope of the f-k spectrum corresponds to the apparent velocity of the seismic wave in the optical fiber axis. The signal to be filtered can be set to zero by custom parameters or default parameters, that is, the direct wave signal and the noise signal in the seismic data are filtered out by using preset parameters to obtain the target frequency wave number domain spectrum 603, and then the target frequency wave number domain spectrum 603 in the frequency wave number domain is inversely transformed back to the x-t domain to obtain the target distance time domain waveform 604 in which the direct wave and the noise signal are filtered out and the scattered wave is retained.
根据本公开的实施例,将地震数据中的直达波信号和噪声信号进行滤除,可以有效消除直达波信号以及噪声信号对确定地下断层位置的影响,能够准确的确定地下断层的位置。According to the embodiments of the present disclosure, the direct wave signal and the noise signal in the seismic data are filtered out, which can effectively eliminate the influence of the direct wave signal and the noise signal on the determination of the underground fault location, and can accurately determine the location of the underground fault.
根据本公开的实施例,在将距离时间域中的地震数据通过傅里叶变换转换至频率波数域中之前,上述方法还包括:According to an embodiment of the present disclosure, before converting the seismic data in the range-time domain into the frequency-wavenumber domain by Fourier transform, the method further includes:
对地震数据进行归一化处理,得到归一化地震数据;Normalizing the seismic data to obtain normalized seismic data;
对归一化地震数据的波形图的边缘波形进行波形尖灭,以减少因边缘波形出现的假信号。The edge waveforms of the waveform diagram of the normalized seismic data are subjected to waveform pinching to reduce false signals caused by the edge waveforms.
根据本公开的实施例,为了减小计算量,可以在将距离时间域中的地震数据通过傅里叶变换转换至频率波数域中之前,对地震数据进行归一化处理,得到归一化地震数据,例如,可以使用z分数(Z-score)方法对数据进行归一化处理,得到归一化地震数据。According to an embodiment of the present disclosure, in order to reduce the amount of calculation, the seismic data in the distance-time domain can be normalized before being converted into the frequency-wavenumber domain through Fourier transform to obtain normalized seismic data. For example, the z-score method can be used to normalize the data to obtain normalized seismic data.
根据本公开的实施例,由于归一化地震数据的波形图的边缘值可能会较大,从而导致假信号出现,因此,可以对归一化地震数据的波形图的边缘波形进行波形尖灭。例如,可以使用1/2余弦函数分别对波形图的上下侧(时间域)边缘和左右侧(空间域)边缘进行波形尖灭。According to an embodiment of the present disclosure, since the edge value of the waveform graph of normalized seismic data may be large, thereby causing a false signal to appear, the edge waveform of the waveform graph of normalized seismic data may be subjected to waveform pinching-out. For example, a 1/2 cosine function may be used to perform waveform pinching-out on the upper and lower edges (time domain) and the left and right edges (spatial domain) of the waveform graph, respectively.
图7示意性示出了根据本公开的实施例的基于分布式光纤声波传感的地下断层自动检测装置的框图。FIG7 schematically shows a block diagram of an automatic underground fault detection device based on distributed optical fiber acoustic wave sensing according to an embodiment of the present disclosure.
如图7所示,基于分布式光纤声波传感的地下断层自动检测装置700包括获取模块710、第一得到模块720、第一确定模块730、第二得到模块740和第二确定模块750。As shown in FIG. 7 , the automatic detection device 700 for underground faults based on distributed optical fiber acoustic wave sensing includes an acquisition module 710 , a first obtaining module 720 , a first determining module 730 , a second obtaining module 740 and a second determining module 750 .
获取模块710,用于获取由光纤地震仪记录的地震数据,其中,光纤地震仪的光纤分布在待识别地下断层的区域;An acquisition module 710 is used to acquire seismic data recorded by a fiber optic seismograph, wherein the optical fiber of the fiber optic seismograph is distributed in an area of the underground fault to be identified;
第一得到模块720,用于将地震数据进行频率波数滤波,得到滤除直达波信号数据和噪声信号数据的散射波数据;The first obtaining module 720 is used to perform frequency wavenumber filtering on the seismic data to obtain scattered wave data after filtering out direct wave signal data and noise signal data;
第一确定模块730,用于利用溯源窗格在散射波数据的波形图中确定所有散射波的散射强度;A first determination module 730 is used to determine the scattering intensity of all scattered waves in the waveform diagram of the scattered wave data by using the traceability pane;
第二得到模块740,用于将散射强度在时间域上进行积分,得到积分结果;A second obtaining module 740 is used to integrate the scattering intensity in the time domain to obtain an integration result;
第二确定模块750,用于根据积分结果以及光纤地震仪的光纤分布,确定地下断层的位置。The second determination module 750 is used to determine the location of the underground fault according to the integration result and the fiber distribution of the fiber optic seismograph.
