[HTML][HTML] Diesel Adulteration Detection with a Machine Learning-Enhanced Laser Sensor Approach

B Mourched, T AlZoubi, S Vrtagic - Processes, 2024 - mdpi.com
Regression models are fundamental tools in machine … In our scenario of predicting diesel
purity, regression models play … of regression techniques, including linear regression equations, …

Detection of the adulteration of motor oil by laser induced fluorescence spectroscopy and chemometric techniques

L Srata, S Farres, M Chikri, S Addou, F Fethi - Journal of Fluorescence, 2023 - Springer
… Besides, Partial Least Squares Regression (PLSR) was exploited to determine the percentage
of adulteration. The best model was obtained with a regression coefficient of 0.96, Root …

Advances in chemometric control of commercial diesel adulteration by kerosene using IR spectroscopy

HOMA Moura, ABF Câmara, MCD Santos… - Analytical and …, 2019 - Springer
… (PLS) regression, support vector machine regression (SVR), … In Brazil, gasoline adulteration
is currently well controlled in … is no specific methodology for detecting adulterants in diesel, …

Study of motor oil adulteration by infrared spectroscopy and chemometrics methods

M Bassbasi, A Hafid, S Platikanov, R Tauler… - Fuel, 2013 - Elsevier
… , such as heavy crude oils, gasoline, diesel fuel, jet fuel and … than using other multilinear
regressions methods such as MLR. … be used for motor oil adulteration detection. Coupling both, …

[HTML][HTML] Discrimination of oils and fuels using a portable NIR spectrometer

FD Santos, LP Santos, PHP Cunha, FT Borghi… - Fuel, 2021 - Elsevier
regression (SVR) and partial least squares (PLS), respectively. About the NIR spectra of
naphtha, gasoline, … For the blends of gasoline and naphtha, the limit of detection (LOD), limit of …

[HTML][HTML] Portable near infrared spectroscopy applied to fuel quality control

RM Correia, E Domingos, VM Cáo, BRF Araujo… - Talanta, 2018 - Elsevier
… the noise level in the data set; and b k to regression coefficient for the kth variable based on
a … adulterated gasoline samples with lead using FTIR. Additionally, Zhang et al. [38] detected

Determination and quantification of kerosene in gasoline by mid-infrared and Raman spectroscopy

X Li, YD Liu, X Jiang, A Ouyang, X Sun… - Journal of Molecular …, 2020 - Elsevier
adulteration in gasoline. The content of kerosene in … The simulator used a partial least
squares (PLS) regression … on the detection of automobile gasoline adulteration technology in …

Partial least squares regression residual extreme learning machine (PLSRR-ELM) calibration algorithm applied in fast determination of gasoline octane number with …

H Wang, X Chu, P Chen, J Li, D Liu, Y Xu - Fuel, 2022 - Elsevier
… from gasoline blending process in which several gasoline … blended, in which case the
gasoline properties Y span a relatively wide … To take gasoline blending process as an example, a …

Assessment of gasoline adulteration in Nairobi, Kenya

ENM Murago - 2013 - ir.jkuat.ac.ke
… out to assess the adulteration of automotive gasoline in Nairobi, … The results obtained by
FTIR showed that the adulterationDetection and identification of gasoline adulteration is not an …

[HTML][HTML] Standardization of NIR data to identify adulteration in ethanol fuel

KDTM Milanez, AC Silva, JEM Paz, EP Medeiros… - Microchemical …, 2016 - Elsevier
… with multivariate classification models to detect adulteration with methanol in hydrated ethyl
… multivariate methods, such as principal component regression (PCR) or partial least square …