Literature DB >> 29906647

Monitoring alcohol concentration and residual glucose in solid state fermentation of ethanol using FT-NIR spectroscopy and L1-PLS regression.

Hui Jiang1, Congli Mei2, Kangji Li2, Yonghong Huang2, Quansheng Chen3.   

Abstract

This study aimed to investigate the potential of FT-NIR spectroscopy technique combined with chemometrics method, which employed to monitor time-related changes of alcohol concentration and residual glucose during solid state fermentation (SSF) of ethanol. Characteristic wavelength variables were firstly selected by use of L1-norm regularization approach. Then, the partial least squares (PLS) regression model was finally developed using the variables selected by L1-norm regularization method to quantitative determine alcohol concentration and residual glucose in SSF of ethanol. Compared with the best results of full-spectrum PLS, the L1-PLS model obtained better results as follows: RMSECV = 1.0392 g/L, Rc = 0.9911, RMSEP = 1.0910 g/L, Rp = 0.9917 for alcohol concentration; RMSECV = 1.7002 g/L, Rc = 0.9880, RMSEP = 2.1859 g/L, Rp = 0.9896 for residual glucose. The overall results sufficiently demonstrate that FT-NIR spectroscopy technique coupled with appropriate chemometrics method is a promising tool for monitoring the process of SSF of ethanol.
Copyright © 2018 Elsevier B.V. All rights reserved.

Entities:  

Keywords:  Alcohol concentration; FT-NIR spectroscopy; L1-norm regularization; Residual glucose; Solid state fermentation of ethanol

Mesh:

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Year:  2018        PMID: 29906647     DOI: 10.1016/j.saa.2018.06.017

Source DB:  PubMed          Journal:  Spectrochim Acta A Mol Biomol Spectrosc        ISSN: 1386-1425            Impact factor:   4.098


  2 in total

1.  Determination of Adulteration Content in Extra Virgin Olive Oil Using FT-NIR Spectroscopy Combined with the BOSS-PLS Algorithm.

Authors:  Hui Jiang; Quansheng Chen
Journal:  Molecules       Date:  2019-06-06       Impact factor: 4.411

2.  Analysis of the tendency for the electronic conductivity to change during alcoholic fermentation.

Authors:  Chongwei Li; Yue Wang; Shuang Sha; He Yin; Huilin Zhang; Yongsheng Wang; Bo Zhao; Fuqiang Song
Journal:  Sci Rep       Date:  2019-04-02       Impact factor: 4.379

  2 in total

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