NIR-chemometric approaches for evaluating carbonization characteristics of hydrothermally carbonized lignin

Abstract The aim of this study is to establish prediction models for the non-destructive evaluation of the carbonization characteristics of lignin-derived hydrochars as a carbon material in real time. Hydrochars are produced via the hydrothermal carbonization of kraft lignins for 1–5 h in the temper...

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Main Authors: Sung-Wook Hwang, Un Taek Hwang, Kyeyoung Jo, Taekyeong Lee, Jinseok Park, Jong-Chan Kim, Hyo Won Kwak, In-Gyu Choi, Hwanmyeong Yeo
Format: Article
Language:English
Published: Nature Publishing Group 2021-08-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-021-96461-x
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spelling doaj-563fe2056ea7400dbf6b70c02de0ec042021-08-22T11:28:07ZengNature Publishing GroupScientific Reports2045-23222021-08-011111810.1038/s41598-021-96461-xNIR-chemometric approaches for evaluating carbonization characteristics of hydrothermally carbonized ligninSung-Wook Hwang0Un Taek Hwang1Kyeyoung Jo2Taekyeong Lee3Jinseok Park4Jong-Chan Kim5Hyo Won Kwak6In-Gyu Choi7Hwanmyeong Yeo8Research Institute of Agriculture and Life Sciences, Seoul National UniversityDepartment of Forest Sciences, College of Agriculture and Life Sciences, Seoul National UniversityDepartment of Forest Sciences, College of Agriculture and Life Sciences, Seoul National UniversityResearch Institute of Agriculture and Life Sciences, Seoul National UniversityDepartment of Agriculture, Forestry and Bioresources, College of Agriculture and Life Sciences, Seoul National UniversityDepartment of Agriculture, Forestry and Bioresources, College of Agriculture and Life Sciences, Seoul National UniversityResearch Institute of Agriculture and Life Sciences, Seoul National UniversityResearch Institute of Agriculture and Life Sciences, Seoul National UniversityResearch Institute of Agriculture and Life Sciences, Seoul National UniversityAbstract The aim of this study is to establish prediction models for the non-destructive evaluation of the carbonization characteristics of lignin-derived hydrochars as a carbon material in real time. Hydrochars are produced via the hydrothermal carbonization of kraft lignins for 1–5 h in the temperature range of 175–250 °C, and as the reaction severity of hydrothermal carbonization increases, the hydrochar is converted to a more carbon-intensive structure. Principal component analysis using near-infrared spectra suggests that the spectral regions at 2132 and 2267 nm assigned to lignins and 1449 nm assigned to phenolic groups of lignins are informative bands that indicate the carbonization degree. Partial least squares regression models trained with near-infrared spectra accurately predicts the carbon content, oxygen/carbon, and hydrogen/carbon ratios with high coefficients of determination and low root mean square errors. The established models demonstrate better prediction than ordinary least squares regression models.https://doi.org/10.1038/s41598-021-96461-x
collection DOAJ
language English
format Article
sources DOAJ
author Sung-Wook Hwang
Un Taek Hwang
Kyeyoung Jo
Taekyeong Lee
Jinseok Park
Jong-Chan Kim
Hyo Won Kwak
In-Gyu Choi
Hwanmyeong Yeo
spellingShingle Sung-Wook Hwang
Un Taek Hwang
Kyeyoung Jo
Taekyeong Lee
Jinseok Park
Jong-Chan Kim
Hyo Won Kwak
In-Gyu Choi
Hwanmyeong Yeo
NIR-chemometric approaches for evaluating carbonization characteristics of hydrothermally carbonized lignin
Scientific Reports
author_facet Sung-Wook Hwang
Un Taek Hwang
Kyeyoung Jo
Taekyeong Lee
Jinseok Park
Jong-Chan Kim
Hyo Won Kwak
In-Gyu Choi
Hwanmyeong Yeo
author_sort Sung-Wook Hwang
title NIR-chemometric approaches for evaluating carbonization characteristics of hydrothermally carbonized lignin
title_short NIR-chemometric approaches for evaluating carbonization characteristics of hydrothermally carbonized lignin
title_full NIR-chemometric approaches for evaluating carbonization characteristics of hydrothermally carbonized lignin
title_fullStr NIR-chemometric approaches for evaluating carbonization characteristics of hydrothermally carbonized lignin
title_full_unstemmed NIR-chemometric approaches for evaluating carbonization characteristics of hydrothermally carbonized lignin
title_sort nir-chemometric approaches for evaluating carbonization characteristics of hydrothermally carbonized lignin
publisher Nature Publishing Group
series Scientific Reports
issn 2045-2322
publishDate 2021-08-01
description Abstract The aim of this study is to establish prediction models for the non-destructive evaluation of the carbonization characteristics of lignin-derived hydrochars as a carbon material in real time. Hydrochars are produced via the hydrothermal carbonization of kraft lignins for 1–5 h in the temperature range of 175–250 °C, and as the reaction severity of hydrothermal carbonization increases, the hydrochar is converted to a more carbon-intensive structure. Principal component analysis using near-infrared spectra suggests that the spectral regions at 2132 and 2267 nm assigned to lignins and 1449 nm assigned to phenolic groups of lignins are informative bands that indicate the carbonization degree. Partial least squares regression models trained with near-infrared spectra accurately predicts the carbon content, oxygen/carbon, and hydrogen/carbon ratios with high coefficients of determination and low root mean square errors. The established models demonstrate better prediction than ordinary least squares regression models.
url https://doi.org/10.1038/s41598-021-96461-x
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