Zhu, Y, Zou, X, Shen, T et al. (4 more authors) (2016) Determination of total acid content and moisture content during solid-state fermentation processes using hyperspectral imaging. Journal of Food Engineering, 174. pp. 75-84. ISSN 0260-8774
Abstract
Total acid content (TAC) and moisture content (MC) are very important parameters during Solid-State Fermentation (SSF) processes. The feasibility of using hyperspectral imaging (HSI) technology for predicting TAC and MC in vinegar cultures during SSF processes was investigated. Prediction models were constructed using variables selected from spectral and spatial data from associated 3-D hyperspectral datacubes to predict the relative content of TAC and MC for each pixel in the hyperspectral image. Models were developed using genetic algorithm (GA) optimization combined with partial least squares regression (PLS) dependent on the spectral variables yielded good prediction results for both TAC and MC. The determination coefficients () for TAC and MC were 0.8565 and 0.8162, respectively. Finally, the distribution maps of TAC and MC for a vinegar culture sample were obtained. These distribution maps could be implemented to estimate the uniformity of fermentation products during SSF.
Metadata
Item Type: | Article |
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Authors/Creators: |
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Copyright, Publisher and Additional Information: | © 2015 Elsevier Ltd. All rights reserved. This is an author produced version of an article published in Journal of Food Engineering. Uploaded in accordance with the publisher's self-archiving policy. |
Keywords: | Hyperspectral imaging; Solid-state fermentation; Principal component analysis; Partial least-squares; Genetic algorithm; Distribution |
Dates: |
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Institution: | The University of Leeds |
Academic Units: | The University of Leeds > Faculty of Environment (Leeds) > School of Food Science and Nutrition (Leeds) > FSN Colloids and Food Processing (Leeds) |
Depositing User: | Symplectic Publications |
Date Deposited: | 27 Oct 2021 12:58 |
Last Modified: | 27 Oct 2021 12:58 |
Status: | Published |
Publisher: | Elsevier |
Identification Number: | 10.1016/j.jfoodeng.2015.11.019 |
Related URLs: | |
Open Archives Initiative ID (OAI ID): | oai:eprints.whiterose.ac.uk:179335 |
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