共 41 条
Rapid and low-cost detection of saffron ( Crocus sativus L.) adulteration using smartphone videos and spectral data fusion strategy
被引:8
作者:

Song, Weiran
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Fujian Agr & Forestry Univ, Haixia Inst Sci & Technol, Sch Future Technol, Fuzhou 350002, Peoples R China Fujian Agr & Forestry Univ, Haixia Inst Sci & Technol, Sch Future Technol, Fuzhou 350002, Peoples R China

Wei, Xuan
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Fujian Agr & Forestry Univ, Coll Mech & Elect Engn, Fuzhou 350002, Peoples R China
Fujian Agr & Forestry Univ, Coll Food Sci, Fuzhou 350002, Peoples R China Fujian Agr & Forestry Univ, Haixia Inst Sci & Technol, Sch Future Technol, Fuzhou 350002, Peoples R China

Wang, Hui
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机构:
Queens Univ Belfast, Sch Elect Elect Engn & Comp Sci, Belfast BT9 5BN, North Ireland Fujian Agr & Forestry Univ, Haixia Inst Sci & Technol, Sch Future Technol, Fuzhou 350002, Peoples R China

Xu, Jinchai
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Fujian Agr & Forestry Univ, Haixia Inst Sci & Technol, Sch Future Technol, Fuzhou 350002, Peoples R China Fujian Agr & Forestry Univ, Haixia Inst Sci & Technol, Sch Future Technol, Fuzhou 350002, Peoples R China

Tang, Xuan
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机构:
Yunnan Univ, Sch Phys Educ, Kunming 650000, Peoples R China Fujian Agr & Forestry Univ, Haixia Inst Sci & Technol, Sch Future Technol, Fuzhou 350002, Peoples R China

Kong, Xiangzeng
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Fujian Agr & Forestry Univ, Haixia Inst Sci & Technol, Sch Future Technol, Fuzhou 350002, Peoples R China
Fujian Agr & Forestry Univ, Coll Mech & Elect Engn, Fuzhou 350002, Peoples R China Fujian Agr & Forestry Univ, Haixia Inst Sci & Technol, Sch Future Technol, Fuzhou 350002, Peoples R China
机构:
[1] Fujian Agr & Forestry Univ, Haixia Inst Sci & Technol, Sch Future Technol, Fuzhou 350002, Peoples R China
[2] Fujian Agr & Forestry Univ, Coll Mech & Elect Engn, Fuzhou 350002, Peoples R China
[3] Fujian Agr & Forestry Univ, Coll Food Sci, Fuzhou 350002, Peoples R China
[4] Queens Univ Belfast, Sch Elect Elect Engn & Comp Sci, Belfast BT9 5BN, North Ireland
[5] Yunnan Univ, Sch Phys Educ, Kunming 650000, Peoples R China
关键词:
Smartphone video;
Hyperspectral imaging;
Near-infrared spectroscopy;
Data fusion;
Saffron authentication;
NEAR-INFRARED SPECTROSCOPY;
DIGITAL IMAGES;
QUANTIFICATION;
CLASSIFICATION;
FOOD;
D O I:
10.1016/j.jfca.2024.106691
中图分类号:
O69 [应用化学];
学科分类号:
081704 ;
摘要:
Saffron (Crocus sativus L.) is the most expensive spice in the world and is highly susceptible to economically motivated adulteration. Hyperspectral imaging (HSI) and near-infrared (NIR) spectroscopy are recently popular techniques for rapid, non-destructive detection of saffron adulteration. However, the high cost and measurement complexity of these techniques make them less suitable for consumer-level applications. In this work, a smartphone video-based system combined with chemometrics is used to detect saffron adulteration. A smartphone is utilised to capture short videos of pure and adulterated saffron powder samples illuminated by its colourchanging screen. The video frames are decomposed into RGB colour images and converted into spectral-like data. Partial least squares regression is used to model the relationship between data and saffron purity. The smartphone video-based system obtains a coefficient of determination of 0.9774 for prediction, which is comparable to reference techniques such as NIR spectroscopy and HSI. Moreover, it is efficient in presenting distribution maps related to saffron purity. In addition, when used in conjunction with the smartphone video-based system, HSI and NIR spectroscopy achieve higher performance without significantly increasing measurement cost and complexity. Such results suggest that the smartphone video-based system has the potential to be a viable primary screening and auxiliary tool for detecting saffron adulteration.
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[11]
Rapid metabolites fingerprinting by ion mobility spectrometry: A novel evaluation method for bio-adulteration of saffron (Crocus sativus L.)
[J].
Fattahi, Reza
;
Mani-Varnosfaderani, Ahmad
;
Barzegar, Mohsen
;
Sahari, Mohammad Ali
.
INDUSTRIAL CROPS AND PRODUCTS,
2022, 188

