Abstract
Lignin is an attractive material for the production of renewable
chemicals, materials and energy. However, utilization is hampered by its
highly complex and variable chemical structure, which requires an
extensive suite of analytical instruments to characterize. Here, we
demonstrate that straightforward attenuated total reflection (ATR)‐FTIR
analysis combined with principle component analysis (PCA) and partial
least squares (PLS) modelling can provide remarkable insight into the
structure of technical lignins, giving quantitative results that are
comparable to standard gel‐permeation chromatography (GPC) and 2D
heteronuclear single quantum coherence (HSQC) NMR methods. First, a
calibration set of 54 different technical (fractionated) lignin samples,
covering kraft, soda and organosolv processes, were prepared and
analyzed using traditional GPC and NMR methods, as well as by readily
accessible ATR‐FTIR spectroscopy. PLS models correlating the ATR‐FTIR
spectra of the broad set of lignins with GPC and NMR measurements were
found to have excellent coefficients of determination (R2 Cal.>0.85) for molecular weight (Mn, Mw) and inter‐unit abundances (β‐O‐4,
β‐5 and β‐β), with low relative errors (6.2–14 %) as estimated from
cross‐validation results. PLS analysis of a second set of 28 samples
containing exclusively (fractionated) kraft lignins showed further
improved prediction ability, with relative errors of 3.8–13 %, and the
resulting model could predict the structural characteristics of an
independent validation set of lignins with good accuracy. The results
highlight the potential utility of this methodology for streamlining and
expediting the often complex and time consuming technical lignin
characterization process.
| Original language | English |
|---|---|
| Pages (from-to) | 1139-1146 |
| Number of pages | 8 |
| Journal | CHEMSUSCHEM |
| Volume | 12 |
| Issue number | 6 |
| DOIs | |
| Publication status | Published - 21 Mar 2019 |
UN SDGs
This output contributes to the following UN Sustainable Development Goals (SDGs)
-
SDG 7 Affordable and Clean Energy
Keywords
- Biomass
- Chemometrics
- FTIR spectroscopy
- Lignin
- Partial least squares modelling
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