根据本公开的实施例,上述装置还包括:According to an embodiment of the present disclosure, the above device further includes:
第三确定模块,用于在将地震数据进行频率波数滤波,得到滤除直达波信号数据和噪声信号数据的散射波数据之前,确定地震数据中的激波噪声数据,其中,激波噪声数据是由非地震波引起的噪声数据;A third determination module is used to determine shock wave noise data in the seismic data before performing frequency wave number filtering on the seismic data to obtain scattered wave data from which direct wave signal data and noise signal data are filtered out, wherein the shock wave noise data is noise data caused by non-seismic waves;
修改模块,用于对地震数据中的激波噪声数据进行修改,以消除激波噪声数据的影响。The modification module is used to modify the shock wave noise data in the seismic data to eliminate the influence of the shock wave noise data.
根据本公开的实施例,其中,用于确定地震数据中的激波噪声数据的第三确定模块包括:According to an embodiment of the present disclosure, the third determination module for determining shock noise data in seismic data includes:
第一确定单元,用于根据地震数据的各个采样点的位置,选取预定数量的参考数据;A first determining unit is used to select a predetermined number of reference data according to the positions of each sampling point of the seismic data;
第二确定单元,用于在采样点的地震数据的应变率振幅与参考数据应变率振幅的比值大于预设阈值的情况下,将采样点的地震数据确定为激波噪声数据。The second determination unit is configured to determine the seismic data at the sampling point as shock wave noise data when the ratio of the strain rate amplitude of the seismic data at the sampling point to the strain rate amplitude of the reference data is greater than a preset threshold.
根据本公开的实施例,其中,用于对地震数据中的激波噪声数据进行修改,以消除激波噪声数据的影响的修改模块包括:According to an embodiment of the present disclosure, a modification module for modifying shock wave noise data in seismic data to eliminate the influence of the shock wave noise data includes:
修改单元,用于基于与激波噪声数据相邻的采样点获取的地震数据,对地震数据中的激波噪声数据进行修改,以消除激波噪声数据的影响。The modification unit is used to modify the shock wave noise data in the seismic data based on the seismic data acquired from the sampling points adjacent to the shock wave noise data, so as to eliminate the influence of the shock wave noise data.
根据本公开的实施例,其中,用于利用溯源窗格在散射波数据的波形图中确定所有散射波的散射强度的第一确定模块包括:According to an embodiment of the present disclosure, the first determination module for determining the scattering intensity of all scattered waves in the waveform diagram of scattered wave data by using the source tracing pane includes:
第三确定单元,用于利用溯源窗格在散射波数据的波形图中确定所有散射源;A third determining unit is used to determine all scattering sources in the waveform diagram of the scattered wave data by using the source tracing pane;
对于每个散射源:For each scatter source:
将散射源两侧的其他散射源按照预设视速度倾斜叠加,得到两个表征散射波场单向传播的列向量;The other scattering sources on both sides of the scattering source are superimposed at a preset apparent velocity to obtain two column vectors representing the unidirectional propagation of the scattering wave field;
基于两个列向量的点乘结果,确定散射波的散射强度。Based on the dot product result of the two column vectors, the scattering intensity of the scattered wave is determined.
根据本公开的实施例,其中,用于将地震数据进行频率波数滤波,得到滤除直达波信号数据和噪声信号数据的散射波数据的第一得到模块包括:According to an embodiment of the present disclosure, the first obtaining module for performing frequency wavenumber filtering on seismic data to obtain scattered wave data from which direct wave signal data and noise signal data are filtered out includes:
第一得到单元,用于将距离时间域中的地震数据通过傅里叶变换转换至频率波数域中;A first obtaining unit is used to convert the seismic data in the distance time domain into the frequency wave number domain through Fourier transformation;
第二得到单元,用于利用预设参数对地震数据中的直达波信号与噪声信号进行滤除,得到频率波数域中的散射波数据;The second obtaining unit is used to filter the direct wave signal and the noise signal in the seismic data by using preset parameters to obtain the scattered wave data in the frequency wave number domain;
第三得到单元,用于将频率波数域中的散射波数据反变化得到距离时间域的散射波数据。The third obtaining unit is used to inversely transform the scattered wave data in the frequency wave number domain to obtain the scattered wave data in the distance time domain.
