# Machine learning prediction of lignin content in poplar with Raman spectroscopy

**Type:** Papers  
**Canonical URL:** https://scholariq.org/papers/machine-learning-prediction-of-lignin-content-in-poplar-with-raman-spectroscopy/

## Facts

| Field | Value |
| --- | --- |
| Author Names | Wenli Gao,Liang Zhou,Shengquan Liu,Ying Guan,Hui Gao,Bin Hui |
| Citations | 90 |
| DOI | 10.1016/j.biortech.2022.126812 |
| Fields | Agricultural and Biological Sciences,Chemistry,Engineering |
| Open Access | false |
| OA Status | closed |
| OpenAlex ID | https://openalex.org/W4210549999 |
| PMID | 35131461 |
| Type | article |
| Year | 2022 |

## Paper authors

- [Shengquan Liu](https://scholariq.org/researchers/shengquan-liu/)

## Paper primary topic

- [Spectroscopy and Chemometric Analyses](https://scholariq.org/topics/spectroscopy-and-chemometric-analyses/)

## Paper topics

- [Spectroscopy and Chemometric Analyses](https://scholariq.org/topics/spectroscopy-and-chemometric-analyses/)
- [Fermentation and Sensory Analysis](https://scholariq.org/topics/fermentation-and-sensory-analysis/)
- [Lignin and Wood Chemistry](https://scholariq.org/topics/lignin-and-wood-chemistry/)

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Source: ScholarIQ — public research metadata, principally OpenAlex. See https://scholariq.org/sources/ for provenance and https://scholariq.org/methodology/ for what these figures mean.