Multivariate Analysis Relating Oil Shale Geochemical Properties to NMR Relaxometry

被引:67
作者
Birdwell, Justin E. [1 ]
Washburn, Kathryn E. [2 ]
机构
[1] US Geol Survey, Denver Fed Ctr, Denver, CO 80225 USA
[2] Weatherford Labs, Houston, TX 77064 USA
关键词
SPIN RELAXATION; PYROLYSIS; WATER;
D O I
10.1021/ef502828k
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
Low-field nuclear magnetic resonance (NMR) relaxometry has been used to provide insight into shale composition by separating relaxation responses from the various hydrogen-bearing phases present in shales in a noninvasive way. Previous low-field NMR work using solid-echo methods provided qualitative information on organic constituents associated with raw and pyrolyzed oil shale samples, but uncertainty in the interpretation of longitudinal-transverse (T-1-T-2) relaxometry correlation results indicated further study was required. Qualitative confirmation of peaks attributed to kerogen in oil shale was achieved by comparing T-1-T-2 correlation measurements made on oil shale samples to measurements made on kerogen isolated from those shales. Quantitative relationships between T-1-T-2 correlation data and organic geochemical properties of raw and pyrolyzed oil shales were determined using partial least-squares regression (PLSR). Relaxometry results were also compared to infrared spectra, and the results not only provided further confidence in the organic matter peak interpretations but also confirmed attribution of T-1-T-2 peaks to clay hydroxyls. In addition, PLSR analysis was applied to correlate relaxometry data to trace element concentrations with good success. The results of this work show that NMR relaxometry measurements using the solid-echo approach produce T-1-T-2 peak distributions that correlate well with geochemical properties of raw and pyrolyzed oil shales.
引用
收藏
页码:2234 / 2243
页数:10
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