根据本公开的实施例,上述装置还包括:According to an embodiment of the present disclosure, the above device further includes:
归一化模块,用于在将距离时间域中的地震数据通过傅里叶变换转换至频率波数域中之前,对地震数据进行归一化处理,得到归一化地震数据;A normalization module is used to normalize the seismic data in the distance time domain before converting the seismic data in the frequency wave number domain through Fourier transform to obtain normalized seismic data;
波形尖灭模块,用于对归一化地震数据的波形图的边缘波形进行波形尖灭,以减少因边缘波形出现的假信号。The waveform pinch-out module is used to pinch out the edge waveforms of the waveform diagram of normalized seismic data to reduce false signals caused by edge waveforms.
根据本公开的实施例的模块、子模块、单元、子单元中的任意多个、或其中任意多个的至少部分功能可以在一个模块中实现。根据本公开实施例的模块、子模块、单元、子单元中的任意一个或多个可以被拆分成多个模块来实现。根据本公开实施例的模块、子模块、单元、子单元中的任意一个或多个可以至少被部分地实现为硬件电路,例如现场可编程门阵列(FPGA)、可编程逻辑阵列(PLA)、片上系统、基板上的系统、封装上的系统、专用集成电路(ASIC),或可以通过对电路进行集成或封装的任何其他的合理方式的硬件或固件来实现,或以软件、硬件以及固件三种实现方式中任意一种或以其中任意几种的适当组合来实现。或者,根据本公开实施例的模块、子模块、单元、子单元中的一个或多个可以至少被部分地实现为计算机程序模块,当该计算机程序模块被运行时,可以执行相应的功能。According to the embodiments of the present invention, any one or more of the modules, submodules, units, and subunits, or at least part of the functions of any one of them can be implemented in one module. According to the embodiments of the present invention, any one or more of the modules, submodules, units, and subunits can be split into multiple modules for implementation. According to the embodiments of the present invention, any one or more of the modules, submodules, units, and subunits can be at least partially implemented as hardware circuits, such as field programmable gate arrays (FPGAs), programmable logic arrays (PLAs), systems on chips, systems on substrates, systems on packages, application specific integrated circuits (ASICs), or can be implemented by hardware or firmware in any other reasonable way of integrating or packaging the circuit, or implemented in any one of the three implementation methods of software, hardware, and firmware, or in any appropriate combination of any of them. Alternatively, according to the embodiments of the present invention, one or more of the modules, submodules, units, and subunits can be at least partially implemented as computer program modules, and when the computer program modules are run, the corresponding functions can be performed.
例如,获取模块710、第一得到模块720、第一确定模块730、第二得到模块740和第二确定模块750中的任意多个可以合并在一个模块/单元/子单元中实现,或者其中的任意一个模块/单元/子单元可以被拆分成多个模块/单元/子单元。或者,这些模块/单元/子单元中的一个或多个模块/单元/子单元的至少部分功能可以与其他模块/单元/子单元的至少部分功能相结合,并在一个模块/单元/子单元中实现。根据本公开的实施例,获取模块710、第一得到模块720、第一确定模块730、第二得到模块740和第二确定模块750中的至少一个可以至少被部分地实现为硬件电路,例如现场可编程门阵列(FPGA)、可编程逻辑阵列(PLA)、片上系统、基板上的系统、封装上的系统、专用集成电路(ASIC),或可以通过对电路进行集成或封装的任何其他的合理方式等硬件或固件来实现,或以软件、硬件以及固件三种实现方式中任意一种或以其中任意几种的适当组合来实现。或者,获取模块710、第一得到模块720、第一确定模块730、第二得到模块740和第二确定模块750中的至少一个可以至少被部分地实现为计算机程序模块,当该计算机程序模块被运行时,可以执行相应的功能。For example, any of the acquisition module 710, the first acquisition module 720, the first determination module 730, the second acquisition module 740 and the second determination module 750 can be combined in one module/unit/subunit for implementation, or any of the modules/units/subunits can be split into multiple modules/units/subunits. Alternatively, at least part of the functions of one or more modules/units/subunits in these modules/units/subunits can be combined with at least part of the functions of other modules/units/subunits and implemented in one module/unit/subunit. According to an embodiment of the present disclosure, at least one of the acquisition module 710, the first acquisition module 720, the first determination module 730, the second acquisition module 740 and the second determination module 750 can be at least partially implemented as a hardware circuit, such as a field programmable gate array (FPGA), a programmable logic array (PLA), a system on a chip, a system on a substrate, a system on a package, an application specific integrated circuit (ASIC), or can be implemented by hardware or firmware such as any other reasonable way of integrating or packaging the circuit, or by any one of the three implementation methods of software, hardware and firmware or by a suitable combination of any of them. Alternatively, at least one of the acquisition module 710, the first obtaining module 720, the first determining module 730, the second obtaining module 740 and the second determining module 750 may be at least partially implemented as a computer program module, which may perform a corresponding function when executed.
