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Online Determination on the Properties of Naphtha as the Ethylene Feedstock Using Near-Infrared Spectroscopy
https://orcid.org/https://orcid.org/0000-0003-2588-2516
https://orcid.org/https://orcid.org/0000-0002-3221-309X
Providing real-time information on the properties of naphtha as the ethylene feedstock within the minimal time is significant for improvement of the process simulation, control, and real-time optimization. To develop models predicting naphtha properties for different pre-processing methods, an online full transmittance near-infrared (NIR) spectrum measurement system has been used along with the principal component regression and partial least squares (PLS) methods. The results show that the Savitzky-Golay smoothing combined with the first-derivative pre-processing provides the best denoising effect compared to other methods. The predicted relative errors of the NIR models developed by PLS, especially for the cutting temperature points of the test set, basically make 1‒5% indicating it can be used to create good NIR prediction models for the on-line determination of naphtha properties.
Online Determination on the Properties of Naphtha as the Ethylene Feedstock Using Near-Infrared Spectroscopy
https://orcid.org/https://orcid.org/0000-0003-2588-2516
https://orcid.org/https://orcid.org/0000-0002-3221-309X
Providing real-time information on the properties of naphtha as the ethylene feedstock within the minimal time is significant for improvement of the process simulation, control, and real-time optimization. To develop models predicting naphtha properties for different pre-processing methods, an online full transmittance near-infrared (NIR) spectrum measurement system has been used along with the principal component regression and partial least squares (PLS) methods. The results show that the Savitzky-Golay smoothing combined with the first-derivative pre-processing provides the best denoising effect compared to other methods. The predicted relative errors of the NIR models developed by PLS, especially for the cutting temperature points of the test set, basically make 1‒5% indicating it can be used to create good NIR prediction models for the on-line determination of naphtha properties.
Online Determination on the Properties of Naphtha as the Ethylene Feedstock Using Near-Infrared Spectroscopy
https://orcid.org/https://orcid.org/0000-0003-2588-2516
https://orcid.org/https://orcid.org/0000-0002-3221-309X
Providing real-time information on the properties of naphtha as the ethylene feedstock within the minimal time is significant for improvement of the process simulation, control, and real-time optimization. To develop models predicting naphtha properties for different pre-processing methods, an online full transmittance near-infrared (NIR) spectrum measurement system has been used along with the principal component regression and partial least squares (PLS) methods. The results show that the Savitzky-Golay smoothing combined with the first-derivative pre-processing provides the best denoising effect compared to other methods. The predicted relative errors of the NIR models developed by PLS, especially for the cutting temperature points of the test set, basically make 1‒5% indicating it can be used to create good NIR prediction models for the on-line determination of naphtha properties.
Online Determination on the Properties of Naphtha as the Ethylene Feedstock Using Near-Infrared Spectroscopy
Pet. Chem.
Fan, Chen (Autor:in) / Liu, Tianbo (Autor:in) / Hu, Guihua (Autor:in) / Yang, Minglei (Autor:in) / Long, Jian (Autor:in)
Petroleum Chemistry ; 63 ; 1069-1079
01.09.2023
11 pages
Aufsatz (Zeitschrift)
Elektronische Ressource
Englisch
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