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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2021-08-01
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Online Access: | https://doi.org/10.1038/s41598-021-96461-x |
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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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