Fish species identification;
laser -induced breakdown spectroscopy (LIBS);
Raman spectroscopy;
Machine learning;
convolutional neural network (CNN);
Data fusion;
QUALITY ASSESSMENT;
BOVINE MEAT;
DATA FUSION;
FOOD;
CLASSIFICATION;
QUANTIFICATION;
ADULTERATION;
CALCIUM;
SAMPLES;
FRAUDS;
D O I:
10.1016/j.foodchem.2022.134043
中图分类号:
O69 [应用化学];
学科分类号:
081704 ;
摘要:
There has been an increasing demand for the rapid verification of fish authenticity and the detection of adul-teration. In this work, we combined LIBS and Raman spectroscopy for the fish species identification for the first time. Two machine learning methods of SVM and CNN are used to establish the classification models based on the LIBS and Raman data obtained from 13 types of fish species. Data fusion strategies including low-level, mid-level and high-level fusions are used for the combination of LIBS and Raman data. It shows that all these data fusion strategies offer a significant improvement in fish classification compared with the individual LIBS or Raman data, and the CNN model works more powerfully than the SVM model. The low-level fusion CNN model provides a best classification accuracy of 98.2%, while the mid-level fusion involved with feature selection improves the computing efficiency and gains the interpretability of CNN.
机构:
Tianjin Univ Tradit Chinese Med, Coll Pharmaceut Engn Tradit Chinese Med, Tianjin 301617, Peoples R China
Tianjin Univ Tradit Chinese Med, State Key Lab Component Based Chinese Med, Tianjin 301617, Peoples R ChinaTianjin Univ Tradit Chinese Med, Coll Pharmaceut Engn Tradit Chinese Med, Tianjin 301617, Peoples R China
Hao, Nan
Gao, Xin
论文数: 0引用数: 0
h-index: 0
机构:
Tianjin Univ Tradit Chinese Med, Coll Pharmaceut Engn Tradit Chinese Med, Tianjin 301617, Peoples R China
Tianjin Univ Tradit Chinese Med, State Key Lab Component Based Chinese Med, Tianjin 301617, Peoples R ChinaTianjin Univ Tradit Chinese Med, Coll Pharmaceut Engn Tradit Chinese Med, Tianjin 301617, Peoples R China
Gao, Xin
Zhao, Qian
论文数: 0引用数: 0
h-index: 0
机构:
Tianjin Univ Tradit Chinese Med, Coll Pharmaceut Engn Tradit Chinese Med, Tianjin 301617, Peoples R China
Tianjin Univ Tradit Chinese Med, State Key Lab Component Based Chinese Med, Tianjin 301617, Peoples R ChinaTianjin Univ Tradit Chinese Med, Coll Pharmaceut Engn Tradit Chinese Med, Tianjin 301617, Peoples R China
Zhao, Qian
Miao, Peiqi
论文数: 0引用数: 0
h-index: 0
机构:
Tianjin Modern Innovat TCM Technol Co Ltd, Tianjin 301617, Peoples R ChinaTianjin Univ Tradit Chinese Med, Coll Pharmaceut Engn Tradit Chinese Med, Tianjin 301617, Peoples R China
Miao, Peiqi
Cheng, Jiawei
论文数: 0引用数: 0
h-index: 0
机构:
Tianjin Univ Tradit Chinese Med, Coll Pharmaceut Engn Tradit Chinese Med, Tianjin 301617, Peoples R ChinaTianjin Univ Tradit Chinese Med, Coll Pharmaceut Engn Tradit Chinese Med, Tianjin 301617, Peoples R China
Cheng, Jiawei
Li, Zheng
论文数: 0引用数: 0
h-index: 0
机构:
Tianjin Univ Tradit Chinese Med, Coll Pharmaceut Engn Tradit Chinese Med, Tianjin 301617, Peoples R China
