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Recent advances of artificial intelligence in quantitative analysis of food quality and safety indicators: A review
被引:18
作者:

Yi, Lunzhao
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机构:
Kunming Univ Sci & Technol, Fac Food Sci & Engn, Kunming 650500, Peoples R China Kunming Univ Sci & Technol, Fac Food Sci & Engn, Kunming 650500, Peoples R China

Wang, Wenfu
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机构:
Kunming Univ Sci & Technol, Fac Food Sci & Engn, Kunming 650500, Peoples R China Kunming Univ Sci & Technol, Fac Food Sci & Engn, Kunming 650500, Peoples R China

Diao, Yuhua
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h-index: 0
机构:
Kunming Inst Food & Drug Control, Kunming 650032, Peoples R China Kunming Univ Sci & Technol, Fac Food Sci & Engn, Kunming 650500, Peoples R China

Yi, Sanli
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机构:
Kunming Univ Sci & Technol, Sch Informat Engn & Automat, Kunming 650500, Peoples R China Kunming Univ Sci & Technol, Fac Food Sci & Engn, Kunming 650500, Peoples R China

Shang, Ying
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机构:
Kunming Univ Sci & Technol, Fac Food Sci & Engn, Kunming 650500, Peoples R China Kunming Univ Sci & Technol, Fac Food Sci & Engn, Kunming 650500, Peoples R China

Ren, Dabing
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h-index: 0
机构:
Kunming Univ Sci & Technol, Fac Food Sci & Engn, Kunming 650500, Peoples R China Kunming Univ Sci & Technol, Fac Food Sci & Engn, Kunming 650500, Peoples R China

Ge, Kun
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h-index: 0
机构:
Kunming Univ Sci & Technol, Fac Food Sci & Engn, Kunming 650500, Peoples R China Kunming Univ Sci & Technol, Fac Food Sci & Engn, Kunming 650500, Peoples R China

Gu, Ying
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h-index: 0
机构:
Kunming Univ Sci & Technol, Fac Food Sci & Engn, Kunming 650500, Peoples R China Kunming Univ Sci & Technol, Fac Food Sci & Engn, Kunming 650500, Peoples R China
机构:
[1] Kunming Univ Sci & Technol, Fac Food Sci & Engn, Kunming 650500, Peoples R China
[2] Kunming Inst Food & Drug Control, Kunming 650032, Peoples R China
[3] Kunming Univ Sci & Technol, Sch Informat Engn & Automat, Kunming 650500, Peoples R China
关键词:
Artificial intelligence;
Algorithms;
FQS indicators;
Quantification;
Perspectives;
U-NET;
INFRARED-SPECTROSCOPY;
GAS-CHROMATOGRAPHY;
PYRAMID NETWORK;
DESIGN;
D O I:
10.1016/j.trac.2024.117944
中图分类号:
O65 [分析化学];
学科分类号:
070302 ;
081704 ;
摘要:
Food quality and safety (FQS) are crucial aspects of everyone's life and health. With the rapidly advancing field of analytical sciences, there is a growing demand for intuitive, accurate, and swift control of FQS. In recent years, artificial intelligence (AI) has emerged as a great opportunity, offering unparalleled opportunities for extracting information and making decisions from complex or large datasets in areas like chromatography, mass spectrometry, and spectroscopy for the identification of FQS indicators. This review provides a comprehensive overview of AI-based technology's general algorithms for FQS indicator analysis. Additionally, it surveys AIbased methods that are at the forefront of analytical techniques and hold significant potential for enhancing the smart control of FQS indicators. Finally, we highlight key challenges and offer recommendations to accelerate progress towards intelligent FQS control.
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共 144 条
[1]
Analyzing Milk Foam Using Machine Learning for Diverse Applications
[J].
Acharya, Saswata
;
Dandigunta, Babuji
;
Sagar, Harsh
;
Rani, Jyoti
;
Priyadarsini, Madhumita
;
Verma, Shreyansh
;
Kushwaha, Jeetesh
;
Fageria, Pradeep
;
Lahiri, Pratik
;
Chattopadhyay, Pradipta
;
Dhoble, Abhishek S.
.
FOOD ANALYTICAL METHODS,
2022, 15 (12)
:3365-3378

Acharya, Saswata
论文数: 0 引用数: 0
h-index: 0
机构:
Banaras Hindu Univ, Sch Biochem Engn, Indian Inst Technol BHU, Varanasi, Uttar Pradesh, India Banaras Hindu Univ, Sch Biochem Engn, Indian Inst Technol BHU, Varanasi, Uttar Pradesh, India

