Applied Spectroscopy · 2015 · 32 citations · 10 references
EngineeringWell StimulationChemistryChemical EngineeringFluid PropertiesPetroleum ChemistryPetroleum ProductionAnalytical ChemistryHeavy Oil RecoveryShale Oil CutsPetroleum Refining ProcessShale Oil SamplesKukersite Shale OilFourier TransformHydroxyl GroupsEnvironmental EngineeringSpectroscopyNatural SciencesEnhanced Oil ProductionPetroleomics
This article describes the use of Fourier transform infrared (FT-IR) spectroscopy to quantitatively measure the hydroxyl concentrations among narrow boiling shale oil cuts. Shale oil samples were from an industrial solid heat carrier retort. Reference values were measured by titration and were used to create a partial least squares regression model from FT-IR data. The model had a root mean squared error (RMSE) of 0.44 wt% OH. This method was then used to study the distribution of hydroxyl groups among more than 100 shale oil cuts, which showed that hydroxyl content increased with the average boiling point of the cut up to about 350 °C and then leveled off and decreased.
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Scikit-learn: Machine Learning in Python
Fabián Pedregosa, Gaël Varoquaux, Alexandre Gramfort et al. · arXiv (Cornell University) · 2012 · 63.3K citations · Full text
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