Fattahi, Reza
论文数: 0 引用数: 0
h-index: 0
机构:
Tarbiat Modares Univ, Fac Agr, Dept Food Sci & Technol, POB 14115336, Tehran, Iran Tarbiat Modares Univ, Fac Agr, Dept Food Sci & Technol, POB 14115336, Tehran, Iran

论文数: 引用数:
h-index:
机构:

论文数: 引用数:
h-index:
机构:

Sahari, Mohammad Ali
论文数: 0 引用数: 0
h-index: 0
机构:
Tarbiat Modares Univ, Fac Agr, Dept Food Sci & Technol, POB 14115336, Tehran, Iran Tarbiat Modares Univ, Fac Agr, Dept Food Sci & Technol, POB 14115336, Tehran, Iran
[12]
Vis-NIR hyperspectral imaging coupled with independent component analysis for saffron authentication
[J].
Hashemi-Nasab, Fatemeh Sadat
;
Parastar, Hadi
.
FOOD CHEMISTRY,
2022, 393

Hashemi-Nasab, Fatemeh Sadat
论文数: 0 引用数: 0
h-index: 0
机构:
Sharif Univ Technol, Dept Chem, POB 111559516, Tehran, Iran Sharif Univ Technol, Dept Chem, POB 111559516, Tehran, Iran

Parastar, Hadi
论文数: 0 引用数: 0
h-index: 0
机构:
Sharif Univ Technol, Dept Chem, POB 111559516, Tehran, Iran Sharif Univ Technol, Dept Chem, POB 111559516, Tehran, Iran
[13]
Geographical origin differentiation and quality determination of saffron using a portable Hyperspectral imaging system
[J].
Kiani, Sajad
;
Yazdanpanah, Hassan
;
Feizy, Javad
.
INFRARED PHYSICS & TECHNOLOGY,
2023, 131

Kiani, Sajad
论文数: 0 引用数: 0
h-index: 0
机构:
Sari Agr Sci & Nat Resources Univ, Biosyst Engn Dept, Sari, Iran Sari Agr Sci & Nat Resources Univ, Biosyst Engn Dept, Sari, Iran

论文数: 引用数:
h-index:
机构:

Feizy, Javad
论文数: 0 引用数: 0
h-index: 0
机构:
Res Inst Food Sci & Technol, Food Safety & Qual Control Dept, Mashhad, Iran Sari Agr Sci & Nat Resources Univ, Biosyst Engn Dept, Sari, Iran
[14]
Hyperspectral imaging, a non-destructive technique in medicinal and aromatic plant products industry: Current status and potential future applications
[J].
Kiani, Sajad
;
van Ruth, Saskia M.
;
Minaei, Saeid
.
COMPUTERS AND ELECTRONICS IN AGRICULTURE,
2018, 152
:9-18

论文数: 引用数:
h-index:
机构:

van Ruth, Saskia M.
论文数: 0 引用数: 0
h-index: 0
机构:
Wageningen Univ & Res, RIKILT, POB 230, NL-6700 AE Wageningen, Netherlands
Wageningen Univ & Res, Food Qual & Design Grp, POB 17-Bode 30, NL-6700 AA Wageningen, Netherlands Tarbiat Modares Univ, Biosyst Engn Dept, Tehran, Iran