Dandigunta, Babuji
论文数: 0 引用数: 0
h-index: 0
机构:
Indian Inst Technol, Dept Phys, Madras, Tamil Nadu, India Banaras Hindu Univ, Sch Biochem Engn, Indian Inst Technol BHU, Varanasi, Uttar Pradesh, India

Sagar, Harsh
论文数: 0 引用数: 0
h-index: 0
机构:
Indian Inst Technol, Biol Sci, Madras, Tamil Nadu, India Banaras Hindu Univ, Sch Biochem Engn, Indian Inst Technol BHU, Varanasi, Uttar Pradesh, India

Rani, Jyoti
论文数: 0 引用数: 0
h-index: 0
机构:
Banaras Hindu Univ, Sch Biochem Engn, Indian Inst Technol BHU, Varanasi, Uttar Pradesh, India Banaras Hindu Univ, Sch Biochem Engn, Indian Inst Technol BHU, Varanasi, Uttar Pradesh, India

Priyadarsini, Madhumita
论文数: 0 引用数: 0
h-index: 0
机构:
Banaras Hindu Univ, Sch Biochem Engn, Indian Inst Technol BHU, Varanasi, Uttar Pradesh, India Banaras Hindu Univ, Sch Biochem Engn, Indian Inst Technol BHU, Varanasi, Uttar Pradesh, India

Verma, Shreyansh
论文数: 0 引用数: 0
h-index: 0
机构:
Banaras Hindu Univ, Sch Biochem Engn, Indian Inst Technol BHU, Varanasi, Uttar Pradesh, India Banaras Hindu Univ, Sch Biochem Engn, Indian Inst Technol BHU, Varanasi, Uttar Pradesh, India

Kushwaha, Jeetesh
论文数: 0 引用数: 0
h-index: 0
机构:
Banaras Hindu Univ, Sch Biochem Engn, Indian Inst Technol BHU, Varanasi, Uttar Pradesh, India Banaras Hindu Univ, Sch Biochem Engn, Indian Inst Technol BHU, Varanasi, Uttar Pradesh, India

Fageria, Pradeep
论文数: 0 引用数: 0
h-index: 0
机构:
Banaras Hindu Univ, Sch Biochem Engn, Indian Inst Technol BHU, Varanasi, Uttar Pradesh, India Banaras Hindu Univ, Sch Biochem Engn, Indian Inst Technol BHU, Varanasi, Uttar Pradesh, India

Lahiri, Pratik
论文数: 0 引用数: 0
h-index: 0
机构:
Amazon, Seattle, WA USA Banaras Hindu Univ, Sch Biochem Engn, Indian Inst Technol BHU, Varanasi, Uttar Pradesh, India

Chattopadhyay, Pradipta
论文数: 0 引用数: 0
h-index: 0
机构:
BITS Pilani, Dept Chem Engn, Pilani, Rajasthan, India Banaras Hindu Univ, Sch Biochem Engn, Indian Inst Technol BHU, Varanasi, Uttar Pradesh, India

Dhoble, Abhishek S.
论文数: 0 引用数: 0
h-index: 0
机构:
Banaras Hindu Univ, Sch Biochem Engn, Indian Inst Technol BHU, Varanasi, Uttar Pradesh, India Banaras Hindu Univ, Sch Biochem Engn, Indian Inst Technol BHU, Varanasi, Uttar Pradesh, India
[2]
Black tea withering moisture detection method based on convolution neural network confidence
[J].
An, Ting
;
Yu, Huan
;
Yang, Chongshan
;
Liang, Gaozhen
;
Chen, Jiayou
;
Hu, Zonghua
;
Hu, Bin
;
Dong, Chunwang
.
JOURNAL OF FOOD PROCESS ENGINEERING,
2020, 43 (07)

An, Ting
论文数: 0 引用数: 0
h-index: 0
机构:
Chinese Acad Agr Sci, Tea Res Inst, Hangzhou, Peoples R China
Shihezi Univ, Coll Mech & Elect Engn, Shihezi, Peoples R China Chinese Acad Agr Sci, Tea Res Inst, Hangzhou, Peoples R China

Yu, Huan
论文数: 0 引用数: 0
h-index: 0
机构:
Chinese Acad Agr Sci, Tea Res Inst, Hangzhou, Peoples R China Chinese Acad Agr Sci, Tea Res Inst, Hangzhou, Peoples R China

