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Continuous Wavelet Transform and Dynamic Time Warping-Based Fine Division and Correlation of Glutenite Sedimentary Cycles
Authors:Yu  Zhichao  Wang  Zhizhang  Wang  Jie
Institution:1.College of Geosciences, China University of Petroleum, Beijing, 102249, China
;2.CNOOC China Limited, Shenzhen Branch, Shenzhen, 518064, Guangdong, China
;
Abstract:

Glutenite reservoirs are characterized by strong heterogeneity, large thickness, complex rock fabric, and low maturity in terms of structure and composition, which makes the division of sedimentary periods an arduous task. This restricts the exploration and development of oil and gas fields in glutenite reservoirs. Wireline logging signals, which contain rich geological information and record the sedimentary cycle of the strata, are sensitive to changes in the lithologic interface. Moreover, the formation microscanner image (FMI) method provides a complete lithologic profile of the formation and intuitively identifies sequence boundaries, unlike cores and conventional well logs. By integrating mathematical tools based on time–frequency analysis technology of multiscale wavelet transform and FMI as the geological constraint, a sensitive logging curve was selected to delineate the sedimentary cycles of a glutenite reservoir. Optimization of wavelet decomposition parameters was conducted by employing Morlet as the wavelet base, and the scale factors were screened by the direct power spectrum method. Taking the glutenite reservoirs of the Baikouquan Formation in the MA131 well block of the Mahu Sag as the research object, the sedimentary periods of the glutenite body of well MA15 were divided under seismic constraints. The results indicated that the abrupt interface of the wavelet coefficient curve of different scale factors closely corresponded to the interface of sedimentary cycles at distinct levels. This demonstrates the effectiveness of the proposed method. Subsequently, the dynamic time warping algorithm was employed for automatic stratigraphic well correlation. It is concluded that the proposed technique eliminates the overdependence on traditional methods, such as geological and well stratification information, as well as possessing superiority with regard to high precision, better flexibility, and convenient operation.

Keywords:
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