需要说明的是,本公开的实施例中基于分布式光纤声波传感的地下断层自动检测装置部分与本公开的实施例中基于分布式光纤声波传感的地下断层自动检测方法部分是相对应的,基于分布式光纤声波传感的地下断层自动检测装置部分的描述具体参考基于分布式光纤声波传感的地下断层自动检测方法部分,在此不再赘述。It should be noted that the part of the automatic detection device for underground faults based on distributed optical fiber acoustic wave sensing in the embodiments of the present disclosure corresponds to the part of the automatic detection method for underground faults based on distributed optical fiber acoustic wave sensing in the embodiments of the present disclosure. The description of the part of the automatic detection device for underground faults based on distributed optical fiber acoustic wave sensing specifically refers to the part of the automatic detection method for underground faults based on distributed optical fiber acoustic wave sensing, which will not be repeated here.
图8示意性示出了根据本公开实施例的适于实现上文描述的基于分布式光纤声波传感的地下断层自动检测方法的电子设备的框图。图8示出的电子设备仅仅是一个示例,不应对本公开实施例的功能和使用范围带来任何限制。Figure 8 schematically shows a block diagram of an electronic device suitable for implementing the above-described method for automatic detection of underground faults based on distributed optical fiber acoustic wave sensing according to an embodiment of the present disclosure. The electronic device shown in Figure 8 is only an example and should not bring any limitation to the functions and scope of use of the embodiment of the present disclosure.
如图8所示,根据本公开实施例的电子设备800包括处理器801,其可以根据存储在只读存储器(ROM)802中的程序或者从存储部分808加载到随机访问存储器(RAM)803中的程序而执行各种适当的动作和处理。处理器801例如可以包括通用微处理器(例如CPU)、指令集处理器和/或相关芯片组和/或专用微处理器(例如,专用集成电路(ASIC)),等等。处理器801还可以包括用于缓存用途的板载存储器。处理器801可以包括用于执行根据本公开实施例的方法流程的不同动作的单一处理单元或者是多个处理单元。As shown in Figure 8, the electronic device 800 according to the embodiment of the present disclosure includes a processor 801, which can perform various appropriate actions and processes according to the program stored in the read-only memory (ROM) 802 or the program loaded from the storage part 808 to the random access memory (RAM) 803. The processor 801 may include, for example, a general-purpose microprocessor (such as a CPU), an instruction set processor and/or a related chipset and/or a special-purpose microprocessor (for example, an application-specific integrated circuit (ASIC)), etc. The processor 801 may also include an onboard memory for caching purposes. The processor 801 may include a single processing unit or multiple processing units for performing different actions of the method flow according to the embodiment of the present disclosure.
在RAM 803中,存储有电子设备800操作所需的各种程序和数据。处理器801、ROM802以及RAM 803通过总线804彼此相连。处理器801通过执行ROM 802和/或RAM 803中的程序来执行根据本公开实施例的方法流程的各种操作。需要注意,所述程序也可以存储在除ROM802和RAM 803以外的一个或多个存储器中。处理器801也可以通过执行存储在所述一个或多个存储器中的程序来执行根据本公开实施例的方法流程的各种操作。In RAM 803, various programs and data required for the operation of electronic device 800 are stored. Processor 801, ROM 802 and RAM 803 are connected to each other via bus 804. Processor 801 performs various operations of the method flow according to the embodiment of the present disclosure by executing the program in ROM 802 and/or RAM 803. It should be noted that the program can also be stored in one or more memories other than ROM 802 and RAM 803. Processor 801 can also perform various operations of the method flow according to the embodiment of the present disclosure by executing the program stored in the one or more memories.