Yang, Chongshan
论文数: 0 引用数: 0
h-index: 0
机构:
Chinese Acad Agr Sci, Tea Res Inst, Hangzhou, Peoples R China
Shihezi Univ, Coll Mech & Elect Engn, Shihezi, Peoples R China Chinese Acad Agr Sci, Tea Res Inst, Hangzhou, Peoples R China

Liang, Gaozhen
论文数: 0 引用数: 0
h-index: 0
机构:
Chinese Acad Agr Sci, Tea Res Inst, Hangzhou, Peoples R China
Shihezi Univ, Coll Mech & Elect Engn, Shihezi, Peoples R China Chinese Acad Agr Sci, Tea Res Inst, Hangzhou, Peoples R China

Chen, Jiayou
论文数: 0 引用数: 0
h-index: 0
机构:
Chinese Acad Agr Sci, Tea Res Inst, Hangzhou, Peoples R China
Fujian Jiayu Tea Machinery Intelligent Technol Co, Anxi, Peoples R China Chinese Acad Agr Sci, Tea Res Inst, Hangzhou, Peoples R China

Hu, Zonghua
论文数: 0 引用数: 0
h-index: 0
机构:
Chinese Acad Agr Sci, Tea Res Inst, Hangzhou, Peoples R China Chinese Acad Agr Sci, Tea Res Inst, Hangzhou, Peoples R China

Hu, Bin
论文数: 0 引用数: 0
h-index: 0
机构:
Shihezi Univ, Coll Mech & Elect Engn, Shihezi, Peoples R China Chinese Acad Agr Sci, Tea Res Inst, Hangzhou, Peoples R China

Dong, Chunwang
论文数: 0 引用数: 0
h-index: 0
机构:
Chinese Acad Agr Sci, Tea Res Inst, Hangzhou, Peoples R China Chinese Acad Agr Sci, Tea Res Inst, Hangzhou, Peoples R China
[3]
Molecularly imprinted polymer-based electrochemical sensors for food contaminants determination
[J].
Ayerdurai, Viknasvarri
;
Cieplak, Maciej
;
Kutner, Wlodzimierz
.
TRAC-TRENDS IN ANALYTICAL CHEMISTRY,
2023, 158

Ayerdurai, Viknasvarri
论文数: 0 引用数: 0
h-index: 0
机构:
Polish Acad Sci, Inst Phys Chem, Kasprzaka 44-52, PL-01224 Warsaw, Poland Polish Acad Sci, Inst Phys Chem, Kasprzaka 44-52, PL-01224 Warsaw, Poland

Cieplak, Maciej
论文数: 0 引用数: 0
h-index: 0
机构:
Polish Acad Sci, Inst Phys Chem, Kasprzaka 44-52, PL-01224 Warsaw, Poland Polish Acad Sci, Inst Phys Chem, Kasprzaka 44-52, PL-01224 Warsaw, Poland

Kutner, Wlodzimierz
论文数: 0 引用数: 0
h-index: 0
机构:
Polish Acad Sci, Inst Phys Chem, Kasprzaka 44-52, PL-01224 Warsaw, Poland
Cardinal Stefan Wyszynski Univ Warsaw, Fac Math, Nat Sci Sch Sci, Woycickiego 1-3, PL-01815 Warsaw, Poland Polish Acad Sci, Inst Phys Chem, Kasprzaka 44-52, PL-01224 Warsaw, Poland
[4]
Taking the leap between analytical chemistry and artificial intelligence: A tutorial review
[J].
Ayres, Lucas B.
;
Gomez, Federico J. V.
;
Linton, Jeb R.
;
Silva, Maria F.
;
Garcia, Carlos D.
.
ANALYTICA CHIMICA ACTA,
2021, 1161

Ayres, Lucas B.
论文数: 0 引用数: 0
h-index: 0
机构:
Clemson Univ, Dept Chem, Clemson, SC 29634 USA Clemson Univ, Dept Chem, Clemson, SC 29634 USA

Gomez, Federico J. V.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Nacl Cuyo, Fac Ciencias Agr, Inst Biol Agr Mendoza IBAM CONICET, Mendoza, Argentina Clemson Univ, Dept Chem, Clemson, SC 29634 USA