Tianjin Univ Tradit Chinese Med, State Key Lab Component Based Chinese Med, Tianjin 301617, Peoples R ChinaTianjin Univ Tradit Chinese Med, Coll Pharmaceut Engn Tradit Chinese Med, Tianjin 301617, Peoples R China
Li, Zheng
Liu, Changqing
论文数: 0引用数: 0
h-index: 0
机构:
Tianjin Modern Innovat TCM Technol Co Ltd, Tianjin 301617, Peoples R ChinaTianjin Univ Tradit Chinese Med, Coll Pharmaceut Engn Tradit Chinese Med, Tianjin 301617, Peoples R China
Liu, Changqing
Li, Wenlong
论文数: 0引用数: 0
h-index: 0
机构:
Tianjin Univ Tradit Chinese Med, Coll Pharmaceut Engn Tradit Chinese Med, Tianjin 301617, Peoples R China
Tianjin Univ Tradit Chinese Med, State Key Lab Component Based Chinese Med, Tianjin 301617, Peoples R ChinaTianjin Univ Tradit Chinese Med, Coll Pharmaceut Engn Tradit Chinese Med, Tianjin 301617, Peoples R China
机构:
Univ Hyderabad, Adv Ctr Res High Energy Mat, Hyderabad 500046, Telangana, India
Leibniz Inst Photon Technol, Albert Einstein Str 9, D-07745 Jena, GermanyUniv Hyderabad, Adv Ctr Res High Energy Mat, Hyderabad 500046, Telangana, India
Junjuri, Rajendhar
Dhobley, Akshay
论文数: 0引用数: 0
h-index: 0
机构:
Govt Dent Coll & Hosp, Dept Oral & Maxillofacial Pathol, Nagpur 440012, Maharashtra, IndiaUniv Hyderabad, Adv Ctr Res High Energy Mat, Hyderabad 500046, Telangana, India
Dhobley, Akshay
Gundawar, Manoj Kumar
论文数: 0引用数: 0
h-index: 0
机构:
Univ Hyderabad, Adv Ctr Res High Energy Mat, Hyderabad 500046, Telangana, IndiaUniv Hyderabad, Adv Ctr Res High Energy Mat, Hyderabad 500046, Telangana, India
机构:
Xi An Jiao Tong Univ, State Key Lab Elect Insulat & Power Equipment, Xian 710049, Peoples R ChinaXi An Jiao Tong Univ, State Key Lab Elect Insulat & Power Equipment, Xian 710049, Peoples R China
Wu, Di
Wu, Jian
论文数: 0引用数: 0
h-index: 0
机构:
Xi An Jiao Tong Univ, State Key Lab Elect Insulat & Power Equipment, Xian 710049, Peoples R ChinaXi An Jiao Tong Univ, State Key Lab Elect Insulat & Power Equipment, Xian 710049, Peoples R China
Wu, Jian
Shi, Mingxin
论文数: 0引用数: 0
h-index: 0
机构:
Xi An Jiao Tong Univ, State Key Lab Elect Insulat & Power Equipment, Xian 710049, Peoples R ChinaXi An Jiao Tong Univ, State Key Lab Elect Insulat & Power Equipment, Xian 710049, Peoples R China
Shi, Mingxin
Wang, Ning
论文数: 0引用数: 0
h-index: 0
机构:
Shaanxi Yanchang Petr Grp Co Ltd, Xian 710075, Peoples R ChinaXi An Jiao Tong Univ, State Key Lab Elect Insulat & Power Equipment, Xian 710049, Peoples R China
Wang, Ning
Chen, Yiguo
论文数: 0引用数: 0
h-index: 0
机构:
Shaanxi Yanchang Petr Grp Co Ltd, Xian 710075, Peoples R ChinaXi An Jiao Tong Univ, State Key Lab Elect Insulat & Power Equipment, Xian 710049, Peoples R China
Chen, Yiguo
Guo, Xinyu
论文数: 0引用数: 0
h-index: 0
机构:
Xi An Jiao Tong Univ, State Key Lab Elect Insulat & Power Equipment, Xian 710049, Peoples R ChinaXi An Jiao Tong Univ, State Key Lab Elect Insulat & Power Equipment, Xian 710049, Peoples R China
Guo, Xinyu
Zhou, Ying
论文数: 0引用数: 0
h-index: 0
机构:
