2015
DOI: 10.1016/j.chemolab.2015.06.010
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On-line multi-component alkane mixture quantitative analysis using Fourier transform infrared spectrometer

Abstract: Keywords:FTIR Multi-component alkane mixture On-line quantitative analysis Feature extraction and selection Calibration transfer Fourier transform infrared spectrometer (FTIR) has been widely used to analyze multi-component gas mixture for more than ten years because of its potential benefits. However, it is a challenge to analyze multicomponent alkane mixture on-line with FTIR because their absorption spectra overlap with each other extensively. In this paper, the methods of feature extraction and selection b… Show more

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Cited by 15 publications
(4 citation statements)
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“…Multi-gas detection always has the problem of interference in the spectrum. Intelligent learning methods can solve this problem and have achieved good results [ 22 , 23 , 24 , 25 , 26 ]. Hence, we used principal component analysis (PCA) and the back propagation (BP) neural network to correct the interference of multi-gas detection, and improved the detection performance of the system.…”
Section: Introductionmentioning
confidence: 99%
“…Multi-gas detection always has the problem of interference in the spectrum. Intelligent learning methods can solve this problem and have achieved good results [ 22 , 23 , 24 , 25 , 26 ]. Hence, we used principal component analysis (PCA) and the back propagation (BP) neural network to correct the interference of multi-gas detection, and improved the detection performance of the system.…”
Section: Introductionmentioning
confidence: 99%
“…Spectroscopic analysis technology such as Raman and infrared spectroscopy has been widely used in many fields because of its high sensitivity, rapid analysis speed, and nondestructive features [1][2][3][4][5]. However, any spectra measured by a spectrometer usually have a wandering baseline due to environmental factors, such as light source, temperature, humidity, and vibration during long-time continuous work [6].…”
Section: Introductionmentioning
confidence: 99%
“…The most used technique for gas quality assessment is gas chromatography (GC), combined with detection by either mass spectrometry (MS) or, more usually, thermal conductivity (ISO 6974-5:2014). GC allows for highly accurate quantitative measurements, although it has several drawbacks when used offline (the size of the instruments, although modern in-line CG devices became very small, the need for dedicated installations, supply of auxiliary gases, the need for a sampling stage, etc.).…”
Section: Introductionmentioning
confidence: 99%