Minaei, Saeid
论文数: 0 引用数: 0
h-index: 0
机构:
Tarbiat Modares Univ, Biosyst Engn Dept, Tehran, Iran Tarbiat Modares Univ, Biosyst Engn Dept, Tehran, Iran
[15]
Various techniques useful for determination of adulterants in valuable saffron: A review
[J].
Kumari, Leena
;
Jaiswal, Pranita
;
Tripathy, S. Swarupa
.
TRENDS IN FOOD SCIENCE & TECHNOLOGY,
2021, 111
:301-321

Kumari, Leena
论文数: 0 引用数: 0
h-index: 0
机构:
ICAR CIPHET Cent Inst Postharvest Engn & Technol, Ludhiana, Punjab, India
CSIR NPL Natl Phys Lab, New Delhi, India
AcSIR Acad Sci & Innovat Res, Ghaziabad, UP, India ICAR CIPHET Cent Inst Postharvest Engn & Technol, Ludhiana, Punjab, India

Jaiswal, Pranita
论文数: 0 引用数: 0
h-index: 0
机构:
CCUBGA IARI Indian Agr Res Inst, New Delhi, India ICAR CIPHET Cent Inst Postharvest Engn & Technol, Ludhiana, Punjab, India

Tripathy, S. Swarupa
论文数: 0 引用数: 0
h-index: 0
机构:
CSIR NPL Natl Phys Lab, New Delhi, India ICAR CIPHET Cent Inst Postharvest Engn & Technol, Ludhiana, Punjab, India
[16]
A mid-level data fusion approach for evaluating the internal and external changes determined by FT-NIR, electronic nose and colorimeter in Curcumae Rhizoma processing
[J].
Lan, Zhenwei
;
Zhang, Ying
;
Sun, Yue
;
Ji, De
;
Wang, Shumei
;
Lu, Tulin
;
Cao, Hui
;
Meng, Jiang
.
JOURNAL OF PHARMACEUTICAL AND BIOMEDICAL ANALYSIS,
2020, 188

Lan, Zhenwei
论文数: 0 引用数: 0
h-index: 0
机构:
Guangdong Pharmaceut Univ, State Adm Tradit Chinese Med TCM, Sch Tradit Chinese Med, Key Lab Digital Qual Evaluat Chinese Mat Med,Engn, Guangzhou 510006, Guangdong, Peoples R China Guangdong Pharmaceut Univ, State Adm Tradit Chinese Med TCM, Sch Tradit Chinese Med, Key Lab Digital Qual Evaluat Chinese Mat Med,Engn, Guangzhou 510006, Guangdong, Peoples R China

Zhang, Ying
论文数: 0 引用数: 0
h-index: 0
机构:
Jinan Univ, Coll Pharm, Guangzhou 510632, Peoples R China Guangdong Pharmaceut Univ, State Adm Tradit Chinese Med TCM, Sch Tradit Chinese Med, Key Lab Digital Qual Evaluat Chinese Mat Med,Engn, Guangzhou 510006, Guangdong, Peoples R China

Sun, Yue
论文数: 0 引用数: 0
h-index: 0
机构:
Guangdong Pharmaceut Univ, State Adm Tradit Chinese Med TCM, Sch Tradit Chinese Med, Key Lab Digital Qual Evaluat Chinese Mat Med,Engn, Guangzhou 510006, Guangdong, Peoples R China Guangdong Pharmaceut Univ, State Adm Tradit Chinese Med TCM, Sch Tradit Chinese Med, Key Lab Digital Qual Evaluat Chinese Mat Med,Engn, Guangzhou 510006, Guangdong, Peoples R China

Ji, De
论文数: 0 引用数: 0
h-index: 0
机构:
Nanjing Univ Chinese Med, Sch Pharm, Nanjing 210023, Peoples R China Guangdong Pharmaceut Univ, State Adm Tradit Chinese Med TCM, Sch Tradit Chinese Med, Key Lab Digital Qual Evaluat Chinese Mat Med,Engn, Guangzhou 510006, Guangdong, Peoples R China

