CN114779335B - Elastic wave direct envelope inversion method based on anisotropic total variation constraint - Google Patents

Elastic wave direct envelope inversion method based on anisotropic total variation constraint Download PDF

Info

Publication number
CN114779335B
CN114779335B CN202210336492.6A CN202210336492A CN114779335B CN 114779335 B CN114779335 B CN 114779335B CN 202210336492 A CN202210336492 A CN 202210336492A CN 114779335 B CN114779335 B CN 114779335B
Authority
CN
China
Prior art keywords
wave
envelope
velocity
inversion
elastic
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Expired - Fee Related
Application number
CN202210336492.6A
Other languages
Chinese (zh)
Other versions
CN114779335A (en
Inventor
张盼
韩立国
周奕秀
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Jilin University
Original Assignee
Jilin University
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Jilin University filed Critical Jilin University
Priority to CN202210336492.6A priority Critical patent/CN114779335B/en
Publication of CN114779335A publication Critical patent/CN114779335A/en
Application granted granted Critical
Publication of CN114779335B publication Critical patent/CN114779335B/en
Expired - Fee Related legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Images

Classifications

    • GPHYSICS
    • G01MEASURING; TESTING
    • G01VGEOPHYSICS; GRAVITATIONAL MEASUREMENTS; DETECTING MASSES OR OBJECTS; TAGS
    • G01V1/00Seismology; Seismic or acoustic prospecting or detecting
    • G01V1/28Processing seismic data, e.g. for interpretation or for event detection
    • G01V1/30Analysis
    • G01V1/303Analysis for determining velocity profiles or travel times
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01VGEOPHYSICS; GRAVITATIONAL MEASUREMENTS; DETECTING MASSES OR OBJECTS; TAGS
    • G01V2210/00Details of seismic processing or analysis
    • G01V2210/60Analysis
    • G01V2210/62Physical property of subsurface
    • G01V2210/622Velocity, density or impedance
    • G01V2210/6222Velocity; travel time

Landscapes

  • Engineering & Computer Science (AREA)
  • Remote Sensing (AREA)
  • Physics & Mathematics (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Acoustics & Sound (AREA)
  • Environmental & Geological Engineering (AREA)
  • Geology (AREA)
  • General Life Sciences & Earth Sciences (AREA)
  • General Physics & Mathematics (AREA)
  • Geophysics (AREA)
  • Geophysics And Detection Of Objects (AREA)

Abstract

本发明涉及一种基于各向异性全变分约束的弹性波直接包络反演方法,是通过各向异性全变分约束与弹性波直接包络反演获得弹性强散射介质的高精度纵、横波速度结构。首先,对弹性波场进行波场模式分解分别获得纵、横波场,计算包络场分别获得正传纵、横波包络场;然后,根据梯度表达式,可得到弹性波直接包络反演的纵、横波速度梯度,并可更新纵、横波速度模型;之后,对当前纵、横波速度模型施加各向异性全变分约束可得到约束后的纵、横波速度更新模型;最后,将各向异性全变分约束弹性波直接包络反演结果作为初始模型,进行各向异性全变分约束弹性波全波形反演可得到弹性强散射介质的高精度纵、横波速度模型。

Figure 202210336492

The invention relates to a direct elastic wave envelope inversion method based on anisotropic total variational constraints, which is to obtain high-precision longitudinal and Shear wave velocity structure. Firstly, the elastic wave field is decomposed into the wave field mode to obtain the longitudinal and transverse wave fields respectively, and the envelope field is calculated to obtain the forward longitudinal and transverse wave envelope fields respectively; then, according to the gradient expression, the elastic wave direct envelope inversion can be obtained The P-wave and S-wave velocity gradients can be used to update the P- and S-wave velocity models; after that, an anisotropic total variational constraint is applied to the current P- and S-wave velocity models to obtain the constrained P- and S-wave velocity update models; finally, the anisotropy The result of direct envelope inversion of fully variational constrained elastic waves is used as the initial model, and the high-precision longitudinal and shear wave velocity models of elastic strongly scattering media can be obtained by performing anisotropic full variational constrained elastic wave full waveform inversion.

Figure 202210336492

Description

基于各向异性全变分约束的弹性波直接包络反演方法Direct Envelope Inversion Method for Elastic Waves Based on Anisotropic Total Variation Constraint

技术领域Technical Field

本发明涉及一种在弹性波直接包络反演中施加各向异性全变分约束以提升强散射介质纵、横波速度结构反演效果的方法。The invention relates to a method for applying anisotropic total variation constraints in elastic wave direct envelope inversion to improve the inversion effect of longitudinal and transverse wave velocity structures of strong scattering media.

背景技术Background Art

强散射介质通常能够形成油气资源的良好封存介质,因此,强散射介质的高精度参数建模方法已经在勘探地球物理领域引起高度重视。全波形反演方法是目前勘探地震领域参数建模精度最高的方法,其能充分利用地震波场的运动学和动力学信息。近年来,人们希望利用全波形反演方法对实际勘探中遇到的强散射介质(如盐丘等)进行高精度参数建模,以提高强散射体及其屏蔽区的成像质量。但是,常规全波形反演方法基于波恩近似这一弱散射近似,且实际地震数据往往缺失有效低频信息,这使得直接利用常规全波形反演方法进行强散射介质的参数建模存在一定难度。近年来,国内外学者从不同角度对全波形反演的方法理论框架进行了改进,以适应强散射介质的参数反演,这些研究绝大多数均是基于声波介质,主要包括Laplace-Fourier域波形反演方法、标准设置方法、全变分约束方法、深度学习方法、以及直接包络反演方法等。关于弹性强散射介质的多参数建模研究仍处于起步探索阶段,现有方法对于弹性强散射体内部以及下方速度建模效果均不十分理想。总之,当前缺乏一种能够在低频数据缺失且无先验信息情况下对强散射介质进行高精度纵、横波速度建模的方法。Strong scattering media can usually form a good sealing medium for oil and gas resources. Therefore, high-precision parameter modeling methods for strong scattering media have attracted great attention in the field of exploration geophysics. The full waveform inversion method is currently the most accurate method for parameter modeling in the field of exploration seismic, which can make full use of the kinematic and dynamic information of the seismic wave field. In recent years, people hope to use the full waveform inversion method to perform high-precision parameter modeling on strong scattering media (such as salt domes) encountered in actual exploration, so as to improve the imaging quality of strong scatterers and their shielding areas. However, the conventional full waveform inversion method is based on the Born approximation, a weak scattering approximation, and the actual seismic data often lacks effective low-frequency information, which makes it difficult to directly use the conventional full waveform inversion method to perform parameter modeling of strong scattering media. In recent years, domestic and foreign scholars have improved the theoretical framework of the full waveform inversion method from different angles to adapt to the parameter inversion of strong scattering media. Most of these studies are based on acoustic wave media, mainly including the Laplace-Fourier domain waveform inversion method, the standard setting method, the total variation constraint method, the deep learning method, and the direct envelope inversion method. The research on multi-parameter modeling of strong elastic scattering media is still in its initial exploration stage, and the existing methods are not very ideal for modeling the velocity inside and below strong elastic scatterers. In short, there is currently a lack of a method that can perform high-precision longitudinal and transverse wave velocity modeling for strong scattering media in the absence of low-frequency data and without prior information.

