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Virtual standard slope and bias calibration transfer of partial least squares jet fuel property models to multiple near infrared spectroscopy instruments
被引:8
|作者:
Cooper, John B.
[1
]
Larkin, Christopher M.
[2
]
Abdelkader, Mohamed F.
[1
]
机构:
[1] Old Dominion Univ, Dept Chem, Norfolk, VA 23529 USA
[2] Bruker Opt, The Woodlands, TX 77381 USA
关键词:
multivariate data analysis;
MDA;
calibration transfer;
standardisation;
fuel;
virtual;
PDS;
piece-wise direct standardisation;
VSSB;
ORTHOGONAL SIGNAL CORRECTION;
NIR SPECTROSCOPY;
SPECTROMETRIC INSTRUMENTS;
MULTIVARIATE CALIBRATION;
IR SPECTROSCOPIES;
BASE STOCK;
CLASSIFICATION;
PREDICTION;
SPECTRA;
GASOLINE;
D O I:
10.1255/jnirs.922
中图分类号:
O69 [应用化学];
学科分类号:
081704 ;
摘要:
A novel calibration transfer (standardisation) method was used to transfer partial least squares (PLS) models correlating jet fuel properties with their near infrared spectra. The modelled jet fuel properties included: API gravity; %aromatics; cetane index; density; distillation temperatures for 10%, 20%, 50% and 90% recovered volume; flashpoint; %hydrogen content; %saturates; and viscosity. The transfer method involved the use of 12 neat solvents to generate virtual standards which resembled the training set spectra used to generate the PLS models. Virtual standards created from solvents acquired on the master calibration instrument and secondary slave instruments were predicted using the master-generated PLS models. The master and slave virtual predictions were then regressed to provide a simple slope and bias correction for the slave instruments. The virtual standard slope and bias correction performed as well as or better than piece-wise direct standardisation for nine of the 13 fuel parameters while eliminating the need to maintain either the master instrument or complex fuel standards.
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页码:139 / 150
页数:12
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