Xi An Jiao Tong Univ, State Key Lab Elect Insulat & Power Equipment, Xian 710049, Peoples R ChinaXi An Jiao Tong Univ, State Key Lab Elect Insulat & Power Equipment, Xian 710049, Peoples R China
Zhou, Ying
Li, Xingwen
论文数: 0引用数: 0
h-index: 0
机构:
Xi An Jiao Tong Univ, State Key Lab Elect Insulat & Power Equipment, Xian 710049, Peoples R ChinaXi An Jiao Tong Univ, State Key Lab Elect Insulat & Power Equipment, Xian 710049, Peoples R China
Li, Xingwen
Qiu, Aici
论文数: 0引用数: 0
h-index: 0
机构:
Xi An Jiao Tong Univ, State Key Lab Elect Insulat & Power Equipment, Xian 710049, Peoples R ChinaXi An Jiao Tong Univ, State Key Lab Elect Insulat & Power Equipment, Xian 710049, Peoples R China
机构:
Tianjin Univ Tradit Chinese Med, Coll Pharmaceut Engn Tradit Chinese Med, Tianjin 301617, Peoples R China
Tianjin Univ Tradit Chinese Med, State Key Lab Component Based Chinese Med, Tianjin 301617, Peoples R ChinaTianjin Univ Tradit Chinese Med, Coll Pharmaceut Engn Tradit Chinese Med, Tianjin 301617, Peoples R China
Hao, Nan
Gao, Xin
论文数: 0引用数: 0
h-index: 0
机构:
Tianjin Univ Tradit Chinese Med, Coll Pharmaceut Engn Tradit Chinese Med, Tianjin 301617, Peoples R China
Tianjin Univ Tradit Chinese Med, State Key Lab Component Based Chinese Med, Tianjin 301617, Peoples R ChinaTianjin Univ Tradit Chinese Med, Coll Pharmaceut Engn Tradit Chinese Med, Tianjin 301617, Peoples R China
Gao, Xin
Zhao, Qian
论文数: 0引用数: 0
h-index: 0
机构:
Tianjin Univ Tradit Chinese Med, Coll Pharmaceut Engn Tradit Chinese Med, Tianjin 301617, Peoples R China
Tianjin Univ Tradit Chinese Med, State Key Lab Component Based Chinese Med, Tianjin 301617, Peoples R ChinaTianjin Univ Tradit Chinese Med, Coll Pharmaceut Engn Tradit Chinese Med, Tianjin 301617, Peoples R China
Zhao, Qian
Miao, Peiqi
论文数: 0引用数: 0
h-index: 0
机构:
Tianjin Modern Innovat TCM Technol Co Ltd, Tianjin 301617, Peoples R ChinaTianjin Univ Tradit Chinese Med, Coll Pharmaceut Engn Tradit Chinese Med, Tianjin 301617, Peoples R China
Miao, Peiqi
Cheng, Jiawei
论文数: 0引用数: 0
h-index: 0
机构:
Tianjin Univ Tradit Chinese Med, Coll Pharmaceut Engn Tradit Chinese Med, Tianjin 301617, Peoples R ChinaTianjin Univ Tradit Chinese Med, Coll Pharmaceut Engn Tradit Chinese Med, Tianjin 301617, Peoples R China
Cheng, Jiawei
Li, Zheng
论文数: 0引用数: 0
h-index: 0
机构:
Tianjin Univ Tradit Chinese Med, Coll Pharmaceut Engn Tradit Chinese Med, Tianjin 301617, Peoples R China
Tianjin Univ Tradit Chinese Med, State Key Lab Component Based Chinese Med, Tianjin 301617, Peoples R ChinaTianjin Univ Tradit Chinese Med, Coll Pharmaceut Engn Tradit Chinese Med, Tianjin 301617, Peoples R China
Li, Zheng
Liu, Changqing
论文数: 0引用数: 0
h-index: 0
机构:
Tianjin Modern Innovat TCM Technol Co Ltd, Tianjin 301617, Peoples R ChinaTianjin Univ Tradit Chinese Med, Coll Pharmaceut Engn Tradit Chinese Med, Tianjin 301617, Peoples R China
Liu, Changqing
Li, Wenlong
论文数: 0引用数: 0
h-index: 0
机构:
Tianjin Univ Tradit Chinese Med, Coll Pharmaceut Engn Tradit Chinese Med, Tianjin 301617, Peoples R China
