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

被引:217
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 162 条
  • [1] Partial least squares regression and projection on latent structure regression (PLS Regression)
    Abdi, Herve
    [J]. WILEY INTERDISCIPLINARY REVIEWS-COMPUTATIONAL STATISTICS, 2010, 2 (01): : 97 - 106
  • [2] Cross-reactive chemical sensor arrays
    Albert, KJ
    Lewis, NS
    Schauer, CL
    Sotzing, GA
    Stitzel, SE
    Vaid, TP
    Walt, DR
    [J]. CHEMICAL REVIEWS, 2000, 100 (07) : 2595 - 2626
  • [3] The electronic nose applied to dairy products: a review
    Ampuero, S
    Bosset, JO
    [J]. SENSORS AND ACTUATORS B-CHEMICAL, 2003, 94 (01) : 1 - 12
  • [4] [Anonymous], 2004, COMBINING PATTERN CL
  • [5] [Anonymous], 2011, Can J Artif Intell, Mach Learn Pattern Recognit
  • [6] [Anonymous], J FINANC RES, DOI DOI 10.5430/IJFR.V9N2P90
  • [7] [Anonymous], 2013, J COMPUT
  • [8] [Anonymous], 1994, Neural networks: a comprehensive foundation
  • [9] Application of voltammetric e-tongue for the detection of ammonia and putrescine in beef products
    Apetrei, I. M.
    Apetrei, C.
    [J]. SENSORS AND ACTUATORS B-CHEMICAL, 2016, 234 : 371 - 379
  • [10] Fish Freshness Monitoring Using an E-Tongue Based on Polypyrrole Modified Screen-Printed Electrodes
    Apetrei, Irina Mirela
    Luz Rodriguez-Mendez, Maria
    Apetrei, Constantin
    de Saja, Jose A.
    [J]. IEEE SENSORS JOURNAL, 2013, 13 (07) : 2548 - 2554