Fungal fermentation of Fuzhuan brick tea: A comprehensive evaluation of sensory properties using chemometrics, visible near-infrared spectroscopy, and electronic nose
被引:7
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作者:
Hu, Yan
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机构:
Zhejiang Univ, Coll Biosyst Engn & Food Sci, Hangzhou 310058, Peoples R ChinaZhejiang Univ, Coll Biosyst Engn & Food Sci, Hangzhou 310058, Peoples R China
Hu, Yan
[1
]
Chen, Wei
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h-index: 0
机构:
Zhejiang Univ, Tea Res Inst, Hangzhou 310058, Peoples R ChinaZhejiang Univ, Coll Biosyst Engn & Food Sci, Hangzhou 310058, Peoples R China
Chen, Wei
[2
]
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机构:
Gouda, Mostafa
[1
,4
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Yao, Huan
论文数: 0引用数: 0
h-index: 0
机构:
Zhejiang Univ Technol, Coll Mech Engn, Hangzhou 310023, Peoples R ChinaZhejiang Univ, Coll Biosyst Engn & Food Sci, Hangzhou 310058, Peoples R China
Yao, Huan
[3
]
Zuo, Xinxin
论文数: 0引用数: 0
h-index: 0
机构:
Zhejiang Univ, Tea Res Inst, Hangzhou 310058, Peoples R ChinaZhejiang Univ, Coll Biosyst Engn & Food Sci, Hangzhou 310058, Peoples R China
Zuo, Xinxin
[2
]
Yu, Huahao
论文数: 0引用数: 0
h-index: 0
机构:
Zhejiang Univ, Coll Biosyst Engn & Food Sci, Hangzhou 310058, Peoples R ChinaZhejiang Univ, Coll Biosyst Engn & Food Sci, Hangzhou 310058, Peoples R China
Yu, Huahao
[1
]
Zhang, Yuying
论文数: 0引用数: 0
h-index: 0
机构:
Zhejiang Univ, Coll Biosyst Engn & Food Sci, Hangzhou 310058, Peoples R ChinaZhejiang Univ, Coll Biosyst Engn & Food Sci, Hangzhou 310058, Peoples R China
Zhang, Yuying
[1
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Ding, Lejia
论文数: 0引用数: 0
h-index: 0
机构:
Zhejiang Univ, Tea Res Inst, Hangzhou 310058, Peoples R ChinaZhejiang Univ, Coll Biosyst Engn & Food Sci, Hangzhou 310058, Peoples R China
Ding, Lejia
[2
]
Zhu, Fengle
论文数: 0引用数: 0
h-index: 0
机构:
Zhejiang Univ Technol, Coll Mech Engn, Hangzhou 310023, Peoples R ChinaZhejiang Univ, Coll Biosyst Engn & Food Sci, Hangzhou 310058, Peoples R China
Zhu, Fengle
[3
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Wang, Yuefei
论文数: 0引用数: 0
h-index: 0
机构:
Zhejiang Univ, Tea Res Inst, Hangzhou 310058, Peoples R ChinaZhejiang Univ, Coll Biosyst Engn & Food Sci, Hangzhou 310058, Peoples R China
Wang, Yuefei
[2
]
Li, Xiaoli
论文数: 0引用数: 0
h-index: 0
机构:
Zhejiang Univ, Coll Biosyst Engn & Food Sci, Hangzhou 310058, Peoples R ChinaZhejiang Univ, Coll Biosyst Engn & Food Sci, Hangzhou 310058, Peoples R China
Li, Xiaoli
[1
]
Zhou, Jihong
论文数: 0引用数: 0
h-index: 0
机构:
Zhejiang Univ, Tea Res Inst, Hangzhou 310058, Peoples R ChinaZhejiang Univ, Coll Biosyst Engn & Food Sci, Hangzhou 310058, Peoples R China
Zhou, Jihong
[2
]
He, Yong
论文数: 0引用数: 0
h-index: 0
机构:
Zhejiang Univ, Coll Biosyst Engn & Food Sci, Hangzhou 310058, Peoples R ChinaZhejiang Univ, Coll Biosyst Engn & Food Sci, Hangzhou 310058, Peoples R China
He, Yong
[1
]
机构:
[1] Zhejiang Univ, Coll Biosyst Engn & Food Sci, Hangzhou 310058, Peoples R China
[2] Zhejiang Univ, Tea Res Inst, Hangzhou 310058, Peoples R China
[3] Zhejiang Univ Technol, Coll Mech Engn, Hangzhou 310023, Peoples R China
Fermented dark tea;
Multiple sensor technologies;
Spectroscopy;
Data fusion;
Tea quality assessment;
QUALITY;
D O I:
10.1016/j.foodres.2024.114401
中图分类号:
TS2 [食品工业];
学科分类号:
0832 ;
摘要:
Fuzhuan brick tea (FBT) fungal fermentation is a key factor in achieving its unique dark color, aroma, and taste. Therefore, it is essential to develop a rapid and reliable method that could assess its quality during FBT fermentation process. This study focused on using electronic nose (e-nose) and spectroscopy combination with sensory evaluations and physicochemical measurements for building machine learning (ML) models of FBT. The results showed that the fused data achieved 100 % accuracy in classifying the FBT fermentation process. The SPA-MLR method was the best prediction model for FBT quality (R2 = 0.95, RMSEP = 0.07, RPD = 4.23), and the fermentation process was visualized. Where, it was effectively detecting the degree of fermentation relationship with the quality characteristics. In conclusion, the current study's novelty comes from the established real-time method that could sensitively detect the unique post-fermentation quality components based on the integration of spectral, and e-nose and ML approaches.
