Rapid measurement of sake mash using differential near-infrared spectra of diffuse transmission and transflectance.

Differential spectra Diffuse transmission Near infrared Sake mash Transflectance

Journal

Journal of bioscience and bioengineering
ISSN: 1347-4421
Titre abrégé: J Biosci Bioeng
Pays: Japan
ID NLM: 100888800

Informations de publication

Date de publication:
Apr 2024
Historique:
received: 14 06 2023
revised: 10 01 2024
accepted: 10 01 2024
pubmed: 8 2 2024
medline: 8 2 2024
entrez: 7 2 2024
Statut: ppublish

Résumé

Currently, various sake brewers employ data-driven approaches to ensure the stable production and supply of high-quality products. This study aimed to develop a novel direct measurement system using near-infrared (NIR) spectroscopy to monitor the fermentation process of sake mash during brewing. Direct measurement of sake mash has been challenging because of the significant absorption bands of water and the impact of physical properties such as multiple scattering within the mash. To address these challenges, we propose the subtraction of spectra, called differential reflectance, obtained through two measurement methods, namely, diffuse reflection and transflectance, to reduce the impact of physical properties. This approach includes limiting the wavelength range from 400 to 1300 nm, utilizing the second derivative in the Savitzky-Golay method, and applying multiplicative scatter correction (MSC) to the entire wavelength. When partial least squares regression (PLS-R) was applied, the root mean square error for predicting (RMSEP) alcohol concentration in the model sake mash sample (14.65-18.41 % v/v) was 0.33 % v/v. Finally, as a practical experiment, alcohol concentrations in the actual mash (0.00-17.49 % v/v) were predicted with differential reflectance spectra by MSC. The resulting RMSEP value was 0.76 % v/v, a significant improvement of 1.99 % v/v predicted by diffuse reflectance. These findings demonstrate the effectiveness of the proposed spectral subtraction method as a new direct measurement approach for monitoring sake fermentation in sake mash.

Identifiants

pubmed: 38326198
pii: S1389-1723(24)00029-X
doi: 10.1016/j.jbiosc.2024.01.009
pii:
doi:

Types de publication

Journal Article

Langues

eng

Sous-ensembles de citation

IM

Pagination

274-280

Informations de copyright

Copyright © 2024 The Society for Biotechnology, Japan. Published by Elsevier B.V. All rights reserved.

Auteurs

Hirotaka Naito (H)

Graduate School and Faculty of Bioresources, Department of Environmental Science and Technology, Mie University, 1577 Kurimamachiya-cho, Tsu, Mie 514-8507, Japan. Electronic address: naito@bio.mie-u.ac.jp.

Risako Doi (R)

Graduate School and Faculty of Bioresources, Department of Environmental Science and Technology, Mie University, 1577 Kurimamachiya-cho, Tsu, Mie 514-8507, Japan.

Hironori Maruyama (H)

Mie Prefecture Industrial Research Institute, 5-5-45 Takachaya, Tsu, Mie 514-0819, Japan.

Atsushi Wada (A)

Graduate School and Faculty of Bioresources, Department of Environmental Science and Technology, Mie University, 1577 Kurimamachiya-cho, Tsu, Mie 514-8507, Japan.

Yoshinari Morio (Y)

Graduate School and Faculty of Bioresources, Department of Environmental Science and Technology, Mie University, 1577 Kurimamachiya-cho, Tsu, Mie 514-8507, Japan.

Katsusuke Murakami (K)

Graduate School and Faculty of Bioresources, Department of Environmental Science and Technology, Mie University, 1577 Kurimamachiya-cho, Tsu, Mie 514-8507, Japan.

Classifications MeSH