直接包络反演方法能够在地震数据缺失低频且无先验信息情况下,对强散射介质进行大尺度参数建模,且其具有相对较高的计算效率。直接包络反演方法与全波形反演方法的最大区别是其定义了直接包络敏感核函数(区别于常规包络反演的波形敏感核函数),能够将低频包络数据扰动直接映射为强散射介质的大尺度参数扰动。但是,当前的弹性波直接包络反演方法在对弹性强散射介质进行纵、横波速度建模时,难以获得理想的强散射体内部速度信息,从而影响强散射体下边界及其下方的速度建模效果。The direct envelope inversion method can model large-scale parameters of strongly scattering media when low-frequency seismic data is missing and there is no prior information, and it has relatively high computational efficiency. The biggest difference between the direct envelope inversion method and the full waveform inversion method is that it defines a direct envelope sensitive kernel function (different from the waveform sensitive kernel function of conventional envelope inversion), which can directly map low-frequency envelope data perturbations to large-scale parameter perturbations of strongly scattering media. However, the current elastic wave direct envelope inversion method is difficult to obtain ideal internal velocity information of strong scatterers when modeling the longitudinal and shear wave velocities of elastic strong scattering media, which affects the velocity modeling effect of the lower boundary of the strong scatterer and below it.

发明内容Summary of the invention

本发明的目的就是针对上述现有技术的不足,提供一种新的强散射介质弹性波多参数反演方法,进而解决油气资源地震勘探中强散射储层纵、横波速度高精度建模问题,为复杂强散射储层成像提供高精度的纵、横波速度模型。The purpose of the present invention is to address the deficiencies of the above-mentioned prior art and provide a new multi-parameter inversion method for elastic waves in strongly scattering media, thereby solving the problem of high-precision modeling of P- and S-wave velocities of strongly scattering reservoirs in seismic exploration of oil and gas resources, and providing high-precision P- and S-wave velocity models for imaging of complex strongly scattering reservoirs.

本发明的思想是:充分利用各向异性全变分约束能够锐化模型边界和增强层内均匀性的优势,将其引入弹性波直接包络反演过程中。在弹性波直接包络反演每次迭代中,对迭代更新后的纵、横波速度模型分别施加各向异性全变分约束,使得强散射体内部趋于均匀且边界更为明显。最终结合各向异性全变分约束弹性波全波形反演技术获得强散射介质的高精度纵、横波速度模型,克服现有技术的不足。The idea of the present invention is to make full use of the advantage of anisotropic total variation constraint in sharpening the model boundary and enhancing the uniformity in the layer, and introduce it into the elastic wave direct envelope inversion process. In each iteration of the elastic wave direct envelope inversion, anisotropic total variation constraints are applied to the iteratively updated longitudinal and transverse wave velocity models, respectively, so that the interior of the strong scatterer tends to be uniform and the boundary is more obvious. Finally, the high-precision longitudinal and transverse wave velocity model of the strong scattering medium is obtained by combining the anisotropic total variation constraint elastic wave full waveform inversion technology, overcoming the shortcomings of the prior art.

本发明的目的是通过以下技术方案实现的:The objective of the present invention is achieved through the following technical solutions:

首先,准备好预处理后的弹性波多分量观测地震数据;利用观测地震数据估计震源子波,给出纵、横波速度的初始模型(无需先验信息);在初始速度模型上进行正演模拟,得到模拟地震数据与正传地震波场;对正传地震波场进行波场模式分解,分别得到纵、横波正传波场,求取相应的包络场,分别得到纵、横波正传包络场;对观测包络数据和模拟包络数据作差得到包络伴随源;在初始纵、横波速度模型上进行伴随包络场计算与模式分解,得到纵、横波伴随包络场;利用正传包络场与伴随包络场分别计算纵、横波速度梯度;求取步长,并进行纵、横波速度模型的更新;对更新后的纵、横波速度模型分别施加各向异性全变分约束,获得约束后的纵、横波速度模型;进行迭代更新,直到满足停止条件,得到强散射介质的大尺度纵、横波速度结构;以强散射介质的大尺度纵、横波速度模型为初始模型,进行各向异性全变分约束弹性波全波形反演,得到强散射介质的高精度纵、横波速度建模结果。First, prepare the preprocessed elastic wave multi-component observed seismic data; use the observed seismic data to estimate the source wavelet and give the initial model of P- and S-wave velocities (without prior information); perform forward simulation on the initial velocity model to obtain simulated seismic data and forward seismic wavefield; perform wavefield mode decomposition on the forward seismic wavefield to obtain the P- and S-wave forward wavefields, respectively, obtain the corresponding envelope fields, and obtain the P- and S-wave forward envelope fields, respectively; make a difference between the observed envelope data and the simulated envelope data to obtain the envelope companion source; perform companion envelope field calculation and mode decomposition on the initial P- and S-wave velocity models to obtain the P- and S-wave forward envelope fields. , and shear wave accompanying envelope fields; use the forward envelope field and the accompanying envelope field to calculate the P-wave and S-wave velocity gradients respectively; obtain the step size and update the P-wave and S-wave velocity models; impose anisotropic total variation constraints on the updated P-wave and S-wave velocity models respectively to obtain the constrained P-wave and S-wave velocity models; perform iterative updates until the stopping conditions are met to obtain the large-scale P-wave and S-wave velocity structure of the strong scattering medium; use the large-scale P-wave and S-wave velocity model of the strong scattering medium as the initial model, perform anisotropic total variation constrained elastic wave full waveform inversion, and obtain high-precision P-wave and S-wave velocity modeling results of the strong scattering medium.

