2023
DOI: 10.1021/acs.energyfuels.2c03383
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Evaluation of Fluid Saturation in Shale Using 2D Nuclear Magnetic Resonance

Abstract: Two-dimensional (2D) nuclear magnetic resonance (NMR) has become an indispensable tool for fluid saturation evaluation in shale reservoir. NMR spectrum derived from echo data with a low signal-to-noise ratio, however, cannot be effectively used for fluid feature extraction and saturation calculation. In this study, we proposed a fluid saturation evaluation method that combines morphology, nonnegative matrix decomposition, and fully constrained least squares. Moreover, an Akaike information criterion (AIC)-base… Show more

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Cited by 6 publications
(2 citation statements)
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“…This approach integrates NMR, X-ray diffraction (XRD), and scanning electron microscopy (SEM) techniques, enabling the identification and quantitative assessment of different fluid saturations within the samples. Gu et al [13] developed a novel method for fluid saturation assessment, integrating morphological analysis, non-negative matrix decomposition, and fully constrained least squares, and applied two-dimensional NMR for evaluating fluid saturation in shale. Li et al [14] conducted a comprehensive assessment of water and oil content, their distribution, and evaporation loss patterns in preserved shale using two-dimensional NMR T1-T2 mapping techniques.…”
Section: Introductionmentioning
confidence: 99%
“…This approach integrates NMR, X-ray diffraction (XRD), and scanning electron microscopy (SEM) techniques, enabling the identification and quantitative assessment of different fluid saturations within the samples. Gu et al [13] developed a novel method for fluid saturation assessment, integrating morphological analysis, non-negative matrix decomposition, and fully constrained least squares, and applied two-dimensional NMR for evaluating fluid saturation in shale. Li et al [14] conducted a comprehensive assessment of water and oil content, their distribution, and evaporation loss patterns in preserved shale using two-dimensional NMR T1-T2 mapping techniques.…”
Section: Introductionmentioning
confidence: 99%
“…In the petroleum industry, nuclear magnetic resonance (NMR) relaxation time distributions serve as vital measurements for determining porosity, pore size distribution, and rock characteristics, such as permeability, wettability, capillary pressure, and residual oil saturation. The transverse relaxation T 2 distribution, generated by the Carr–Purcell–Meiboom–Gill (CPMG) pulse sequence, forms the cornerstone of both laboratory and downhole NMR-logging measurements. However, in most cases, conventional T 2 distribution measurements assume isotropic core samples and perform bulk measurements, focusing on capturing whole-sample signal components despite the frequent macroscopic heterogeneity observed in reservoir rocks. As exploration and development shift toward highly heterogeneous reservoirs like shale and carbonate formations, it is urgent to explore spatially resolved T 2 measurements to investigate the spatially resolved petrophysical properties of unconventional rocks with frequently finer bedding plane structures. , …”
Section: Introductionmentioning
confidence: 99%