Online Determination on the Properties of Naphtha as the Ethylene Feedstock Using Near-Infrared Spectroscopy

被引:0
|
作者
Fan, Chen [1 ]
Liu, Tianbo [2 ]
Hu, Guihua [1 ]
Yang, Minglei [1 ]
Long, Jian [1 ,3 ]
机构
[1] East China Univ Sci & Technol, Key Lab Smart Mfg Energy Chem Proc, Minist Educ, Shanghai 200237, Peoples R China
[2] Sinopec Jinan Co, Jinan 250102, Peoples R China
[3] Qingyuan Innovat Lab, Quanzhou 362801, Peoples R China
基金
中国国家自然科学基金;
关键词
near-infrared spectroscopy; naphtha properties; pre-processing; partial least squares; online determination; OIL; PRECIPITATION; FRACTIONS; GASOLINE;
D O I
10.1134/S0965544123060208
中图分类号
O62 [有机化学];
学科分类号
070303 ; 081704 ;
摘要
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.
引用
收藏
页码:1069 / 1079
页数:11
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