Wang, Shumei
论文数: 0 引用数: 0
h-index: 0
机构:
Guangdong Pharmaceut Univ, State Adm Tradit Chinese Med TCM, Sch Tradit Chinese Med, Key Lab Digital Qual Evaluat Chinese Mat Med,Engn, Guangzhou 510006, Guangdong, Peoples R China Guangdong Pharmaceut Univ, State Adm Tradit Chinese Med TCM, Sch Tradit Chinese Med, Key Lab Digital Qual Evaluat Chinese Mat Med,Engn, Guangzhou 510006, Guangdong, Peoples R China

Lu, Tulin
论文数: 0 引用数: 0
h-index: 0
机构:
Nanjing Univ Chinese Med, Sch Pharm, Nanjing 210023, Peoples R China Guangdong Pharmaceut Univ, State Adm Tradit Chinese Med TCM, Sch Tradit Chinese Med, Key Lab Digital Qual Evaluat Chinese Mat Med,Engn, Guangzhou 510006, Guangdong, Peoples R China

Cao, Hui
论文数: 0 引用数: 0
h-index: 0
机构:
Jinan Univ, Coll Pharm, Guangzhou 510632, Peoples R China Guangdong Pharmaceut Univ, State Adm Tradit Chinese Med TCM, Sch Tradit Chinese Med, Key Lab Digital Qual Evaluat Chinese Mat Med,Engn, Guangzhou 510006, Guangdong, Peoples R China

Meng, Jiang
论文数: 0 引用数: 0
h-index: 0
机构:
Guangdong Pharmaceut Univ, State Adm Tradit Chinese Med TCM, Sch Tradit Chinese Med, Key Lab Digital Qual Evaluat Chinese Mat Med,Engn, Guangzhou 510006, Guangdong, Peoples R China Guangdong Pharmaceut Univ, State Adm Tradit Chinese Med TCM, Sch Tradit Chinese Med, Key Lab Digital Qual Evaluat Chinese Mat Med,Engn, Guangzhou 510006, Guangdong, Peoples R China
[17]
Rapid detection of saffron (Crocus sativus L.) Adulterated with lotus stamens and corn stigmas by near-infrared spectroscopy and chemometrics
[J].
Li, Shuailing
;
Xing, Bingcong
;
Lin, Ding
;
Yi, Haojun
;
Shao, Qingsong
.
INDUSTRIAL CROPS AND PRODUCTS,
2020, 152

Li, Shuailing
论文数: 0 引用数: 0
h-index: 0
机构:
Zhejiang A&F Univ, State Key Lab Subtrop Silviculture, Hangzhou 311300, Peoples R China
Zhejiang A&F Univ, Dept Tradit Chinese Med, Hangzhou 311300, Peoples R China Zhejiang A&F Univ, State Key Lab Subtrop Silviculture, Hangzhou 311300, Peoples R China

Xing, Bingcong
论文数: 0 引用数: 0
h-index: 0
机构:
Zhejiang A&F Univ, Dept Tradit Chinese Med, Hangzhou 311300, Peoples R China Zhejiang A&F Univ, State Key Lab Subtrop Silviculture, Hangzhou 311300, Peoples R China

Lin, Ding
论文数: 0 引用数: 0
h-index: 0
机构:
Zhejiang A&F Univ, Dept Tradit Chinese Med, Hangzhou 311300, Peoples R China Zhejiang A&F Univ, State Key Lab Subtrop Silviculture, Hangzhou 311300, Peoples R China

Yi, Haojun
论文数: 0 引用数: 0
h-index: 0
机构:
Hangzhou Huadong Med Grp Co Ltd, Hangzhou 310011, Peoples R China Zhejiang A&F Univ, State Key Lab Subtrop Silviculture, Hangzhou 311300, Peoples R China

Shao, Qingsong
论文数: 0 引用数: 0
h-index: 0
机构:
Zhejiang A&F Univ, State Key Lab Subtrop Silviculture, Hangzhou 311300, Peoples R China
Zhejiang A&F Univ, Dept Tradit Chinese Med, Hangzhou 311300, Peoples R China Zhejiang A&F Univ, State Key Lab Subtrop Silviculture, Hangzhou 311300, Peoples R China
[18]
Rapid determination of crocins in saffron by near-infrared spectroscopy combined with chemometric techniques
[J].
Li, Shuailing
;
Shao, Qingsong
;
Lu, Zhonghua
;
Duan, Chengli
;
Yi, Haojun
;
Su, Liyang
.
SPECTROCHIMICA ACTA PART A-MOLECULAR AND BIOMOLECULAR SPECTROSCOPY,
2018, 190
:283-289

