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2015
DOI: 10.2118/170722-pa
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New Method for Determining Mineralogy and Matrix Properties From Elemental Chemistry Measured by Gamma Ray Spectroscopy Logging Tools

Abstract: Methods for predicting mineralogy from logging-tool measurements have been an active area of research for several decades. In spite of these efforts, methods for predicting quantitative mineralogy including clay types from well-logging data were not fully achieved. The introduction of geochemical logging tools in the 1980s offered promise; however, early versions of geochemical logging tools did not measure elemental chemistry with enough accuracy and precision to enable reliable and quantitative determination… Show more

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Cited by 18 publications
(10 citation statements)
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References 10 publications
(13 reference statements)
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“…One method in the literature to overcome overfitting problems is by using regularization (Orr, 1996;Freedman, 2006;Freedman et al, 2014;Trevizan et al, 2014). In this paper, a forward selection method (Orr, 1996) is used to address overfitting problems.…”
Section: Brief Description Of Rbf Methodsmentioning
confidence: 99%
“…One method in the literature to overcome overfitting problems is by using regularization (Orr, 1996;Freedman, 2006;Freedman et al, 2014;Trevizan et al, 2014). In this paper, a forward selection method (Orr, 1996) is used to address overfitting problems.…”
Section: Brief Description Of Rbf Methodsmentioning
confidence: 99%
“…1957년 처음 소개되어 케이싱 내에서 포화도를 추정하는 검층 법으로 또는 지화학검층(Geochemical log)법으로 최근에는 비 전통저류층 평가에 중요한 검층법으로 적용되고 있다 (Baker, 1957;Muench and Osoba, 1957;Lock and Hoyer, 1974;Freeman et al, 2014 (Ku et al, 2012a(Ku et al, , 2012bWon et al, 2013Won et al, , 2014 …”
Section: 이다 이 검층법은 지층의 구성 원소 평가가 가능한 검층으로unclassified
“…In hydrocarbon reservoir characterization, the correct estimation of the rock matrix's mineral fractions is crucial in quantifying hydrocarbons. In studies related to reservoirs, in addition to directly impacting the calculation of porosity (Freedman et al., 2015), the knowledge of mineral composition can significantly improve the water saturation calculation (Clavier et al., 1984; Garcia et al., 2017; Poupon & Leveaux, 1971; Waxman & Smits, 1968) and estimate the cation exchange capacity (Herron, 1986) and total organic carbon (Gonzalez et al., 2013). Additionally, reliable mineralogy estimates can aid in monitoring a well's hydrocarbon/water contact during its productive life (North, 1987; Ulloa et al., 2016; Westaway et al., 1983) and aid in acid fracturing operations (Jin et al., 2019).…”
Section: Introductionmentioning
confidence: 99%