Fusion of electronic nose, electronic tongue and computer vision for animal source food authentication and quality assessment - A review

被引:215
|
作者
Di Rosa, Ambra Rita [1 ]
Leone, Francesco [1 ]
Cheli, Federica [2 ]
Chiofalo, Vincenzo [1 ]
机构
[1] Univ Messina, Dept Vet Sci, I-98168 Messina, Italy
[2] Univ Milan, Dept Hlth Anim Sci & Food Safety, I-20134 Messina, Italy
关键词
Electronic nose; Electronic tongue; Computer vision systems; Chemometrics; Multi-sensor data fusion; Animal source food; ARTIFICIAL NEURAL-NETWORKS; LEAST-SQUARES REGRESSION; VOLATILE BASIC NITROGEN; TOTAL VIABLE COUNTS; MACHINE VISION; BIOELECTRONIC NOSE; FISH FRESHNESS; TASTE SENSOR; ORIGIN IDENTIFICATION; PASTEURIZED MILK;
D O I
10.1016/j.jfoodeng.2017.04.024
中图分类号
TQ [化学工业];
学科分类号
0817 ;
摘要
Electronic nose, electronic tongue and computer vision systems, designed to artificially perceive flavour and appearance, have been increasingly used in the food industry as rapid and reliable tools for quality assessment. The use of multivariate analysis methods, together with electronic senses, has shown to be very powerful; however, due to the high complexity of food, the employment of just single sensor data is often insufficient. In recent years, much research has been performed to develop several data fusion strategies, combining the outputs of multiple instrumental sources, for improving the quality assessment and authentication of food. The aim of this work is to review the recent achievements in the field of artificial sensors' application, in the evaluation of animal source food products. (C) 2017 Elsevier Ltd. All rights reserved.
引用
收藏
页码:62 / 75
页数:14
相关论文
共 50 条
  • [1] Electronic tongue and electronic nose for food quality and safety
    Lu, Lin
    Hu, Zhanqiang
    Hu, Xianqiao
    Li, Dan
    Tian, Shiyi
    FOOD RESEARCH INTERNATIONAL, 2022, 162
  • [2] Quality assessment of beef based of computer vision and electronic nose
    Chen Cunshe
    Li Xiaojuan
    Yuan Huimei
    SNPD 2007: EIGHTH ACIS INTERNATIONAL CONFERENCE ON SOFTWARE ENGINEERING, ARTIFICIAL INTELLIGENCE, NETWORKING, AND PARALLEL/DISTRIBUTED COMPUTING, VOL 2, PROCEEDINGS, 2007, : 627 - +
  • [3] A Framework for the Multi-Level Fusion of Electronic Nose and Electronic Tongue for Tea Quality Assessment
    Zhi, Ruicong
    Zhao, Lei
    Zhang, Dezheng
    SENSORS, 2017, 17 (05)
  • [4] Applications of electronic nose (e-nose) and electronic tongue (e-tongue) in food quality-related properties determination: A review
    Tan, Juzhong
    Xu, Jie
    ARTIFICIAL INTELLIGENCE IN AGRICULTURE, 2020, 4 : 104 - 115
  • [5] Evaluating quality of tomato during storage using fusion information of computer vision and electronic nose
    Huang, Xing-yi
    Pan, Si-hui
    Sun, Zhao-yan
    Ye, Wei-tao
    Aheto, Joshua Harrington
    JOURNAL OF FOOD PROCESS ENGINEERING, 2018, 41 (06)
  • [6] Review on food quality assessment using machine learning and electronic nose system
    Anwar H.
    Anwar T.
    Murtaza S.
    Biosensors and Bioelectronics: X, 2023, 14
  • [7] Sensor Fusion of Electronic Nose and Electronic Tongue for Classification of Orthosiphon stamineus
    Zakaria, A.
    Shakaff, A. Y. M.
    Adom, A. H.
    Ahmad, M. N.
    Shaari, A. R.
    Jaafar, M. N.
    Abdullah, A. H.
    Fikri, N. A.
    Kamarudin, L. M.
    SENSOR LETTERS, 2011, 9 (02) : 837 - 840
  • [8] A Novel Method for the Discrimination of Semen Arecae and Its Processed Products by Using Computer Vision, Electronic Nose, and Electronic Tongue
    Xu, Min
    Yang, Shi-Long
    Peng, Wei
    Liu, Yu-Jie
    Xie, Da-Shuai
    Li, Xin-Yi
    Wu, Chun-Jie
    EVIDENCE-BASED COMPLEMENTARY AND ALTERNATIVE MEDICINE, 2015, 2015
  • [9] Electronic nose and electronic tongue integration for improved classification of clinical and food samples
    Di Natale, C
    Paolesse, R
    Macagnano, A
    Mantini, A
    D'Amico, A
    Legin, A
    Lvova, L
    Rudnitskaya, A
    Vlasov, Y
    SENSORS AND ACTUATORS B-CHEMICAL, 2000, 64 (1-3) : 15 - 21
  • [10] Applications of Electronic Nose, Electronic Eye and Electronic Tongue in Quality, Safety and Shelf Life of Meat and Meat Products: A Review
    Munekata, Paulo E. S.
    Finardi, Sarah
    Krebs de Souza, Carolina
    Meinert, Caroline
    Pateiro, Mirian
    Gabriela Hoffmann, Tuany
    Dominguez, Ruben
    Leandro Bertoli, Savio
    Kumar, Manoj
    Lorenzo, Jose M.
    SENSORS, 2023, 23 (02)