Smartphone app with cloud-based machine learning and visual sensor array for instrument-free detection of species, geographic origin, and quality marker in functional food Gancao

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作者信息关键词期刊信息基础信息归属信息摘要

成果类型：

期刊论文

作者：

Huang, Yun;Hu, Aifen;Ren, Lixue;Long, Wanjun;Lan, Wei;...

通讯作者：

Chen, Hengye;Fu, HY

作者机构：

[Chen, Hengye; Fu, Haiyan; Long, Wanjun; Lan, Wei; Ren, Lixue; Fu, HY; Huang, Yun; Hu, Aifen] South Cent Minzu Univ, Modernizat Engn Technol Res Ctr Ethn Minor Med Hub, Sch Pharmaceut Sci, Wuhan 430074, Peoples R China.

[She, Yuanbin] Zhejiang Univ Technol, Coll Chem Engn, State Key Lab Breeding Base Green Chem Synth Techn, Hangzhou 310032, Peoples R China.

[He, Yi] Wuhan Polytech Univ, Sch Modern Ind Selenium Sci & Engn, Wuhan 430023, Peoples R China.

通讯机构：

[Chen, HY; Fu, HY ] S

South Cent Minzu Univ, Modernizat Engn Technol Res Ctr Ethn Minor Med Hub, Sch Pharmaceut Sci, Wuhan 430074, Peoples R China.

语种：

英文

关键词：

Gancao;Visual array sensor;Geographical origins identification;Quality marker;Smartphone app;Cloud-based machine learning algorithm

期刊：

Food Control

ISSN：

0956-7135

年：

2025

卷：

159

页码：

111219

DOI：

10.1016/j.foodcont.2025.111219

基金类别：

CRediT authorship contribution statement Yun Huang: Writing – original draft, Methodology, Formal analysis. Aifen Hu: Investigation, Data curation. Lixue Ren: Formal analysis. WanJun Long: Formal analysis. Wei Lan: Formal analysis. Yi He: Formal analysis. Yuanbin She: Supervision. Hengye Chen: Writing – review & editing, Supervision, acquisition, Conceptualization. Haiyan Fu: Supervision, acquisition, Conceptualization.

机构署名：

本校为其他机构

院系归属：

硒科学与工程现代产业学院

摘要：

Glycyrrhizae Radix et Rhizoma (Gancao) is a functional food whose quality varies significantly owing to the genetic and geographical factors, and is often used by unscrupulous merchants as a substitute for profit. This study developed a rapid identification method for Gancao that determined the species, geographical origin, and main quality marker using a six-channel visual array sensor. This sensor detected the color changes resulting from the competitive coordination with metal ions and color-changing organic dyes. The combination of the array sensor with a random forest (RF) algorithm achie...

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Smartphone app with cloud-based machine learning and visual sensor array for instrument-free detection of species, geographic origin, and quality marker in functional food Gancao

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