本发明所述的基于各向异性全变分约束的弹性波直接包络反演方法是通过MATLAB平台实现的;The elastic wave direct envelope inversion method based on anisotropic total variation constraint described in the present invention is implemented through the MATLAB platform;

本发明所述的基于各向异性全变分约束的弹性波直接包络反演方法,包括以下步骤:The elastic wave direct envelope inversion method based on anisotropic total variation constraint of the present invention comprises the following steps:

a、安装MATLAB软件平台;a. Install MATLAB software platform;

b、对数据进行静校正、去噪预处理,得到高质量的弹性波多分量观测地震数据;b. Perform static correction and denoising preprocessing on the data to obtain high-quality elastic wave multi-component observation seismic data;

c、对地震数据进行子波估计,提取每一炮数据的震源子波;c. Perform wavelet estimation on seismic data and extract the source wavelet of each shot data;

d、通过背景速度分析,得到大致的背景纵、横波速度范围,生成背景速度模型,其中不含有强散射体的任何先验信息,分别作为反演的初始纵波速度模型vp0和初始横波速度模型vs0d. By analyzing the background velocity, the approximate range of the background P-wave and S-wave velocities is obtained, and a background velocity model is generated, which does not contain any prior information of strong scatterers, and is used as the initial P-wave velocity model v p0 and the initial S-wave velocity model v s0 for inversion respectively;

e、在初始纵、横波速度模型上计算弹性波多分量模拟地震数据,对模拟数据取包络得到模拟包络数据

Figure BDA0003574503380000041
上角标i表示i方向的分量,对于二维情况,指x(水平)和z(垂直)方向;对观测地震数据取包络得到观测包络数据
Figure BDA0003574503380000042
通过公式(1)计算弹性波直接包络反演的目标函数σEDEI:e. Calculate elastic wave multi-component simulated seismic data based on the initial P- and S-wave velocity models, and obtain simulated envelope data by taking the envelope of the simulated data
Figure BDA0003574503380000041
The superscript i indicates the component in the i direction. For the two-dimensional case, it refers to the x (horizontal) and z (vertical) directions. The observed seismic data is enveloping to obtain the observed envelope data.
Figure BDA0003574503380000042
The objective function σ EDEI of elastic wave direct envelope inversion is calculated by formula (1):

Figure BDA0003574503380000043
Figure BDA0003574503380000043

式中,求和符号下角标sr表示对所有震源和检波点进行积分,t表示时间,T表示总的记录时间长度;In the formula, the subscript sr of the summation symbol indicates the integration of all sources and receivers, t indicates time, and T indicates the total recording time length;

f、在初始模型上计算模拟地震波场,对模拟地震波场进行波场模式分解得到正传纵波波场和正传横波波场,分别取包络得到纵波正传包络场

Figure BDA0003574503380000044
和横波正传包络场
Figure BDA0003574503380000045
f. Calculate the simulated seismic wave field on the initial model, decompose the simulated seismic wave field to obtain the positive longitudinal wave field and the positive transverse wave field, and take the envelope to obtain the longitudinal wave positive envelope field
Figure BDA0003574503380000044
and the shear wave positive envelope field
Figure BDA0003574503380000045

g、计算模拟包络数据与观测包络数据的差,得到伴随源,伴随源反传得到伴随包络场;对伴随包络场进行波场模式分解得到纵波伴随包络场

Figure BDA0003574503380000046
和横波伴随包络场
Figure BDA0003574503380000047
g. Calculate the difference between the simulated envelope data and the observed envelope data to obtain the companion source, and then transmit the companion source back to obtain the companion envelope field; perform wave field mode decomposition on the companion envelope field to obtain the longitudinal wave companion envelope field
Figure BDA0003574503380000046
and the shear wave envelope field
Figure BDA0003574503380000047

h、纵波正传包络场与纵波伴随包络场进行零延迟互相关得到弹性波直接包络反演的纵波速度梯度,如公式(2)所示:h. The P-wave velocity gradient of direct envelope inversion of elastic waves is obtained by performing zero-delay cross-correlation between the P-wave forward envelope field and the P-wave accompanying envelope field, as shown in formula (2):

Figure BDA0003574503380000048
Figure BDA0003574503380000048

式中,vp表示纵波速度,ρ表示密度。弹性波直接包络反演的横波速度梯度可由公式(3)计算:Where vp represents the longitudinal wave velocity and ρ represents the density. The shear wave velocity gradient of the elastic wave direct envelope inversion can be calculated by formula (3):

Figure BDA0003574503380000049
Figure BDA0003574503380000049

式中,vs表示横波速度,·表示点乘,μ表示剪切模量;In the formula, vs represents the shear wave velocity, · represents the dot product, and μ represents the shear modulus;

i、选择合适的步长,采用最速下降法对纵、横波速度模型进行更新。假设当前迭代次数为m,当前迭代更新得到的纵波速度和横波速度模型分别用

Figure BDA00035745033800000410
Figure BDA0003574503380000051
表示,对二者施加各向异性全变分约束的过程等价于求解公式(4)和(5)所示的最优化问题:i. Select an appropriate step size and use the steepest descent method to update the P-wave and S-wave velocity models. Assume that the current iteration number is m, and the P-wave velocity and S-wave velocity models obtained by the current iteration are respectively expressed as
Figure BDA00035745033800000410
and
Figure BDA0003574503380000051
It means that the process of applying anisotropic total variation constraints to the two is equivalent to solving the optimization problem shown in formulas (4) and (5):

Figure BDA0003574503380000052
Figure BDA0003574503380000052

Figure BDA0003574503380000053
Figure BDA0003574503380000053

其中,J1和J2分别表示对纵、横波速度模型施加各向异性全变分约束的目标函数,α1和α2分别表示纵、横波速度的更新步长,

Figure BDA0003574503380000054
Figure BDA0003574503380000055
分别为第m次迭代的纵、横波速度的更新量,λ1和λ2分别为对纵、横波速度施加各向异性全变分约束的权系数,||·||表示二范数,||·||ATV表示各向异性全变分范数。对速度模型v计算各向异性全变分范数的具体表达式如公式(6)所示:Where J 1 and J 2 represent the objective functions for applying anisotropic total variation constraints to the P-wave and S-wave velocity models, α 1 and α 2 represent the update steps of the P-wave and S-wave velocities, respectively.
Figure BDA0003574503380000054
and
Figure BDA0003574503380000055
are the updated values of the P-wave and S-wave velocities at the mth iteration, λ 1 and λ 2 are the weight coefficients for applying anisotropic total variation constraints to the P-wave and S-wave velocities, ||·|| represents the bi-norm, and ||·|| ATV represents the anisotropic total variation norm. The specific expression for calculating the anisotropic total variation norm for the velocity model v is shown in formula (6):

Figure BDA0003574503380000056
Figure BDA0003574503380000056

其中,nz和nx分别表示模型垂向和横向的网格点数。求解公式(4)和(5)所示优化问题,得到各向异性全变分约束后的纵、横波速度模型作为当前迭代更新后的速度模型;Where nz and nx represent the number of grid points in the vertical and horizontal directions of the model, respectively. Solve the optimization problems shown in formulas (4) and (5) to obtain the P- and S-wave velocity models after anisotropic total variation constraints as the velocity model after the current iteration update;

j、在更新后的模型上,进行迭代停止条件判断;如果不满足停止条件,将更新后的纵、横波速度模型作为初始模型,返回第e步骤继续迭代计算;如果满足停止条件,输出结果为各向异性全变分约束后的强散射介质大尺度纵、横波速度结构vpt和vstj. On the updated model, the iteration stop condition is judged; if the stop condition is not met, the updated P- and S-wave velocity models are used as the initial model, and the iterative calculation is continued in step e; if the stop condition is met, the output result is the large-scale P- and S-wave velocity structure v pt and v st of the strongly scattering medium after the anisotropic total variation constraint;

k、以vpt和vst作为初始模型,进行各向异性全变分约束弹性波全波形反演,得到最终反演结果,即强散射介质的高精度纵、横波速度结构。k. Using v pt and v st as the initial models, anisotropic total variation constrained elastic wave full waveform inversion is performed to obtain the final inversion result, namely the high-precision longitudinal and shear wave velocity structure of the strong scattering medium.

与现有技术相比,本发明的有益效果在于:本发明将各向异性全变分约束引入弹性波直接包络反演过程中,能够促使强散射体内部速度均匀、边界信息突出,从而提升强散射体边界刻画以及下方屏蔽区的速度建模效果,进而获得弹性强散射介质的高精度纵、横波速度反演结果。Compared with the prior art, the beneficial effect of the present invention lies in that the present invention introduces anisotropic total variation constraints into the direct envelope inversion process of elastic waves, which can make the internal velocity of the strong scatterer uniform and the boundary information prominent, thereby improving the boundary characterization of the strong scatterer and the velocity modeling effect of the shielded area below, and then obtaining high-precision longitudinal and transverse wave velocity inversion results of the elastic strong scattering medium.

有以下优点:1.本发明通过引入各向异性全变分约束,使得弹性波直接包络反演过程中更易获得高质量的强散射体速度信息。2.本发明涉及的各向异性全变分约束弹性波直接包络反演能够更好的刻画强散射体边界信息,尤其是强散射体下边界及其下方屏蔽区速度信息。3.将基于各向异性全变分约束的弹性波直接包络反演与弹性波全波形反演方法串联,能够兼顾介质大尺度宏观构造与小尺度细节构造的反演,并最终获得强散射介质的高精度纵、横波速度结构。4.本发明可以在地震数据低频信息缺失且无模型先验信息情况下进行弹性强散射介质的高精度多参数建模。The advantages are as follows: 1. The present invention introduces anisotropic total variation constraints, making it easier to obtain high-quality strong scatterer velocity information during the elastic wave direct envelope inversion process. 2. The anisotropic total variation constrained elastic wave direct envelope inversion involved in the present invention can better characterize the boundary information of strong scatterers, especially the velocity information of the lower boundary of the strong scatterer and the shielded area below it. 3. The elastic wave direct envelope inversion based on anisotropic total variation constraints and the elastic wave full waveform inversion method are connected in series, which can take into account the inversion of large-scale macroscopic structures and small-scale detailed structures of the medium, and finally obtain high-precision longitudinal and transverse wave velocity structures of strong scattering media. 4. The present invention can perform high-precision multi-parameter modeling of elastic strong scattering media in the absence of low-frequency information in seismic data and without model prior information.

附图说明BRIEF DESCRIPTION OF THE DRAWINGS

图1基于各向异性全变分约束的弹性波直接包络反演方法的流程图;FIG1 is a flow chart of the elastic wave direct envelope inversion method based on anisotropic total variation constraint;

图2真实速度模型图;Figure 2: True velocity model diagram;

(a)真实纵波速度模型图,(b)真实横波速度模型图;(a) Model diagram of true longitudinal wave velocity, (b) model diagram of true shear wave velocity;

图3震源子波及其频谱图;Fig. 3 Source wavelet and its spectrum;

(a)震源子波图(b)震源子波频谱图;(a) Source wavelet diagram (b) Source wavelet spectrum diagram;

图4初始速度模型图;Fig. 4 Initial velocity model diagram;

(a)初始纵波速度模型图,(b)初始横波速度模型图;(a) Initial P-wave velocity model diagram, (b) Initial S-wave velocity model diagram;

图5常规弹性波全波形反演结果;Fig. 5. Conventional elastic wave full waveform inversion results;

(a)常规弹性波全波形反演纵波速度结果;(b)常规弹性波全波形反演横波速度结果;(a) P-wave velocity result from conventional elastic wave full waveform inversion; (b) S-wave velocity result from conventional elastic wave full waveform inversion;

图6无约束弹性波直接包络反演结果;Fig. 6 Results of direct envelope inversion of unconstrained elastic waves;

(a)无约束弹性波直接包络反演纵波速度结果;(b)无约束弹性波直接包络反演横波速度结果;(c)纵波速度最终反演结果;(d)横波速度最终反演结果;(a) P-wave velocity results from direct envelope inversion of unconstrained elastic waves; (b) S-wave velocity results from direct envelope inversion of unconstrained elastic waves; (c) Final inversion results of P-wave velocity; (d) Final inversion results of S-wave velocity;

图7基于各向异性全变分约束的弹性波直接包络反演结果;Fig. 7 Results of direct envelope inversion of elastic waves based on anisotropic total variation constraints;

(a)基于各向异性全变分约束的弹性波直接包络反演纵波速度结果;(b)基于各向异性全变分约束的弹性波直接包络反演横波速度结果;(c)纵波速度最终反演结果;(d)横波速度最终反演结果。(a) The results of P-wave velocity inversion using direct envelope inversion of elastic waves based on anisotropic total variation constraints; (b) The results of S-wave velocity inversion using direct envelope inversion of elastic waves based on anisotropic total variation constraints; (c) The final inversion results of P-wave velocity; (d) The final inversion results of S-wave velocity.

具体实施方式DETAILED DESCRIPTION

下面结合附图和实例对本发明进一步的详细说明。The present invention is further described in detail below with reference to the accompanying drawings and examples.

本发明所述的基于各向异性全变分约束的弹性波直接包络反演,包括以下步骤:The elastic wave direct envelope inversion based on anisotropic total variation constraint of the present invention comprises the following steps:

a、在win7或Linux系统下安装MATLAB软件平台,要求采用MATLAB R2016a及以上版本,并且已配备并行工具包(Parallel Computing Toolbox)。a. Install the MATLAB software platform under Windows 7 or Linux system. MATLAB R2016a or above is required, and the Parallel Computing Toolbox must be installed.

b、进行数据预处理,对数据进行静校正处理,校正起伏地表对反射同相轴的影响;对数据进行去噪处理,去除微震、低频和高频背景噪声及其他随机噪声;去除干扰波,包括声波、面波、工业电干扰、虚反射、多次反射、侧面波、底波、交混回响和鸣震等。最终高质量的弹性波多分量观测地震数据。b. Perform data preprocessing, static correction processing on the data, correct the influence of the undulating surface on the reflection phase axis; denoise the data to remove microseismic, low-frequency and high-frequency background noise and other random noise; remove interference waves, including sound waves, surface waves, industrial electrical interference, ghost reflections, multiple reflections, side waves, bottom waves, mixed reverberation and ringing, etc. Finally, high-quality elastic wave multi-component observation seismic data is obtained.

c、对地震数据进行子波估计,估计方法可以采用直达波估计法和自相关法等,提取出每一炮数据的震源子波。c. Perform wavelet estimation on seismic data. The estimation method can adopt direct wave estimation method and autocorrelation method to extract the source wavelet of each shot data.

d、通过背景速度分析,得到大致的背景纵、横波速度范围,生成背景速度模型,其中不含有强散射体的任何先验信息,分别作为反演的初始纵波速度模型vp0和初始横波速度模型vs0d. Through background velocity analysis, the approximate background P-wave and S-wave velocity ranges are obtained, and a background velocity model is generated, which does not contain any prior information of strong scatterers, and serves as the initial P-wave velocity model v p0 and initial S-wave velocity model v s0 for inversion respectively.

e、在初始纵、横波速度模型上计算弹性波多分量模拟地震数据,对模拟数据取包络得到模拟包络数据

Figure BDA0003574503380000081
上角标i表示i方向的分量,对于二维情况,指x(水平)和z(垂直)方向;对观测地震数据取包络得到观测包络数据
Figure BDA0003574503380000082
通过公式(7)计算弹性波直接包络反演的目标函数σEDEI:e. Calculate elastic wave multi-component simulated seismic data based on the initial P- and S-wave velocity models, and obtain simulated envelope data by taking the envelope of the simulated data
Figure BDA0003574503380000081
The superscript i indicates the component in the i direction. For the two-dimensional case, it refers to the x (horizontal) and z (vertical) directions. The observed seismic data is enveloping to obtain the observed envelope data.
Figure BDA0003574503380000082
The objective function σ EDEI of elastic wave direct envelope inversion is calculated by formula (7):

Figure BDA0003574503380000083
Figure BDA0003574503380000083

式中,求和符号下角标sr表示对所有震源和检波点进行积分,t表示时间,T表示总的记录时间长度。Wherein, the subscript sr of the summation symbol indicates integration over all sources and receivers, t indicates time, and T indicates the total length of recording time.

f、在初始模型上计算模拟地震波场,对模拟地震波场进行波场模式分解得到正传纵波波场和正传横波波场,取包络得到纵波正传包络场

Figure BDA0003574503380000084
和横波正传包络场
Figure BDA0003574503380000085
其中,波场模式分解采用公式(8)和(9)的方法:f. Calculate the simulated seismic wave field on the initial model, decompose the simulated seismic wave field to obtain the positive longitudinal wave field and the positive transverse wave field, and take the envelope to obtain the longitudinal wave positive envelope field
Figure BDA0003574503380000084
and the shear wave positive envelope field
Figure BDA0003574503380000085
The wave field mode decomposition adopts the method of formula (8) and (9):

Figure BDA0003574503380000086
Figure BDA0003574503380000086

Figure BDA0003574503380000087
Figure BDA0003574503380000087

其中,u表示弹性波位移矢量,up表示纵波波场,us表示横波波场,ρ表示密度,λ和μ表示拉梅常数,▽表示梯度运算,▽·表示散度运算,▽×表示旋度运算。Among them, u represents the elastic wave displacement vector, up represents the longitudinal wave field, us represents the shear wave field, ρ represents the density, λ and μ represent the Lame constants, ▽ represents the gradient operation, ▽· represents the divergence operation, and ▽× represents the curl operation.

g、计算模拟包络数据与观测包络数据的差,得到伴随源fs,即g. Calculate the difference between the simulated envelope data and the observed envelope data to obtain the companion source f s , that is,

Figure BDA0003574503380000088
Figure BDA0003574503380000088

伴随源反传得到伴随包络场;对伴随包络场进行波场模式分解得到纵波伴随包络场

Figure BDA0003574503380000089
和横波伴随包络场
Figure BDA00035745033800000810
波场模式分解方法见公式(8)和(9)。The companion source is transmitted back to obtain the companion envelope field; the companion envelope field is decomposed into wave field modes to obtain the longitudinal wave companion envelope field
Figure BDA0003574503380000089
and the shear wave envelope field
Figure BDA00035745033800000810
The wave field mode decomposition method is shown in formulas (8) and (9).

h、纵波正传包络场与纵波伴随包络场进行零延迟互相关得到弹性波直接包络反演的纵波速度梯度,如公式(11)所示:h. The P-wave velocity gradient of direct envelope inversion of elastic waves is obtained by performing zero-delay cross-correlation between the P-wave forward envelope field and the P-wave accompanying envelope field, as shown in formula (11):

Figure BDA0003574503380000091
Figure BDA0003574503380000091

式中,vp表示纵波速度,ρ表示密度。弹性波直接包络反演的横波速度梯度可由公式(12)计算:Where vp represents the longitudinal wave velocity and ρ represents the density. The shear wave velocity gradient of the elastic wave direct envelope inversion can be calculated by formula (12):

Figure BDA0003574503380000092
Figure BDA0003574503380000092

式中,vs表示横波速度,·表示点乘,μ表示剪切模量。Where vs represents the shear wave velocity, · represents the dot product, and μ represents the shear modulus.

i、选择合适的步长,采用最速下降法对纵、横波速度模型进行更新。假设当前迭代次数为m,当前迭代更新得到的纵波速度和横波速度模型分别用

Figure BDA0003574503380000093
Figure BDA0003574503380000094
表示,对二者施加各向异性全变分约束的过程等价于求解公式(13)和(14)所示的最优化问题:i. Select an appropriate step size and use the steepest descent method to update the P-wave velocity model and S-wave velocity model. Assume that the current iteration number is m, and the P-wave velocity model and S-wave velocity model obtained by the current iteration are respectively
Figure BDA0003574503380000093
and
Figure BDA0003574503380000094
It means that the process of applying anisotropic total variation constraints to the two is equivalent to solving the optimization problem shown in formulas (13) and (14):

Figure BDA0003574503380000095
Figure BDA0003574503380000095

Figure BDA0003574503380000096
Figure BDA0003574503380000096

其中,J1和J2分别表示对纵、横波速度模型施加各向异性全变分约束的目标函数,α1和α2分别表示纵、横波速度的更新步长,

Figure BDA0003574503380000097
Figure BDA0003574503380000098
分别为第m次迭代的纵、横波速度的更新量,λ1和λ2分别为对纵、横波速度施加各向异性全变分约束的权系数,||·||表示二范数,||·||ATV表示各向异性全变分范数。对速度模型v计算各向异性全变分范数的具体表达式如公式(15)所示:Where J 1 and J 2 represent the objective functions for applying anisotropic total variation constraints to the P-wave and S-wave velocity models, α 1 and α 2 represent the update steps of the P-wave and S-wave velocities, respectively.
Figure BDA0003574503380000097
and
Figure BDA0003574503380000098
are the updated values of the P-wave and S-wave velocities at the mth iteration, λ 1 and λ 2 are the weight coefficients for applying anisotropic total variation constraints to the P-wave and S-wave velocities, ||·|| represents the second norm, and ||·|| ATV represents the anisotropic total variation norm. The specific expression for calculating the anisotropic total variation norm for the velocity model v is shown in formula (15):

Figure BDA0003574503380000099
Figure BDA0003574503380000099

其中,nz和nx分别表示模型垂向和横向的网格点数。求解公式(13)和(14)所示优化问题,得到各向异性全变分约束后的纵、横波速度模型作为当前迭代更新后的速度模型。Where nz and nx represent the number of grid points in the vertical and horizontal directions of the model, respectively. Solve the optimization problems shown in formulas (13) and (14) to obtain the P- and S-wave velocity models after anisotropic total variation constraints as the velocity model after the current iteration update.

j、在更新后的模型上,进行迭代停止条件判断;如果不满足停止条件,将更新后的纵、横波速度模型作为初始模型,返回第e步骤继续迭代计算;如果满足停止条件,输出结果为各向异性全变分约束后的强散射介质大尺度纵、横波速度结构vpt和vstj. On the updated model, the iteration stop condition is judged; if the stop condition is not met, the updated longitudinal and transverse wave velocity models are used as the initial model, and the iterative calculation is continued in step e; if the stop condition is met, the output result is the large-scale longitudinal and transverse wave velocity structure v pt and v st of the strongly scattering medium after the anisotropic total variation constraint.

k、以vpt和vst作为初始模型,进行各向异性全变分约束弹性波全波形反演,得到最终反演结果,即强散射介质的高精度纵、横波速度结构。k. Using v pt and v st as the initial models, anisotropic total variation constrained elastic wave full waveform inversion is performed to obtain the final inversion result, namely the high-precision longitudinal and shear wave velocity structure of the strong scattering medium.

实施例1Example 1

本发明的整体流程如图1所示。The overall process of the present invention is shown in FIG1 .

假设地下真实纵、横波速度模型分别如图2a和2b所示。在真实速度模型中,背景速度较低,中部有一高速强散射盐丘体。在真实模型上进行正演模拟可以得到观测地震记录,震源子波波形和频谱分别如图3a和3b所示,为模拟实际地震采集中低频信息缺失的情况,对雷克子波进行高通滤波处理,切去了3Hz以下的低频信息,震源子波主频约为9Hz。利用观测记录进行背景速度分析,得到背景纵波速度和横波速度大致范围,建立纵、横波初始速度模型如图4a和图4b所示。初始纵、横波速度模型中均不含强散射体的先验信息。Assume that the underground real P- and S-wave velocity models are shown in Figures 2a and 2b, respectively. In the real velocity model, the background velocity is low, and there is a high-speed, strongly scattering salt dome in the middle. Forward simulation on the real model can obtain the observed seismic record. The source wavelet waveform and spectrum are shown in Figures 3a and 3b, respectively. In order to simulate the lack of low-frequency information in actual seismic acquisition, the Ricker wavelet is high-pass filtered to cut off the low-frequency information below 3Hz. The main frequency of the source wavelet is about 9Hz. The background velocity analysis is performed using the observed records to obtain the approximate range of the background P- and S-wave velocities, and the initial P- and S-wave velocity models are established as shown in Figures 4a and 4b. The initial P- and S-wave velocity models do not contain prior information of strong scatterers.

为对比本发明方法的反演效果,首先在初始纵、横波速度模型上进行常规弹性波全波形反演,纵、横波速度反演结果分别如图5a和5b所示。可见,由于缺失低频信息,常规弹性波全波形反演只能得到强散射体顶界面的部分信息,无法恢复强散射体内部的速度信息与强散射体的形态信息。In order to compare the inversion effect of the method of the present invention, the conventional elastic wave full waveform inversion is first performed on the initial P-wave and S-wave velocity models, and the P-wave and S-wave velocity inversion results are shown in Figures 5a and 5b, respectively. It can be seen that due to the lack of low-frequency information, the conventional elastic wave full waveform inversion can only obtain partial information on the top interface of the strong scatterer, and cannot restore the velocity information inside the strong scatterer and the morphological information of the strong scatterer.

然后,进行无约束的弹性波直接包络反演方法,纵、横波速度反演结果分别如图6a和6b所示。可见,虽然强散射体形态得到一定程度的恢复,但是盐丘体内部速度较真实值仍存在偏差。无约束情况下,以图6a和图6b的结果为初始模型,进行常规弹性波全波形反演,最终纵、横波速度反演结果如图6c和图6d所示。可见,最终结果盐丘内部速度均匀性不好,且盐丘体下边界刻画不充分。Then, the unconstrained elastic wave direct envelope inversion method is performed, and the P-wave and S-wave velocity inversion results are shown in Figures 6a and 6b, respectively. It can be seen that although the morphology of the strong scatterer is restored to a certain extent, the velocity inside the salt dome is still deviated from the true value. Under the unconstrained condition, the results of Figures 6a and 6b are used as the initial model to perform conventional elastic wave full waveform inversion, and the final P-wave and S-wave velocity inversion results are shown in Figures 6c and 6d. It can be seen that the final result shows that the internal velocity uniformity of the salt dome is not good, and the lower boundary of the salt dome is not sufficiently characterized.

然后,利用本发明方法进行反演。以图4所示模型为初始模型,根据步骤(e)到步骤(j),可以得到的纵、横波速度模型如图7a和图7b所示,可见,强散射体的大尺度纵、横波速度构造信息已经被成功恢复,且盐丘内速度信息较为接近真实值。以图7a和7b为初始模型,执行步骤(k),即进行各向异性全变分约束弹性波全波形反演,最终纵、横波速度反演结果如图7c和7d所示。可见,强散射体的边界信息与内部速度被较好地反演出来。盐丘体内部、下边界和盐下区域反演效果均较无约束情况下好。总之,本发明提出方法的最终反演结果盐丘体内部速度与盐丘体边界均较为准确,其总体效果明显好于常规方法(图5和图6)。Then, the method of the present invention is used for inversion. Taking the model shown in Figure 4 as the initial model, according to steps (e) to (j), the P- and S-wave velocity models that can be obtained are shown in Figures 7a and 7b. It can be seen that the large-scale P- and S-wave velocity structure information of the strong scatterer has been successfully restored, and the velocity information in the salt dome is closer to the true value. Taking Figures 7a and 7b as the initial model, step (k) is executed, that is, anisotropic total variation constrained elastic wave full waveform inversion is performed, and the final P- and S-wave velocity inversion results are shown in Figures 7c and 7d. It can be seen that the boundary information and internal velocity of the strong scatterer are well inverted. The inversion effects of the interior, lower boundary and subsalt area of the salt dome are better than those in the unconstrained case. In short, the final inversion results of the method proposed in the present invention are more accurate for the internal velocity of the salt dome and the boundary of the salt dome, and its overall effect is significantly better than that of the conventional method (Figures 5 and 6).

Claims (1)

1.一种基于各向异性全变分约束的弹性波直接包络反演方法,其特征在于,是在地震数据缺失低频信息且没有模型先验信息的情况下,通过对弹性波直接包络反演过程施加各向异性全变分约束以获得弹性强散射介质的高质量大尺度纵、横波速度结构;将获得的高质量大尺度纵、横波速度结构作为各向异性全变分约束弹性波全波形反演的初始模型,获得弹性强散射介质的高精度纵、横波速度结构;1. A method for elastic wave direct envelope inversion based on anisotropic total variation constraint, characterized in that, when low-frequency information of seismic data is missing and there is no model prior information, anisotropic total variation constraint is imposed on the elastic wave direct envelope inversion process to obtain high-quality large-scale P- and S-wave velocity structures of elastic strong scattering media; the obtained high-quality large-scale P- and S-wave velocity structures are used as the initial model of anisotropic total variation constraint elastic wave full waveform inversion to obtain high-precision P- and S-wave velocity structures of elastic strong scattering media; 包括以下步骤:The following steps are involved: a、安装MATLAB软件平台;a. Install MATLAB software platform; b、对数据进行静校正、去噪预处理,得到高质量的弹性波多分量观测地震数据;b. Perform static correction and denoising preprocessing on the data to obtain high-quality elastic wave multi-component observation seismic data; c、对地震数据进行子波估计,提取每一炮数据的震源子波;c. Perform wavelet estimation on seismic data and extract the source wavelet of each shot data; d、通过背景速度分析,得到大致的背景纵、横波速度范围,生成背景速度模型,其中不含有强散射体的任何先验信息,分别作为反演的初始纵波速度模型vp0和初始横波速度模型vs0d. By analyzing the background velocity, the approximate range of the background P-wave and S-wave velocities is obtained, and a background velocity model is generated, which does not contain any prior information of strong scatterers, and is used as the initial P-wave velocity model v p0 and the initial S-wave velocity model v s0 for inversion respectively; e、在初始纵、横波速度模型上计算弹性波多分量模拟地震数据,对模拟地震数据取包络得到模拟包络数据
Figure FDA0004107225950000011
上角标i表示i方向的分量,对于二维情况,指x水平和z垂直方向;对观测地震数据取包络得到观测包络数据
Figure FDA0004107225950000012
通过公式(1)计算弹性波直接包络反演的目标函数σEDEI
e. Calculate elastic wave multi-component simulated seismic data based on the initial longitudinal and transverse wave velocity models, and obtain simulated envelope data by taking the envelope of the simulated seismic data
Figure FDA0004107225950000011
The superscript i indicates the component in the i direction. For the two-dimensional case, it refers to the x horizontal direction and the z vertical direction. The observed seismic data is enveloping to obtain the observed envelope data.
Figure FDA0004107225950000012
The objective function σ EDEI of elastic wave direct envelope inversion is calculated by formula (1):
Figure FDA0004107225950000013
Figure FDA0004107225950000013
式中,求和符号下角标sr表示对所有震源和检波点进行积分,t表示时间,T表示总的记录时间长度;In the formula, the subscript sr of the summation symbol indicates the integration of all sources and receivers, t indicates time, and T indicates the total recording time length; f、在初始模型上计算模拟地震波场,对模拟地震波场进行波场模式分解得到正传纵波波场和正传横波波场,分别取包络得到纵波正传包络场
Figure FDA0004107225950000014
和横波正传包络场
Figure FDA0004107225950000015
f. Calculate the simulated seismic wave field on the initial model, decompose the simulated seismic wave field to obtain the positive longitudinal wave field and the positive transverse wave field, and take the envelope to obtain the longitudinal wave positive envelope field
Figure FDA0004107225950000014
and the shear wave positive envelope field
Figure FDA0004107225950000015
g、计算模拟包络数据与观测包络数据的差,得到伴随源,伴随源反传得到伴随包络场;对伴随包络场进行波场模式分解得到纵波伴随包络场
Figure FDA0004107225950000021
和横波伴随包络场
Figure FDA0004107225950000022
g. Calculate the difference between the simulated envelope data and the observed envelope data to obtain the companion source, and then transmit the companion source back to obtain the companion envelope field; perform wave field mode decomposition on the companion envelope field to obtain the longitudinal wave companion envelope field
Figure FDA0004107225950000021
and the shear wave envelope field
Figure FDA0004107225950000022
h、纵波正传包络场与纵波伴随包络场进行零延迟互相关得到弹性波直接包络反演的纵波速度梯度,如公式(2)所示:h. The P-wave velocity gradient of direct envelope inversion of elastic waves is obtained by performing zero-delay cross-correlation between the P-wave forward envelope field and the P-wave accompanying envelope field, as shown in formula (2):
Figure FDA0004107225950000023
Figure FDA0004107225950000023
式中,vp表示纵波速度,ρ表示密度,弹性波直接包络反演的横波速度梯度可由公式(3)计算:Where vp represents the P-wave velocity, ρ represents the density, and the S-wave velocity gradient of the elastic wave direct envelope inversion can be calculated by formula (3):
Figure FDA0004107225950000024
Figure FDA0004107225950000024
式中,vs表示横波速度,·表示点乘,μ表示剪切模量;In the formula, vs represents the shear wave velocity, · represents the dot product, and μ represents the shear modulus; i、选择合适的步长,采用最速下降法对纵、横波速度模型进行更新,假设当前迭代次数为m,当前迭代更新得到的纵波速度和横波速度模型分别用
Figure FDA0004107225950000025
Figure FDA0004107225950000026
表示,对二者施加各向异性全变分约束的过程等价于求解公式(4)和(5)所示的最优化问题:
i. Select an appropriate step size and use the steepest descent method to update the P-wave and S-wave velocity models. Assuming that the current number of iterations is m, the P-wave velocity and S-wave velocity models obtained by the current iteration are respectively expressed as
Figure FDA0004107225950000025
and
Figure FDA0004107225950000026
It means that the process of applying anisotropic total variation constraints to the two is equivalent to solving the optimization problem shown in formulas (4) and (5):
Figure FDA0004107225950000027
Figure FDA0004107225950000027
Figure FDA0004107225950000028
Figure FDA0004107225950000028
其中,J1和J2分别表示对纵、横波速度模型施加各向异性全变分约束的目标函数,α1和α2分别表示纵、横波速度的更新步长,
Figure FDA0004107225950000029
Figure FDA00041072259500000210
分别为第m次迭代的纵、横波速度的更新量,λ1和λ2分别为对纵、横波速度施加各向异性全变分约束的权系数,||·||表示二范数,||·||ATV表示各向异性全变分范数,对速度模型v计算各向异性全变分范数的具体表达式如公式(6)所示:
Where J 1 and J 2 represent the objective functions for applying anisotropic total variation constraints to the P-wave and S-wave velocity models, α 1 and α 2 represent the update steps of the P-wave and S-wave velocities, respectively.
Figure FDA0004107225950000029
and
Figure FDA00041072259500000210
are the updated values of the P-wave and S-wave velocities at the mth iteration, λ1 and λ2 are the weight coefficients for applying anisotropic total variation constraints on the P-wave and S-wave velocities, ||·|| represents the binary norm, and ||·|| ATV represents the anisotropic total variation norm. The specific expression for calculating the anisotropic total variation norm for the velocity model v is shown in formula (6):
Figure FDA00041072259500000211
Figure FDA00041072259500000211
其中,nz和nx分别表示模型垂向和横向的网格点数,求解公式(4)和(5)所示优化问题,得到各向异性全变分约束后的纵、横波速度模型作为当前迭代更新后的速度模型;Where nz and nx represent the number of grid points in the vertical and horizontal directions of the model, respectively. Solve the optimization problems shown in formulas (4) and (5) to obtain the P- and S-wave velocity models after anisotropic total variation constraints as the velocity model after the current iteration update. j、在更新后的模型上,进行迭代停止条件判断;如果不满足停止条件,将更新后的纵、横波速度模型作为初始模型,返回第e步骤继续迭代计算;如果满足停止条件,输出结果为各向异性全变分约束后的强散射介质大尺度纵、横波速度结构vpt和vstj. On the updated model, the iteration stop condition is judged; if the stop condition is not met, the updated P- and S-wave velocity models are used as the initial model, and the iterative calculation is continued in step e; if the stop condition is met, the output result is the large-scale P- and S-wave velocity structure v pt and v st of the strongly scattering medium after the anisotropic total variation constraint; k、以vpt和vst作为初始模型,进行各向异性全变分约束弹性波全波形反演,得到最终反演结果,即强散射介质的高精度纵、横波速度结构。k. Using v pt and v st as the initial models, anisotropic total variation constrained elastic wave full waveform inversion is performed to obtain the final inversion result, namely the high-precision longitudinal and shear wave velocity structure of the strong scattering medium.
CN202210336492.6A 2022-03-31 2022-03-31 Elastic wave direct envelope inversion method based on anisotropic total variation constraint Expired - Fee Related CN114779335B (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN202210336492.6A CN114779335B (en) 2022-03-31 2022-03-31 Elastic wave direct envelope inversion method based on anisotropic total variation constraint