Linton, Jeb R.
论文数: 0 引用数: 0
h-index: 0
机构:
IBM Watson & Cloud Platform, Armonk, NY 10504 USA Clemson Univ, Dept Chem, Clemson, SC 29634 USA

论文数: 引用数:
h-index:
机构:

Garcia, Carlos D.
论文数: 0 引用数: 0
h-index: 0
机构:
Clemson Univ, Dept Chem, Clemson, SC 29634 USA Clemson Univ, Dept Chem, Clemson, SC 29634 USA
[5]
Foodomics: A new approach in food quality and safety
[J].
Balkir, Pinar
;
Kemahlioglu, Kemal
;
Yucel, Ufuk
.
TRENDS IN FOOD SCIENCE & TECHNOLOGY,
2021, 108
:49-57

Balkir, Pinar
论文数: 0 引用数: 0
h-index: 0
机构:
Ege Univ, Dept Food Technol, Ege Vocat Sch, TR-35100 Izmir, Turkey Ege Univ, Dept Food Technol, Ege Vocat Sch, TR-35100 Izmir, Turkey

Kemahlioglu, Kemal
论文数: 0 引用数: 0
h-index: 0
机构:
Ege Univ, Dept Food Technol, Ege Vocat Sch, TR-35100 Izmir, Turkey Ege Univ, Dept Food Technol, Ege Vocat Sch, TR-35100 Izmir, Turkey

Yucel, Ufuk
论文数: 0 引用数: 0
h-index: 0
机构:
Ege Univ, Dept Food Technol, Ege Vocat Sch, TR-35100 Izmir, Turkey Ege Univ, Dept Food Technol, Ege Vocat Sch, TR-35100 Izmir, Turkey
[6]
Partial least squares for discrimination
[J].
Barker, M
;
Rayens, W
.
JOURNAL OF CHEMOMETRICS,
2003, 17 (03)
:166-173

Barker, M
论文数: 0 引用数: 0
h-index: 0
机构: Univ Kentucky, Dept Stat, Lexington, KY 40506 USA

Rayens, W
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Kentucky, Dept Stat, Lexington, KY 40506 USA Univ Kentucky, Dept Stat, Lexington, KY 40506 USA
[7]
Artificial Intelligence in Chemistry: Current Trends and Future Directions
[J].
Baum, Zachary J.
;
Yu, Xiang
;
Ayala, Philippe Y.
;
Zhao, Yanan
;
Watkins, Steven P.
;
Zhou, Qiongqiong
.
JOURNAL OF CHEMICAL INFORMATION AND MODELING,
2021, 61 (07)
:3197-3212

Baum, Zachary J.
论文数: 0 引用数: 0
h-index: 0
机构:
Chem Abstracts Serv Inc, Columbus, OH 43210 USA Chem Abstracts Serv Inc, Columbus, OH 43210 USA

Yu, Xiang
论文数: 0 引用数: 0
h-index: 0
机构:
Chem Abstracts Serv Inc, Columbus, OH 43210 USA Chem Abstracts Serv Inc, Columbus, OH 43210 USA

Ayala, Philippe Y.
论文数: 0 引用数: 0
h-index: 0
机构:
Chem Abstracts Serv Inc, Columbus, OH 43210 USA Chem Abstracts Serv Inc, Columbus, OH 43210 USA

Zhao, Yanan
论文数: 0 引用数: 0
h-index: 0
机构:
Chem Abstracts Serv Inc, Columbus, OH 43210 USA Chem Abstracts Serv Inc, Columbus, OH 43210 USA

Watkins, Steven P.
论文数: 0 引用数: 0
h-index: 0
机构:
Chem Abstracts Serv Inc, Columbus, OH 43210 USA Chem Abstracts Serv Inc, Columbus, OH 43210 USA

Zhou, Qiongqiong
论文数: 0 引用数: 0
h-index: 0
机构:
Chem Abstracts Serv Inc, Columbus, OH 43210 USA Chem Abstracts Serv Inc, Columbus, OH 43210 USA
[8]
Super U-Net: A modularized generalizable architecture
[J].
Beeche, Cameron
;
Singh, Jatin P.
;
Leader, Joseph K.
;
Gezer, Naciye S.
;
Oruwari, Amechi P.
;
Dansingani, Kunal K.
;
Chhablani, Jay
;
Pu, Jiantao
.
PATTERN RECOGNITION,
2022, 128

论文数: 引用数:
h-index:
机构:

Singh, Jatin P.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Pittsburgh, Dept Radiol, Pittsburgh, PA 15213 USA Univ Pittsburgh, Dept Radiol, Pittsburgh, PA 15213 USA