根据本公开的实施例,电子设备800还可以包括输入/输出(I/O)接口805,输入/输出(I/O)接口805也连接至总线804。系统800还可以包括连接至I/O接口805的以下部件中的一项或多项:包括键盘、鼠标等的输入部分806;包括诸如阴极射线管(CRT)、液晶显示器(LCD)等以及扬声器等的输出部分807;包括硬盘等的存储部分808;以及包括诸如LAN卡、调制解调器等的网络接口卡的通信部分809。通信部分809经由诸如因特网的网络执行通信处理。驱动器810也根据需要连接至I/O接口805。可拆卸介质811,诸如磁盘、光盘、磁光盘、半导体存储器等等,根据需要安装在驱动器810上,以便于从其上读出的计算机程序根据需要被安装入存储部分808。According to an embodiment of the present disclosure, the electronic device 800 may further include an input/output (I/O) interface 805, which is also connected to the bus 804. The system 800 may further include one or more of the following components connected to the I/O interface 805: an input section 806 including a keyboard, a mouse, etc.; an output section 807 including a cathode ray tube (CRT), a liquid crystal display (LCD), etc., and a speaker, etc.; a storage section 808 including a hard disk, etc.; and a communication section 809 including a network interface card such as a LAN card, a modem, etc. The communication section 809 performs communication processing via a network such as the Internet. A drive 810 is also connected to the I/O interface 805 as needed. A removable medium 811, such as a magnetic disk, an optical disk, a magneto-optical disk, a semiconductor memory, etc., is installed on the drive 810 as needed, so that a computer program read therefrom is installed into the storage section 808 as needed.
根据本公开的实施例,根据本公开实施例的方法流程可以被实现为计算机软件程序。例如,本公开的实施例包括一种计算机程序产品,其包括承载在计算机可读存储介质上的计算机程序,该计算机程序包含用于执行流程图所示的方法的程序代码。在这样的实施例中,该计算机程序可以通过通信部分809从网络上被下载和安装,和/或从可拆卸介质811被安装。在该计算机程序被处理器801执行时,执行本公开实施例的系统中限定的上述功能。根据本公开的实施例,上文描述的系统、设备、装置、模块、单元等可以通过计算机程序模块来实现。According to an embodiment of the present disclosure, the method flow according to an embodiment of the present disclosure can be implemented as a computer software program. For example, an embodiment of the present disclosure includes a computer program product, which includes a computer program carried on a computer-readable storage medium, and the computer program contains a program code for executing the method shown in the flowchart. In such an embodiment, the computer program can be downloaded and installed from the network through the communication part 809, and/or installed from the removable medium 811. When the computer program is executed by the processor 801, the above-mentioned functions defined in the system of the embodiment of the present disclosure are executed. According to an embodiment of the present disclosure, the system, equipment, device, module, unit, etc. described above can be implemented by a computer program module.
本公开还提供了一种计算机可读存储介质,该计算机可读存储介质可以是上述实施例中描述的设备/装置/系统中所包含的;也可以是单独存在,而未装配入该设备/装置/系统中。上述计算机可读存储介质承载有一个或者多个程序,当上述一个或者多个程序被执行时,实现根据本公开实施例的方法。The present disclosure also provides a computer-readable storage medium, which may be included in the device/apparatus/system described in the above embodiments; or may exist independently without being assembled into the device/apparatus/system. The above computer-readable storage medium carries one or more programs, and when the above one or more programs are executed, the method according to the embodiment of the present disclosure is implemented.
