Real-Time FTIR-ATR Spectroscopy for Monitoring Ethanolysis: Spectral Evaluation, Regression Modelling, and Molecular Insight

As the demand for biodiesel continues to rise, there is a pressing need for efficient and continuous monitoring of the transesterification reaction at the industrial level. However, there is a lack of straightforward online monitoring methods capable of accurately following the course of ethanolysis under various reaction conditions. In this work, simple linear regression (SLR) and multiple linear regression (MLR) models were developed to assess Fourier transform infrared spectroscopy (FTIR) data from a continuous flow cell, enabling real-time ethanolysis monitoring without sample pretreatment. Gas chromatography (GC) was utilised as the reference method to accurately characterise the reaction mixture's composition during ethanolysis. Extensive correlation analysis was performed to identify spectra regions where the reaction system's state changes are observable. The gained regions were subsequently applied in the linear regression model's development. This novel approach resulted in the performance of simple linear regression comparable to complex partial least squares (PLS) regression model (RMSEP = 2.11). The developed online monitoring system was validated in a wide range of reaction conditions (40-60 °C; 0.25-1.0% <i>w</i>/<i>w</i> NaOH); it effectively identifies dynamic changes in the ethanolysis process and confirms achieving the threshold value of ester content set by EU regulation directly in the production process.

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Publication Details

Journal
International Journal of Molecular Sciences
Published
2025-09-25
DOI
https://doi.org/10.3390/ijms26199381
Citations
1
Primary Topic
Biodiesel Production and Applications
Type
article
Field-Weighted Citation Impact
0.67

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article

Real-Time FTIR-ATR Spectroscopy for Monitoring Ethanolysis: Spectral Evaluation, Regression Modelling, and Molecular Insight

Lubomír Šánek, Jiří Pěcha, Jakub Husár
1 citations
International Journal of Molecular Sciences
Biodiesel Production and Applications
0.67
article

Real-Time FTIR-ATR Spectroscopy for Monitoring Ethanolysis: Spectral Evaluation, Regression Modelling, and Molecular Insight

Lubomír Šánek, Jiří Pěcha, Jakub Husár
article en
1 citations

Abstract

As the demand for biodiesel continues to rise, there is a pressing need for efficient and continuous monitoring of the transesterification reaction at the industrial level. However, there is a lack of straightforward online monitoring methods capable of accurately following the course of ethanolysis under various reaction conditions. In this work, simple linear regression (SLR) and multiple linear regression (MLR) models were developed to assess Fourier transform infrared spectroscopy (FTIR) data from a continuous flow cell, enabling real-time ethanolysis monitoring without sample pretreatment. Gas chromatography (GC) was utilised as the reference method to accurately characterise the reaction mixture's composition during ethanolysis. Extensive correlation analysis was performed to identify spectra regions where the reaction system's state changes are observable. The gained regions were subsequently applied in the linear regression model's development. This novel approach resulted in the performance of simple linear regression comparable to complex partial least squares (PLS) regression model (RMSEP = 2.11). The developed online monitoring system was validated in a wide range of reaction conditions (40-60 °C; 0.25-1.0% <i>w</i>/<i>w</i> NaOH); it effectively identifies dynamic changes in the ethanolysis process and confirms achieving the threshold value of ester content set by EU regulation directly in the production process.

International Journal of Molecular SciencesVol. 26(19)
Tomas Bata University in Zlín (CZ)
Tomas Bata University in Zlin
Openalex Percentile: Top 26%
Biodiesel Production and Applications
0.67
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Real-Time FTIR-ATR Spectroscopy for Monitoring Ethanolysis: Spectral Evaluation, Regression Modelling, and Molecular Insight — Lubomír Šánek, Jiří Pěcha, et al. · International Journal of Molecular Sciences (2025) | TGRS Research Map | TGRS