Application of the wavelet transform and Hilbert–Huang transform in stratigraphic sequence division of Jurassic Shaximiao Formation in Southwest Sichuan Basin

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Accounts of Chemical Research Pub Date : 2024-09-03 DOI:10.1515/geo-2022-0657
Zheng Li, Jingchun Tian, Laixing Cai, Tian Yang
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Abstract

In the southwestern Sichuan Basin, the Jurassic Shaximiao Formation encompasses a multitude of working areas, displaying intricate sedimentary traits. Traditional methods of stratigraphic division based on sequence suffer from inherent subjectivity and limitations. This study employs a combined mathematical approach to use the wavelet transform (WT) and the Hilbert–Huang transform (HHT). It decomposes the natural gamma ray (GR) logging curve into energy spectrum plots and wavelet coefficients at different scales, high and low frequency signals at different frequencies, and a set of intrinsic mode function components and residual functions. The study conducted a detailed stratigraphic division of the Jurassic Shaximiao Formation in the southwestern Sichuan Basin using these methods. The WT offers greater resolution for the periodic changes in the base level, whereas the HHT demonstrates a superior correlation with the positions of stratigraphic interfaces. The combined utilization of the continuous wavelet transform, the discrete wavelet transform, and HHT methods has demonstrated encouraging outcomes in the stratigraphic division of the Jurassic Shaximiao Formation. These methods have been shown to enhance the accuracy of stratigraphic division and to reduce the influence of subjective factors. This study presents new insights and approaches for geological data processing, offering significant theoretical and practical implications and novel technical means for oil and gas exploration and development.
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小波变换和希尔伯特-黄变换在四川盆地西南部侏罗系沙溪庙地层层序划分中的应用
在四川盆地西南部,侏罗系沙溪庙地层包含多个工作区,显示出错综复杂的沉积特征。传统的按层序划分地层的方法存在固有的主观性和局限性。本研究采用小波变换(WT)和希尔伯特-黄变换(HHT)相结合的数学方法。它将天然伽马射线(GR)测井曲线分解为不同尺度的能谱图和小波系数、不同频率的高频和低频信号,以及一组固有模函数分量和残差函数。该研究利用这些方法对四川盆地西南部侏罗系沙溪庙地层进行了详细的地层划分。WT 对基底面的周期性变化具有更高的分辨率,而 HHT 与地层界面位置的相关性更高。综合利用连续小波变换、离散小波变换和 HHT 方法对侏罗系沙溪庙地层进行地层划分取得了令人鼓舞的成果。这些方法提高了地层划分的准确性,减少了主观因素的影响。该研究提出了地质数据处理的新见解和新方法,为油气勘探开发提供了重要的理论和实践意义以及新的技术手段。
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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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