机构:
Key Laboratory of Tea Biochemistry and Biotechnology, Ministry of Education and Ministry of Agriculture, Anhui Agricultural University, Hefei 230036, ChinaKey Laboratory of Tea Biochemistry and Biotechnology, Ministry of Education and Ministry of Agriculture, Anhui Agricultural University, Hefei 230036, China
Zhang, Zheng-Zhu
Wang, Sheng-Peng
论文数: 0引用数: 0
h-index: 0
机构:
Key Laboratory of Tea Biochemistry and Biotechnology, Ministry of Education and Ministry of Agriculture, Anhui Agricultural University, Hefei 230036, ChinaKey Laboratory of Tea Biochemistry and Biotechnology, Ministry of Education and Ministry of Agriculture, Anhui Agricultural University, Hefei 230036, China
Wang, Sheng-Peng
Wan, Xiao-Chun
论文数: 0引用数: 0
h-index: 0
机构:
Key Laboratory of Tea Biochemistry and Biotechnology, Ministry of Education and Ministry of Agriculture, Anhui Agricultural University, Hefei 230036, ChinaKey Laboratory of Tea Biochemistry and Biotechnology, Ministry of Education and Ministry of Agriculture, Anhui Agricultural University, Hefei 230036, China
Wan, Xiao-Chun
Yan, Shou-He
论文数: 0引用数: 0
h-index: 0
机构:
Institut des Sciences de la Vie, Université de Louvain, Croix du Sud 2/8, 1348 Louvain-le-Neuve, BelgiumKey Laboratory of Tea Biochemistry and Biotechnology, Ministry of Education and Ministry of Agriculture, Anhui Agricultural University, Hefei 230036, China
机构:
Guangdong Acad Agr Sci, Vegetable Res Inst, Guangdong Key Lab New Technol Res Vegetables, Guangzhou 510640, Peoples R ChinaGuangdong Acad Agr Sci, Vegetable Res Inst, Guangdong Key Lab New Technol Res Vegetables, Guangzhou 510640, Peoples R China
Xu, Yingchao
Luo, Jiayu
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h-index: 0
机构:
Guangdong Acad Agr Sci, Vegetable Res Inst, Guangdong Key Lab New Technol Res Vegetables, Guangzhou 510640, Peoples R ChinaGuangdong Acad Agr Sci, Vegetable Res Inst, Guangdong Key Lab New Technol Res Vegetables, Guangzhou 510640, Peoples R China
Luo, Jiayu
Xue, Shudan
论文数: 0引用数: 0
h-index: 0
机构:
Guangdong Acad Agr Sci, Vegetable Res Inst, Guangdong Key Lab New Technol Res Vegetables, Guangzhou 510640, Peoples R ChinaGuangdong Acad Agr Sci, Vegetable Res Inst, Guangdong Key Lab New Technol Res Vegetables, Guangzhou 510640, Peoples R China
Xue, Shudan
Jin, Qingmin
论文数: 0引用数: 0
h-index: 0
机构:
Guangdong Acad Agr Sci, Vegetable Res Inst, Guangdong Key Lab New Technol Res Vegetables, Guangzhou 510640, Peoples R ChinaGuangdong Acad Agr Sci, Vegetable Res Inst, Guangdong Key Lab New Technol Res Vegetables, Guangzhou 510640, Peoples R China
Jin, Qingmin
Zhu, Jitong
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h-index: 0
机构:
Guangdong Acad Agr Sci, Vegetable Res Inst, Guangdong Key Lab New Technol Res Vegetables, Guangzhou 510640, Peoples R ChinaGuangdong Acad Agr Sci, Vegetable Res Inst, Guangdong Key Lab New Technol Res Vegetables, Guangzhou 510640, Peoples R China
Zhu, Jitong
Lu, Sen
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h-index: 0
机构:
Guangdong Acad Agr Sci, Vegetable Res Inst, Guangdong Key Lab New Technol Res Vegetables, Guangzhou 510640, Peoples R ChinaGuangdong Acad Agr Sci, Vegetable Res Inst, Guangdong Key Lab New Technol Res Vegetables, Guangzhou 510640, Peoples R China
Lu, Sen
Meng, Qitao
论文数: 0引用数: 0
h-index: 0
机构:
Guangdong Acad Agr Sci, Vegetable Res Inst, Guangdong Key Lab New Technol Res Vegetables, Guangzhou 510640, Peoples R ChinaGuangdong Acad Agr Sci, Vegetable Res Inst, Guangdong Key Lab New Technol Res Vegetables, Guangzhou 510640, Peoples R China
Meng, Qitao
Du, Hu
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h-index: 0
机构:
Guangdong Acad Agr Sci, Vegetable Res Inst, Guangdong Key Lab New Technol Res Vegetables, Guangzhou 510640, Peoples R ChinaGuangdong Acad Agr Sci, Vegetable Res Inst, Guangdong Key Lab New Technol Res Vegetables, Guangzhou 510640, Peoples R China
Du, Hu
Fu, Manqin
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h-index: 0
机构:
Guangdong Acad Agr Sci, Sericultural & Agrifood Res Inst, Key Lab Funct Foods, Guangdong Key Lab Agr Prod Proc,Minist Agr & Rural, Guangzhou 510610, Peoples R ChinaGuangdong Acad Agr Sci, Vegetable Res Inst, Guangdong Key Lab New Technol Res Vegetables, Guangzhou 510640, Peoples R China
Fu, Manqin
Zhong, Yujuan
论文数: 0引用数: 0
h-index: 0
机构:
Guangdong Acad Agr Sci, Vegetable Res Inst, Guangdong Key Lab New Technol Res Vegetables, Guangzhou 510640, Peoples R ChinaGuangdong Acad Agr Sci, Vegetable Res Inst, Guangdong Key Lab New Technol Res Vegetables, Guangzhou 510640, Peoples R China