Deep learning-assisted self-cleaning cellulose colorimetric sensor array for monitoring black tea withering dynamics

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成果类型：

期刊论文

作者：

Wang, Yu;Cai, Jiazhen;Lin, Hao;Ouyang, Qin*;Liu, Zhonghua

通讯作者：

Ouyang, Qin

作者机构：

[Wang, Yu; Cai, Jiazhen; Lin, Hao] School of Food and Biological Engineering, Jiangsu University, Zhenjiang 212013, PR China

Tea industry Research Institute, Fujian Eight Horses Tea Co., Ltd, Quanzhou 362442, PR China

[Liu, Zhonghua] National Research Center of Engineering and Technology for Utilization of Botanical Functional Ingredients, Hunan Agricultural University, Changsha, 410128, PR China

[Ouyang, Qin] School of Food and Biological Engineering, Jiangsu University, Zhenjiang 212013, PR China<&wdkj&>Tea industry Research Institute, Fujian Eight Horses Tea Co., Ltd, Quanzhou 362442, PR China

通讯机构：

[Qin Ouyang] S

School of Food and Biological Engineering, Jiangsu University, Zhenjiang 212013, PR China<&wdkj&>Tea industry Research Institute, Fujian Eight Horses Tea Co., Ltd, Quanzhou 362442, PR China

语种：

英文

关键词：

Cellulose film;Deep learning;Eco-friendly substrate;Odor sensor;Tea processing

期刊：

Food Chemistry

ISSN：

0308-8146

年：

2025

卷：

487

页码：

144727

DOI：

10.1016/j.foodchem.2025.144727

基金类别：

CRediT authorship contribution statement Yu Wang: Writing – original draft, Software, Methodology, Investigation, acquisition, Formal analysis, Data curation, Conceptualization. Jiazhen Cai: Data curation. Hao Lin: Supervision, Methodology. Qin Ouyang: Writing – review & editing, Resources, Project administration, acquisition. Zhonghua Liu: Supervision.

机构署名：

本校为其他机构

摘要：

The withering process is a critical stage in developing the aroma profile of black tea. In this study, we presented an eco-friendly cellulose film-based colorimetric sensor array (CSA) for detecting volatile organic compounds (VOCs) and assessing withering stages using deep learning. TiO 2 was attached to the cellulose film surface, resulting in a self-cleaning TiO 2 -cellulose film. Functionalized cellulose film featuring hydrophobic non-sensing areas were fabricated via site-specific deposition of octadecyltrichlorosilane (OTS). The OTS/TiO 2...

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Deep learning-assisted self-cleaning cellulose colorimetric sensor array for monitoring black tea withering dynamics

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