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Quantifying the Abundance of Alkane Moieties in Lignins with FTIR Spectroscopy and PLS Regression; Estimating Grafting Degree of Esterification
RISE Research Institutes of Sweden, Bioeconomy and Health, Material and Surface Design.ORCID iD: 0000-0002-7937-1060
RISE Research Institutes of Sweden, Bioeconomy and Health, Material and Surface Design.ORCID iD: 0000-0002-0583-224x
2025 (English)In: ChemSusChem, ISSN 1864-5631, E-ISSN 1864-564X, Vol. 18, no 3, article id e202400938Article in journal (Refereed) Published
Abstract [en]

As society is rapidly converting from fossil-based materials to greener alternatives, the valorization of lignin through chemical modification has been given considerable attention. Characterizing this highly heterogeneous biopolymer is a constant challenge, and an emerging strategy for dealing with variations in material characteristics is combining traditional analytical techniques with chemometrics, such as Fourier-transform infrared (FTIR) spectroscopy with partial least squares regression (PLSR). Here, a calibration data set was built based on FTIR spectra and the total carbon-hydrogen bond (CHB) content of mixtures of technical lignins and alkanes, meant to emulate esterified samples. From this data, a PLSR model was built which predicted the CHB content of esterified lignin reaction products with an RMSECV=5.685 mmol/g and RMSEPred=5.827 mmol/g, and from which the weight percentage of ester-to-lignin was determined. When compared to wet-chemical analysis, good agreement between the techniques was found with an obtained RMSEPred=8.3 % and a R2Train=0.9752 for the degree of esterification. This indicates high model predictability and goodness of fit, and that the calibration data set successfully emulated esterified lignin samples. 

Place, publisher, year, edition, pages
John Wiley and Sons Inc , 2025. Vol. 18, no 3, article id e202400938
Keywords [en]
Esterification; Grafting (chemical); Hydrogen bonds; Reaction products; Calibration data; Carbon-Hydrogen bond; Data set; Fourier transform infrared; Grafting degree; Model development; Partial least square regression; PLS regression; Quantification; Transform infrared spectroscopy; Fourier transform infrared spectroscopy
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Chemical Sciences
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URN: urn:nbn:se:ri:diva-76126DOI: 10.1002/cssc.202400938Scopus ID: 2-s2.0-85208178024OAI: oai:DiVA.org:ri-76126DiVA, id: diva2:1916969
Note

This work was part of the “LignoWax – Green Wax Inhibitorsand Production Chemicals based on Lignin” project (grantnumber 326876). The authors thank the Norwegian ResearchCouncil, Equinor ASA and ChampionX Norge AS for financialsupport, and the staff at RISE PFI AS for technical support.

Available from: 2024-11-29 Created: 2024-11-29 Last updated: 2025-09-23Bibliographically approved

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Heen Blindheim, FredrikRuwoldt, Jost

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