Journal
MARINE AND PETROLEUM GEOLOGY
Volume 128, Issue -, Pages -Publisher
ELSEVIER SCI LTD
DOI: 10.1016/j.marpetgeo.2021.104938
Keywords
Oil; Source rock; Biomarker; Discriminant analysis; Bohai Bay Basin
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Funding
- Institute of Geology and Geophysics, CAS [IGGCAS-201903201]
- Chinese Academy of Sciences [XDB10020203]
- PetroChina [2017-E15]
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By utilizing discriminant analysis, this study identified 8 informative parameters to establish a discriminant model for oil-source correlation, achieving high correct discrimination rate in cross-validation and original validation. The results suggest that oils in the Wen?an Slope area of the Baxian Depression in the Bohai Bay Basin are mainly sourced from the Es3 member of the Paleogene Shahejie Formation.
With acquisition of geochemical data of oils and source rocks in mature basins, oil source re-identification is important for petroleum system analysis and subsequent exploration. In the Baxian Depression of the Bohai Bay Basin, the main source rocks are in the Sha-3 (Es3) and Sha-1 (Es1) Members of the Paleogene Shahejie Formation. These cannot be differentiated using the standard mass chromatograms and bivariate cross-plots of biomarker parameters obtained from the representative samples of the source rocks. In this paper, discriminant analysis (DA) was employed to highlight the difference between these two sets of the source rocks samples and to identify the sources of the oils in the multivariate space. Based on a comprehensive literature review, we selected twenty three candidate parameters that may reflect the oil sources, and excluded ones which are affected by the thermal maturity and biodegradation in the study area. Eight informative parameters were chosen with stepwise DA from these candidate parameters to establish a discriminant model for the oil-source correlation. The model achieved a high correct discrimination rate using leave-one-out cross-validation (90.7%) and original validation (94.4%). We found that these 8 parameters can describe the characteristics of the main sources and can effectively differentiate these sources. The high posterior probabilities in the oil-source correlation results indicate that the oils in the Wen?an Slope were mainly sourced from the source rock in Es3. These results, together with geological mapping of reservoir sand-bodies, suggest that more oil derived from the Es3 source rocks may exist below the thick shale and/or mudstone sequence in the Es1 than previously thought.
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