PLS regression on spectroscopic data for the prediction of crude oil quality: API gravity and aliphatic/aromatic ratio
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作者:
Abbas, Ouissam
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Walloon Agr Res Ctr, Qual Agr Prod Dept, B-5030 Gembloux, BelgiumAix Marseille Univ Pole Etoile, Equipe METICA, LISA EA 4672, F-13397 Marseille 20, France
Abbas, Ouissam
[2
]
Rebufa, Catherine
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Aix Marseille Univ Pole Etoile, Equipe METICA, LISA EA 4672, F-13397 Marseille 20, FranceAix Marseille Univ Pole Etoile, Equipe METICA, LISA EA 4672, F-13397 Marseille 20, France
Rebufa, Catherine
[1
]
Dupuy, Nathalie
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Aix Marseille Univ Pole Etoile, Equipe METICA, LISA EA 4672, F-13397 Marseille 20, FranceAix Marseille Univ Pole Etoile, Equipe METICA, LISA EA 4672, F-13397 Marseille 20, France
Dupuy, Nathalie
[1
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Permanyer, Albert
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Univ Barcelona, Dept Geoquim Petr & Prospeccio Geol, E-08028 Barcelona, SpainAix Marseille Univ Pole Etoile, Equipe METICA, LISA EA 4672, F-13397 Marseille 20, France
Permanyer, Albert
[3
]
Kister, Jacky
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Aix Marseille Univ Pole Etoile, Equipe METICA, LISA EA 4672, F-13397 Marseille 20, FranceAix Marseille Univ Pole Etoile, Equipe METICA, LISA EA 4672, F-13397 Marseille 20, France
Kister, Jacky
[1
]
机构:
[1] Aix Marseille Univ Pole Etoile, Equipe METICA, LISA EA 4672, F-13397 Marseille 20, France
[2] Walloon Agr Res Ctr, Qual Agr Prod Dept, B-5030 Gembloux, Belgium
This work describes a chemometric approach for predicting quality parameters of crude oils by using the information present in spectroscopic data as Fourier Transform Infrared-Attenuated Total Reflectance (FTIR-ATR) absorption and Synchrounous Ultra Violet Fluorescence (SUVF). Using multivariate analysis such as Partial Least-Square (PLS) analysis, the predictive ability of spectroscopic techniques has been explored to estimate the American Petroleum Industry (API) gravity usually determined using standard physical methods and infrared structural/functional indices characterizing the repartition of aliphatic and aromatic structures present in crude oils. Giving global information on chemical compounds present in oil, FTIR-ATR also appears to be a rapid analytical method for quantifying changes in abundances of aliphatic and aromatic structures with the help of the infrared indices calculated from area ratio of specific bands. Then, a PLS model based on MIR data allows to predict this aliphatic/aromatic ratio for various crude oils and avoid time-consuming step of infrared peaks integration. (C) 2012 Elsevier Ltd. All rights reserved.