Li, Shuailing
论文数: 0 引用数: 0
h-index: 0
机构:
Zhejiang A&F Univ, State Key Lab Subtrop Silviculture, Hangzhou 311300, Zhejiang, Peoples R China
Zhejiang A&F Univ, Dept Tradit Chinese Med, Hangzhou 311300, Zhejiang, Peoples R China Zhejiang A&F Univ, State Key Lab Subtrop Silviculture, Hangzhou 311300, Zhejiang, Peoples R China

Shao, Qingsong
论文数: 0 引用数: 0
h-index: 0
机构:
Zhejiang A&F Univ, State Key Lab Subtrop Silviculture, Hangzhou 311300, Zhejiang, Peoples R China
Zhejiang A&F Univ, Dept Tradit Chinese Med, Hangzhou 311300, Zhejiang, Peoples R China Zhejiang A&F Univ, State Key Lab Subtrop Silviculture, Hangzhou 311300, Zhejiang, Peoples R China

Lu, Zhonghua
论文数: 0 引用数: 0
h-index: 0
机构:
Zhejiang Prov Agr Technol Extens Ctr, Hangzhou 310020, Zhejiang, Peoples R China Zhejiang A&F Univ, State Key Lab Subtrop Silviculture, Hangzhou 311300, Zhejiang, Peoples R China

Duan, Chengli
论文数: 0 引用数: 0
h-index: 0
机构:
Zhejiang A&F Univ, State Key Lab Subtrop Silviculture, Hangzhou 311300, Zhejiang, Peoples R China Zhejiang A&F Univ, State Key Lab Subtrop Silviculture, Hangzhou 311300, Zhejiang, Peoples R China

Yi, Haojun
论文数: 0 引用数: 0
h-index: 0
机构:
Hangzhou Huadong Med Grp Co Ltd, Hangzhou 310011, Zhejiang, Peoples R China Zhejiang A&F Univ, State Key Lab Subtrop Silviculture, Hangzhou 311300, Zhejiang, Peoples R China

Su, Liyang
论文数: 0 引用数: 0
h-index: 0
机构:
Zhejiang A&F Univ, State Key Lab Subtrop Silviculture, Hangzhou 311300, Zhejiang, Peoples R China Zhejiang A&F Univ, State Key Lab Subtrop Silviculture, Hangzhou 311300, Zhejiang, Peoples R China
[19]
An integrated approach combining HPLC, GC/MS, NIRS, and chemometrics for the geographical discrimination and commercial categorization of saffron
[J].
Liu, Jiangdi
;
Chen, Na
;
Yang, Jian
;
Yang, Bin
;
Ouyang, Zhen
;
Wu, Changxun
;
Yuan, Yuan
;
Wang, Weihao
;
Chen, Min
.
FOOD CHEMISTRY,
2018, 253
:284-292

Liu, Jiangdi
论文数: 0 引用数: 0
h-index: 0
机构:
China Acad Chinese Med Sci, Inst Chinese Mat Med, Beijing 100700, Peoples R China
Jiangsu Univ, Coll Pharm, Zhenjiang 212013, Peoples R China China Acad Chinese Med Sci, Inst Chinese Mat Med, Beijing 100700, Peoples R China

Chen, Na
论文数: 0 引用数: 0
h-index: 0
机构:
China Acad Chinese Med Sci, Inst Chinese Mat Med, Beijing 100700, Peoples R China China Acad Chinese Med Sci, Inst Chinese Mat Med, Beijing 100700, Peoples R China

Yang, Jian
论文数: 0 引用数: 0
h-index: 0
机构:
China Acad Chinese Med Sci, Natl Resource Ctr Chinese Mat Med, State Key Lab Daodi Herbs Breeding Base, Beijing 100700, Peoples R China China Acad Chinese Med Sci, Inst Chinese Mat Med, Beijing 100700, Peoples R China