根据本公开的实施例,计算机可读存储介质可以是非易失性的计算机可读存储介质。例如可以包括但不限于:便携式计算机磁盘、硬盘、随机访问存储器(RAM)、只读存储器(ROM)、可擦式可编程只读存储器(EPROM或闪存)、便携式紧凑磁盘只读存储器(CD-ROM)、光存储器件、磁存储器件、或者上述的任意合适的组合。在本公开中,计算机可读存储介质可以是任何包含或存储程序的有形介质,该程序可以被指令执行系统、装置或者器件使用或者与其结合使用。According to an embodiment of the present disclosure, the computer-readable storage medium may be a non-volatile computer-readable storage medium. For example, it may include, but is not limited to: a portable computer disk, a hard disk, a random access memory (RAM), a read-only memory (ROM), an erasable programmable read-only memory (EPROM or flash memory), a portable compact disk read-only memory (CD-ROM), an optical storage device, a magnetic storage device, or any suitable combination thereof. In the present disclosure, a computer-readable storage medium may be any tangible medium containing or storing a program that may be used by or in combination with an instruction execution system, apparatus, or device.
例如,根据本公开的实施例,计算机可读存储介质可以包括上文描述的ROM 802和/或RAM 803和/或ROM 802和RAM 803以外的一个或多个存储器。For example, according to an embodiment of the present disclosure, the computer-readable storage medium may include the ROM 802 and/or the RAM 803 described above and/or one or more memories other than the ROM 802 and the RAM 803 .
附图中的流程图和框图,图示了按照本公开各种实施例的系统、方法和计算机程序产品的可能实现的体系架构、功能和操作。在这点上,流程图或框图中的每个方框可以代表一个模块、程序段、或代码的一部分,上述模块、程序段、或代码的一部分包含一个或多个用于实现规定的逻辑功能的可执行指令。也应当注意,在有些作为替换的实现中,方框中所标注的功能也可以以不同于附图中所标注的顺序发生。例如,两个接连地表示的方框实际上可以基本并行地执行,它们有时也可以按相反的顺序执行,这依所涉及的功能而定。也要注意的是,框图或流程图中的每个方框、以及框图或流程图中的方框的组合,可以用执行规定的功能或操作的专用的基于硬件的系统来实现,或者可以用专用硬件与计算机指令的组合来实现。本领域技术人员可以理解,本公开的各个实施例和/或权利要求中记载的特征可以进行多种组合和/或结合,即使这样的组合或结合没有明确记载于本公开中。特别地,在不脱离本公开精神和教导的情况下,本公开的各个实施例和/或权利要求中记载的特征可以进行多种组合和/或结合。所有这些组合和/或结合均落入本公开的范围。The flowcharts and block diagrams in the accompanying drawings illustrate the possible architecture, functions and operations of the systems, methods and computer program products according to various embodiments of the present disclosure. In this regard, each box in the flowchart or block diagram may represent a module, a program segment, or a part of a code, and the above-mentioned module, program segment, or a part of the code contains one or more executable instructions for implementing the specified logical function. It should also be noted that in some alternative implementations, the functions marked in the box may also occur in an order different from that marked in the accompanying drawings. For example, two boxes represented in succession can actually be executed substantially in parallel, and they can sometimes be executed in the opposite order, depending on the functions involved. It should also be noted that each box in the block diagram or flowchart, and the combination of boxes in the block diagram or flowchart, can be implemented with a dedicated hardware-based system that performs the specified function or operation, or can be implemented with a combination of dedicated hardware and computer instructions. It can be understood by those skilled in the art that the features recorded in the various embodiments and/or claims of the present disclosure can be combined and/or combined in a variety of ways, even if such a combination or combination is not explicitly recorded in the present disclosure. In particular, without departing from the spirit and teaching of the present disclosure, the features described in the various embodiments and/or claims of the present disclosure may be combined and/or combined in a variety of ways. All of these combinations and/or combinations fall within the scope of the present disclosure.
以上对本公开的实施例进行了描述。但是,这些实施例仅仅是为了说明的目的,而并非为了限制本公开的范围。尽管在以上分别描述了各实施例,但是这并不意味着各个实施例中的措施不能有利地结合使用。本公开的范围由所附权利要求及其等同物限定。不脱离本公开的范围,本领域技术人员可以做出多种替代和修改,这些替代和修改都应落在本公开的范围之内。The embodiments of the present disclosure are described above. However, these embodiments are only for illustrative purposes and are not intended to limit the scope of the present disclosure. Although the embodiments are described above separately, this does not mean that the measures in the various embodiments cannot be used in combination to advantage. The scope of the present disclosure is defined by the attached claims and their equivalents. Without departing from the scope of the present disclosure, those skilled in the art may make a variety of substitutions and modifications, which should all fall within the scope of the present disclosure.
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