Tianjin Univ Tradit Chinese Med, State Key Lab Component Based Chinese Med, Tianjin 301617, Peoples R ChinaTianjin Univ Tradit Chinese Med, Coll Pharmaceut Engn Tradit Chinese Med, Tianjin 301617, Peoples R China
机构:
Univ Hyderabad, Adv Ctr Res High Energy Mat, Hyderabad 500046, Telangana, India
Leibniz Inst Photon Technol, Albert Einstein Str 9, D-07745 Jena, GermanyUniv Hyderabad, Adv Ctr Res High Energy Mat, Hyderabad 500046, Telangana, India
Junjuri, Rajendhar
Dhobley, Akshay
论文数: 0引用数: 0
h-index: 0
机构:
Govt Dent Coll & Hosp, Dept Oral & Maxillofacial Pathol, Nagpur 440012, Maharashtra, IndiaUniv Hyderabad, Adv Ctr Res High Energy Mat, Hyderabad 500046, Telangana, India
Dhobley, Akshay
Gundawar, Manoj Kumar
论文数: 0引用数: 0
h-index: 0
机构:
Univ Hyderabad, Adv Ctr Res High Energy Mat, Hyderabad 500046, Telangana, IndiaUniv Hyderabad, Adv Ctr Res High Energy Mat, Hyderabad 500046, Telangana, India
机构:
Xi An Jiao Tong Univ, State Key Lab Elect Insulat & Power Equipment, Xian 710049, Peoples R ChinaXi An Jiao Tong Univ, State Key Lab Elect Insulat & Power Equipment, Xian 710049, Peoples R China
Wu, Di
Wu, Jian
论文数: 0引用数: 0
h-index: 0
机构:
Xi An Jiao Tong Univ, State Key Lab Elect Insulat & Power Equipment, Xian 710049, Peoples R ChinaXi An Jiao Tong Univ, State Key Lab Elect Insulat & Power Equipment, Xian 710049, Peoples R China
Wu, Jian
Shi, Mingxin
论文数: 0引用数: 0
h-index: 0
机构:
Xi An Jiao Tong Univ, State Key Lab Elect Insulat & Power Equipment, Xian 710049, Peoples R ChinaXi An Jiao Tong Univ, State Key Lab Elect Insulat & Power Equipment, Xian 710049, Peoples R China
Shi, Mingxin
Wang, Ning
论文数: 0引用数: 0
h-index: 0
机构:
Shaanxi Yanchang Petr Grp Co Ltd, Xian 710075, Peoples R ChinaXi An Jiao Tong Univ, State Key Lab Elect Insulat & Power Equipment, Xian 710049, Peoples R China
Wang, Ning
Chen, Yiguo
论文数: 0引用数: 0
h-index: 0
机构:
Shaanxi Yanchang Petr Grp Co Ltd, Xian 710075, Peoples R ChinaXi An Jiao Tong Univ, State Key Lab Elect Insulat & Power Equipment, Xian 710049, Peoples R China
Chen, Yiguo
Guo, Xinyu
论文数: 0引用数: 0
h-index: 0
机构:
Xi An Jiao Tong Univ, State Key Lab Elect Insulat & Power Equipment, Xian 710049, Peoples R ChinaXi An Jiao Tong Univ, State Key Lab Elect Insulat & Power Equipment, Xian 710049, Peoples R China
Guo, Xinyu
Zhou, Ying
论文数: 0引用数: 0
h-index: 0
机构:
Xi An Jiao Tong Univ, State Key Lab Elect Insulat & Power Equipment, Xian 710049, Peoples R ChinaXi An Jiao Tong Univ, State Key Lab Elect Insulat & Power Equipment, Xian 710049, Peoples R China
Zhou, Ying
Li, Xingwen
论文数: 0引用数: 0
h-index: 0
机构:
Xi An Jiao Tong Univ, State Key Lab Elect Insulat & Power Equipment, Xian 710049, Peoples R ChinaXi An Jiao Tong Univ, State Key Lab Elect Insulat & Power Equipment, Xian 710049, Peoples R China
Li, Xingwen
Qiu, Aici
论文数: 0引用数: 0
h-index: 0
机构:
Xi An Jiao Tong Univ, State Key Lab Elect Insulat & Power Equipment, Xian 710049, Peoples R ChinaXi An Jiao Tong Univ, State Key Lab Elect Insulat & Power Equipment, Xian 710049, Peoples R China