Simplified Automatic Seismic to Well Tying Using Smooth Dynamic Time Warping Technique in R

Afshin Amiri, M. Bagheri, M. Riahi
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Abstract

Seismic well tying is a crucial part of the interpretation phase in exploration seismology. Tying wells usually involves forward modeling a synthetic seismogram from sonic and density logs and then matching the obtained synthetic seismogram to the seismic reflection data. A huge amount of time is required to deal with it, yet the outcome signal may not be satisfying and may be suffering a low cross correlation between the seismic signal and the synthetic one; it also requires a high quality synthetic trace. Another problem with the so-called manual tying is that the tying process is not repeatable, indicating that one can rarely obtain the same stretched and squeezed signal if the tying procedure is repeated. In recent years, some researchers have used the dynamic time warping (DTW) method to address well tying problems. They have obtained good results according to the correlation between the seismic signal and the warped synthetic signal. This research demonstrates that the result will be better if filtering is applied before tying, and then the warped signal is smoothed. We also propose a simpler algorithm for extracting a warped signal from the warping curve and the original synthetic trace, which gives rise to better performance for well tying.
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基于平滑动态时间翘曲技术的R简化地震与井自动连接
地震井系是勘探地震学解释阶段的重要组成部分。打井通常需要对声波测井和密度测井合成地震图进行正演模拟,然后将合成地震图与地震反射数据进行匹配。处理地震信号需要大量的时间,但输出的信号可能不令人满意,并且地震信号与合成信号之间可能存在较低的相互关系;它还需要高质量的合成痕迹。所谓的手动打结的另一个问题是打结过程不可重复,这表明如果重复打结过程,很少能获得相同的拉伸和压缩信号。近年来,一些研究人员开始使用动态时间规整(DTW)方法来解决钻井问题。根据地震信号与扭曲合成信号的相关性,取得了较好的效果。研究表明,如果在捆扎前进行滤波,然后对扭曲的信号进行平滑处理,效果会更好。我们还提出了一种更简单的从扭曲曲线和原始合成轨迹中提取扭曲信号的算法,从而提高了井系的性能。
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