# Efficiency of Near-Infrared Spectroscopy in Quantifying Lignin in Black Liquor-Impregnated Reforestation Wood

**Authors:** Luzia Barcelos Deknes, Karen Keli Barbosa Abrantes, Renan Falcioni, Caio Almeida de Oliveira, Glaucio Leboso Alemparte Abrantes dos Santos, Marcos Rafael Nanni, Juarez Benigno Paes, Lúcio Cardozo-Filho

PMC · DOI: 10.3390/polym17192614 · 2025-09-27

## TL;DR

This study shows that near-infrared spectroscopy can accurately measure lignin and cellulose in wood treated with black liquor, offering a faster and non-destructive alternative to traditional methods.

## Contribution

The study introduces a novel application of NIR spectroscopy with PLSR for quantifying lignin and cellulose in black liquor-impregnated wood.

## Key findings

- NIR spectroscopy achieved high accuracy (R² 0.98–0.99 for cellulose, 0.94–0.96 for lignin) in predicting wood composition.
- PCA revealed distinct differences between Eucalyptus urophylla sapwood and heartwood.
- No significant compositional variation was found across longitudinal sections of the wood samples.

## Abstract

Cellulose and lignin are biopolymers with significant potential for chemical synthesis and energy production; however, their heterogeneous composition presents challenges for their use as raw material sources. This study employed near-infrared (NIR) spectroscopy coupled with partial least-squares regression (PLSR) to predict cellulose and lignin content in sapwood and heartwood of Eucalyptus urophylla and sapwood of Pinus taeda, all impregnated with black liquor under high pressure. Samples were analyzed across three longitudinal sections (top, middle, base), with no significant compositional variation detected. Near-infrared spectral data (1100–2500 nm) and pre-processed using the standard normal variate (SNV) method, yielded high predictive accuracy: R2 values of 0.98–0.99 for cellulose and 0.94–0.96 for lignin, with root mean square error (RMSE) values of 0.2–0.3 and 0.1, respectively. Principal component analysis (PCA) explained 98% of sample variance, revealing clear distinctions between E. urophylla sapwood and heartwood. These findings confirm the efficacy of NIR-PLSR as a nondestructive, reliable alternative to conventional chemical analyses, with implications for improved quality control and decision-making in the wood treatment industry.

## Linked entities

- **Chemicals:** lignin (PubChem CID 175586)
- **Species:** Eucalyptus urophylla (taxon 99020), Pinus taeda (taxon 3352)

## Full-text entities

- **Chemicals:** Black Liquor-Impregnated Reforestation Wood (-), Cellulose (MESH:D002482), Lignin (MESH:D008031)
- **Species:** Pinus taeda (loblolly pine, species) [taxon 3352], Eucalyptus urophylla (species) [taxon 99020]

## Figures

6 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12526761/full.md

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Source: https://tomesphere.com/paper/PMC12526761