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Monitoring of sugars adsorption breakthrough curves with online Raman spectroscopy
Wassim Ammar1, Marion Lacoue-Negre1, Alain Methivier1
1IFP Energies nouvelles, Rond-point de l'échangeur de Solaize, 69360 Solaize, France.
Spectrochimica Acta. Part A, Molecular and Biomolecular Spectroscopy
|January 13, 2024
Summary
Online Raman spectroscopy effectively monitors glucose and xylose adsorption breakthrough curves. Simple univariate models accurately predict sugar concentrations, even with ethanol present, simplifying process monitoring.
Area of Science:
- Analytical Chemistry
- Spectroscopy
- Chemical Engineering
Background:
- Adsorption processes are crucial in chemical separations.
- Monitoring adsorption breakthrough is vital for process optimization.
- Raman spectroscopy offers a non-invasive, real-time analytical technique.
Purpose of the Study:
- To develop and validate an online Raman spectroscopy method for monitoring glucose and xylose adsorption breakthrough.
- To compare univariate and multivariate (Partial Least Squares) calibration models for sugar quantification.
- To assess the impact of ethanol as a cosolvent on model performance.
Main Methods:
- Online Raman spectroscopy was applied to monitor adsorption breakthrough of glucose and xylose mixtures.
- Univariate and Partial Least Squares (PLS) calibration models were developed using spectral data.
- Models were validated against offline High-Performance Liquid Chromatography (HPLC) measurements.
- Spectral subtraction and first derivative were used as data preprocessing techniques.
Main Results:
- Accurate predictions of glucose and xylose concentrations were achieved using univariate models.
- No significant improvement in prediction accuracy was observed with PLS models compared to univariate models.
- The presence of ethanol as a cosolvent did not negatively impact the univariate model performance.
- Effective pretreatment methods (spectral subtraction and first derivative) enhanced model robustness.
Conclusions:
- Online Raman spectroscopy is a viable tool for real-time monitoring of sugar adsorption breakthrough.
- Univariate calibration models are sufficient and robust for quantifying glucose and xylose in this application.
- Pretreatment strategies are key to developing reliable spectroscopic models for complex mixtures.
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