Leader, Joseph K.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Pittsburgh, Dept Radiol, Pittsburgh, PA 15213 USA Univ Pittsburgh, Dept Radiol, Pittsburgh, PA 15213 USA

Gezer, Naciye S.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Pittsburgh, Dept Radiol, Pittsburgh, PA 15213 USA Univ Pittsburgh, Dept Radiol, Pittsburgh, PA 15213 USA

Oruwari, Amechi P.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Pittsburgh, Dept Radiol, Pittsburgh, PA 15213 USA Univ Pittsburgh, Dept Radiol, Pittsburgh, PA 15213 USA

Dansingani, Kunal K.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Pittsburgh, Dept Ophthalmol, Pittsburgh, PA 15213 USA Univ Pittsburgh, Dept Radiol, Pittsburgh, PA 15213 USA

Chhablani, Jay
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Pittsburgh, Dept Ophthalmol, Pittsburgh, PA 15213 USA Univ Pittsburgh, Dept Radiol, Pittsburgh, PA 15213 USA

Pu, Jiantao
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Pittsburgh, Dept Radiol, Pittsburgh, PA 15213 USA
Univ Pittsburgh, Dept Bioengn, Pittsburgh, PA 15213 USA Univ Pittsburgh, Dept Radiol, Pittsburgh, PA 15213 USA
[9]
Rapid and accurate detection of starch content in mixed sorghum by hyperspectral imaging combined with data fusion technology
[J].
Bu, Youhua
;
Jiang, Xinna
;
Tian, Jianping
;
Hu, Xinjun
;
Fei, Xue
;
Huang, Dan
;
Luo, Huibo
.
JOURNAL OF FOOD PROCESS ENGINEERING,
2022, 45 (10)

Bu, Youhua
论文数: 0 引用数: 0
h-index: 0
机构:
Sichuan Univ Sci & Engn, Coll Mech Engn, Yibin 644000, Peoples R China Sichuan Univ Sci & Engn, Coll Mech Engn, Yibin 644000, Peoples R China

Jiang, Xinna
论文数: 0 引用数: 0
h-index: 0
机构:
Sichuan Univ Sci & Engn, Coll Mech Engn, Yibin 644000, Peoples R China Sichuan Univ Sci & Engn, Coll Mech Engn, Yibin 644000, Peoples R China

Tian, Jianping
论文数: 0 引用数: 0
h-index: 0
机构:
Sichuan Univ Sci & Engn, Coll Mech Engn, Yibin 644000, Peoples R China Sichuan Univ Sci & Engn, Coll Mech Engn, Yibin 644000, Peoples R China

Hu, Xinjun
论文数: 0 引用数: 0
h-index: 0
机构:
Sichuan Univ Sci & Engn, Coll Mech Engn, Yibin 644000, Peoples R China Sichuan Univ Sci & Engn, Coll Mech Engn, Yibin 644000, Peoples R China

Fei, Xue
论文数: 0 引用数: 0
h-index: 0
机构:
Sichuan Univ Sci & Engn, Coll Mech Engn, Yibin 644000, Peoples R China Sichuan Univ Sci & Engn, Coll Mech Engn, Yibin 644000, Peoples R China

Huang, Dan
论文数: 0 引用数: 0
h-index: 0
机构:
Sichuan Univ Sci & Engn, Coll Bioengn, Yibin, Peoples R China
Sichuan Engn Technol Res Ctr Liquor Making Grains, Yibin, Peoples R China Sichuan Univ Sci & Engn, Coll Mech Engn, Yibin 644000, Peoples R China

Luo, Huibo
论文数: 0 引用数: 0
h-index: 0
机构:
Sichuan Univ Sci & Engn, Coll Bioengn, Yibin, Peoples R China
Sichuan Engn Technol Res Ctr Liquor Making Grains, Yibin, Peoples R China Sichuan Univ Sci & Engn, Coll Mech Engn, Yibin 644000, Peoples R China
[10]
Multidimensional liquid chromatography in food analysis
[J].
Cacciola, Francesco
;
Dugo, Paola
;
Mondello, Luigi
.
TRAC-TRENDS IN ANALYTICAL CHEMISTRY,
2017, 96
:116-123

论文数: 引用数:
h-index:
机构:

论文数: 引用数:
h-index:
机构:

论文数: 引用数:
h-index:
机构: