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AN IMPROVED MULTI-SCALE ANALYSIS FOR THE INVERSION OF SHEAR WAVE ANISOTROPY WITH CROSS-DIPOLE LOGS

机译:交叉偶极原木剪力波各向异性反转的改进多尺度分析

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The inversion of shear wave anisotropy with cross- dipole logs has played an increasingly important role in the booming development of shale gas plays.It has been widely employed for the detection of aligned natural fractures around the borehole,the evaluation of the engineering efficiency of hydraulic fracturing and the estimation of in-situ stress distribution.In the last decade,the waveform inversion methods employing a fast simulated annealing algorithm to solve the derived non-linear optimal objective function have been developed and widely applied,based on the waveform similarity of the split fast and slow shear waves.Although these methods overcome the ambiguity in determining the fast shear wave azimuth,they have to make erroneous judgments of fast and slow shear wave azimuth in weak anisotropy formations.In addition, we have found that due to the influence of logging tool eccentricity,source frequency,well borehole conditions and the formation properties,the raw cross-dipole data gathered from the field are often mixed with leaky P wave and other noises that may severely degrade the reliability of the anisotropy inversion. In this paper,we introduce an algorithm that has made several improvements to the solution of above problems.This algorithm employs a self-adaptive and shift invariant multi-scale analysis tool,dual-tree complex wavelet transform to decompose the original signal into multiple time-frequency domains that extracts the flexural wave and depress the leaky P wave,as well as noises that could not be wiped off the band-pass filter.Subsequently,a modified very fast simulated annealing method with variable metric search and independent initial temperature is applied to find the solution more efficiently and to enhance the stability of the anisotropy inversion. Applications of the algorithm to a set of synthetic cross dipole data by 3D finite difference modeling and to the field data obtained from a Chinese oil field are presented in this paper to demonstrate the validity of our method.These results have revealed that the modified very fast simulated annealing algorithm combined with wavelet de-noising could yield a more stable anisotropy azimuth with less erroneous judgments in weak anisotropy formations and a higher efficiency and stability than conventional inversion methods.
机译:剪切波各向异性与交叉偶极原木的反转在页岩气相的蓬勃发展中起着越来越重要的作用。它已被广泛用于检测钻孔周围的对齐的天然骨折,评价液压工程效率的评价压裂和原位应力分布的估计。在过去的十年中,基于所在的波形相似性,开发和广泛应用了采用快速模拟退火算法来解决衍生非线性最佳目标函数的波形反演方法。分开快速和慢速剪切波。虽然这些方法克服了确定快速剪切波方位角时的模糊性,但它们必须在弱势各向异性地层中产生快速和慢剪浪波方位角的错误判断。此外,我们发现由于影响力测井工具偏心,源频率,井孔条件和地层性质,原始交叉偶极D从该领域收集的ATA通常与泄漏的P波和其他噪声混合,这可能严重降低各向异性反转的可靠性。在本文中,我们介绍了一种算法,该算法对上述问题进行了多次改进。本算法采用自适应和移位不变的多尺度分析工具,双树复杂小波变换将原始信号分解为多个时间 - 频率提取弯曲波并按下泄漏的P波,以及无法从带通滤波器上擦除的噪声。使用可变度量搜索和独立初始温度的改进的非常快速的模拟退火方法为了更有效地找到解决方案,并提高各向异性反转的稳定性。本文提出了通过3D有限差异建模和从中国油田获得的现场数据的一组合成交叉偶极数据的应用,以证明我们方法的有效性。这些结果表明,结果透露了改进的很快模拟退火算法与小波去噪结合,可以产生更稳定的各向异性方位角,其缺乏各向异性地层的错误判断和比传统反转方法更高的效率和稳定性。

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