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN202210336492.6A CN114779335B (en) 2022-03-31 2022-03-31 Elastic wave direct envelope inversion method based on anisotropic total variation constraint

Publications (2)

Publication Number Publication Date
CN114779335A CN114779335A (en) 2022-07-22
CN114779335B true CN114779335B (en) 2023-05-02

Family

ID=82427147

Family Applications (1)

Application Number Title Priority Date Filing Date
CN202210336492.6A Expired - Fee Related CN114779335B (en) 2022-03-31 2022-03-31 Elastic wave direct envelope inversion method based on anisotropic total variation constraint

Country Status (1)

Country Link
CN (1) CN114779335B (en)

Citations (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN111766628A (en) * 2020-07-29 2020-10-13 浪潮云信息技术股份公司 Preconditioned time domain elastic medium multi-parameter full waveform inversion method

Family Cites Families (8)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US7158888B2 (en) * 2001-05-04 2007-01-02 Takeda San Diego, Inc. Determining structures by performing comparisons between molecular replacement results for multiple different biomolecules
CN102368095B (en) * 2011-09-10 2013-03-27 吉林大学 Extraction method for relaxation time spectrum of nuclear magnetic resonance detection signal for underground water by utilizing multi exponent fitting technology
US20160349389A1 (en) * 2015-05-29 2016-12-01 Cgg Services Sa Method for developing a geomechanical model based on seismic data, well logs and sem analysis of horizontal and vertical drill cuttings
CN108345031B (en) * 2018-01-11 2020-01-17 吉林大学 A full-waveform inversion method for seismic data collected from active and passive sources in elastic media
EP3803469B1 (en) * 2018-06-08 2023-03-22 TotalEnergies OneTech Method for generating an image of a subsurface of an area of interest from seismic data
CN110927693B (en) * 2019-12-23 2021-07-27 航天南湖电子信息技术股份有限公司 Pulse compression method combining matched filtering with sparse inversion
CN111273348B (en) * 2020-01-21 2021-02-05 长江大学 Multipoint geostatistical prestack inversion method based on updated probability ratio constant theory
CN111505714B (en) * 2020-04-16 2021-05-25 吉林大学 Elastic wave direct envelope inversion method based on rock physical constraint

Patent Citations (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN111766628A (en) * 2020-07-29 2020-10-13 浪潮云信息技术股份公司 Preconditioned time domain elastic medium multi-parameter full waveform inversion method

Also Published As

Publication number Publication date
CN114779335A (en) 2022-07-22

Similar Documents

Publication Publication Date Title
CN108873066B (en) Elastic medium wave equation reflected wave travel time inversion method
US9702993B2 (en) Multi-parameter inversion through offset dependent elastic FWI
CN111505714B (en) Elastic wave direct envelope inversion method based on rock physical constraint
CN108549100B (en) The multiple dimensioned full waveform inversion method of time-domain for opening up frequency based on non-linear high order
CN108646293B (en) Forward modeling system and method for viscoacoustic undulating surface based on viscoacoustic quasi-differential equations
EP2497043B1 (en) Seismic imaging systems and methods employing a 3d reverse time migration with tilted transverse isotropy
CN110058303B (en) Acoustic wave anisotropy reverse time migration mixing method
Huang et al. Target-oriented inversion of time-lapse seismic waveform data
AU2015383134B2 (en) Multistage full wavefield inversion process that generates a multiple free data set
Qu et al. Fluid-solid coupled full-waveform inversion in the curvilinear coordinates for ocean-bottom cable data
CN108845352A (en) Desert Denoising of Seismic Data method based on VMD approximate entropy and multi-layer perception (MLP)
CN107894612A (en) A kind of the sound impedance inversion method and system of Q attenuations by absorption compensation
CN110187382A (en) A Traveltime Inversion Method for Backbending and Reflecting Wave Equations
CN114488302B (en) In-situ anisotropic ground stress field prediction method and system
US11340366B2 (en) Accurate velocity model estimation and imaging in the presence of localized attenuation (Q) anomalies
WO2017136133A1 (en) Efficient seismic attribute gather generation with data synthesis and expectation method
Singh et al. Elastic FWI for orthorhombic media with lithologic constraints applied via machine learning
US11199641B2 (en) Seismic modeling
Sava et al. Interferometric imaging condition for wave-equation migration
CN114779335B (en) Elastic wave direct envelope inversion method based on anisotropic total variation constraint
CN118364227A (en) Seismic near-surface noise suppression method and system based on multimodal feature constrained DNN
CN102096100A (en) Logging curve and seismographic record full-wave matching method and device
Liu Full-waveform inversion of time-lapse seismic data using physics-based and data-driven techniques
CN111175822B (en) Improved Direct Envelope Inversion and Perturbation Decomposition Inversion Method for Strong Scattering Media
US10338250B2 (en) Method of removing incoherent noise

Legal Events

Date Code Title Description
PB01 Publication
PB01 Publication
SE01 Entry into force of request for substantive examination
SE01 Entry into force of request for substantive examination
GR01 Patent grant
GR01 Patent grant
CF01 Termination of patent right due to non-payment of annual fee
CF01 Termination of patent right due to non-payment of annual fee

Granted publication date: 20230502