Yang, Bin
论文数: 0 引用数: 0
h-index: 0
机构:
China Acad Chinese Med Sci, Inst Chinese Mat Med, Beijing 100700, Peoples R China China Acad Chinese Med Sci, Inst Chinese Mat Med, Beijing 100700, Peoples R China

论文数: 引用数:
h-index:
机构:

Wu, Changxun
论文数: 0 引用数: 0
h-index: 0
机构:
China Acad Chinese Med Sci, Natl Resource Ctr Chinese Mat Med, State Key Lab Daodi Herbs Breeding Base, Beijing 100700, Peoples R China China Acad Chinese Med Sci, Inst Chinese Mat Med, Beijing 100700, Peoples R China

Yuan, Yuan
论文数: 0 引用数: 0
h-index: 0
机构:
China Acad Chinese Med Sci, Natl Resource Ctr Chinese Mat Med, State Key Lab Daodi Herbs Breeding Base, Beijing 100700, Peoples R China China Acad Chinese Med Sci, Inst Chinese Mat Med, Beijing 100700, Peoples R China

Wang, Weihao
论文数: 0 引用数: 0
h-index: 0
机构:
China Acad Chinese Med Sci, Inst Chinese Mat Med, Beijing 100700, Peoples R China China Acad Chinese Med Sci, Inst Chinese Mat Med, Beijing 100700, Peoples R China

Chen, Min
论文数: 0 引用数: 0
h-index: 0
机构:
China Acad Chinese Med Sci, Natl Resource Ctr Chinese Mat Med, State Key Lab Daodi Herbs Breeding Base, Beijing 100700, Peoples R China China Acad Chinese Med Sci, Inst Chinese Mat Med, Beijing 100700, Peoples R China
[20]
Identification of authenticity, quality and origin of saffron using hyperspectral imaging and multivariate spectral analysis
[J].
Lu, Xiaohui
;
Xia, Zhengyan
;
Qu, Fangfang
;
Zhu, Zhiming
;
Li, Shaowen
.
SPECTROSCOPY LETTERS,
2020, 53 (02)
:76-85

Lu, Xiaohui
论文数: 0 引用数: 0
h-index: 0
机构:
Jiaxing Vocat Tech Coll, Coll Informat Technol, Jiaxing, Peoples R China
Anhui Agr Univ, Sch Informat & Comp Sci, Hefei 230036, Anhui, Peoples R China Jiaxing Vocat Tech Coll, Coll Informat Technol, Jiaxing, Peoples R China

Xia, Zhengyan
论文数: 0 引用数: 0
h-index: 0
机构:
Zhejiang Univ, Coll Biosyst Engn & Food Sci, Hangzhou, Zhejiang, Peoples R China
Zhejiang Univ, Minist Agr & Rural Affairs, Key Lab Sensors Sensing, Hangzhou, Zhejiang, Peoples R China Jiaxing Vocat Tech Coll, Coll Informat Technol, Jiaxing, Peoples R China

Qu, Fangfang
论文数: 0 引用数: 0
h-index: 0
机构:
Zhejiang Univ, Coll Biosyst Engn & Food Sci, Hangzhou, Zhejiang, Peoples R China
Zhejiang Univ, Minist Agr & Rural Affairs, Key Lab Sensors Sensing, Hangzhou, Zhejiang, Peoples R China Jiaxing Vocat Tech Coll, Coll Informat Technol, Jiaxing, Peoples R China

Zhu, Zhiming
论文数: 0 引用数: 0
h-index: 0
机构:
Jiaxing Tianhe Saffron Specialized Cooperat, Jiaxing, Peoples R China Jiaxing Vocat Tech Coll, Coll Informat Technol, Jiaxing, Peoples R China

Li, Shaowen
论文数: 0 引用数: 0
h-index: 0
机构:
Anhui Agr Univ, Sch Informat & Comp Sci, Hefei 230036, Anhui, Peoples R China Jiaxing Vocat Tech Coll, Coll Informat Technol, Jiaxing, Peoples R China