Non-destructive assessment of microbial contamination in porcine meat using NIR hyperspectral imaging

被引:109
作者
Barbin, Douglas F. [1 ]
ElMasry, Gamal [1 ]
Sun, Da-Wen [1 ]
Allen, Paul [2 ]
Morsy, Noha [1 ]
机构
[1] Natl Univ Ireland, Univ Coll Dublin, Sch Agr Food Sci & Vet Med, Agr & Food Sci Ctr, Dublin 4, Ireland
[2] TEAGASC, Ashtown Food Res Ctr, Dublin 15, Ireland
关键词
Meat quality; Hyperspectral imaging; Contamination; Safety; Total viable count; Spoilage; Psychrothrophic; VACUUM COOLING PROCESS; FOOD QUALITY EVALUATION; TOTAL VIABLE COUNT; WAVELENGTH SELECTION; COMPUTER VISION; BACTERIAL SPOILAGE; COOKED MEAT; RED-MEAT; SPECTROSCOPY; CALIBRATION;
D O I
10.1016/j.ifset.2012.11.001
中图分类号
TS2 [食品工业];
学科分类号
0832 ;
摘要
Temperature fluctuation during cold storage of meat products usually leads to undesirable microbial growths, which affect the overall product quality. In this study, a pushbroom hyperspectral imaging system in the near-infrared (NIR) range (900-1700 nm) as a rapid and non-destructive technique was exploited for determining the total viable count (TVC) and psychrotrophic plate count (PPC) in chilled pork during storage. Fresh pork samples from the longissimus dorsi muscle were obtained directly from a commercial slaughtering plant, and stored in the refrigerated temperatures at 0 degrees C and 4 degrees C for 21 days. Every 48 h, a NIR hyperspectral image in the reflectance mode was acquired directly for each sample. The TVC and PPC were determined simultaneously by classical microbiological plating methods and multivariate statistical models for predicting contamination and spoilage conditions in the samples were then developed. Partial least squares regression (PLS) was applied to fit the spectral information extracted from the samples to the logarithmic values of TVC and PPC. The best regressions were obtained with R-2 of 0.86 and 0.89 for log (NC) and log (PPC), respectively. The most important wavelengths were then selected for regression and for spatial visualization of contamination. Results are encouraging and show the promising potential of hyperspectral technology for detecting bacterial spoilage in pork and tracking the increase of microbial growth of chilled pork during storage at different temperatures. Industrial relevance: A novel method based on hyperspectral imaging technique has been successfully developed for determining the total viable count (TVC) and psychrotrophic plate count (PPC) in chilled pork during storage non-destructively for the meat industry. (C) 2012 Elsevier Ltd. All rights reserved.
引用
收藏
页码:180 / 191
页数:12
相关论文
共 95 条
[81]   Comparison of the performances of NH3-H2O, NH3-LiNO3 and NH3-NaSCN absorption refrigeration systems [J].
Sun, DW .
ENERGY CONVERSION AND MANAGEMENT, 1998, 39 (5-6) :357-368
[82]   Solar powered combined ejector vapour compression cycle for air conditioning and refrigeration [J].
Sun, DW .
ENERGY CONVERSION AND MANAGEMENT, 1997, 38 (05) :479-491
[83]   Microstructural change of potato tissues frozen by ultrasound-assisted immersion freezing [J].
Sun, DW ;
Li, B .
JOURNAL OF FOOD ENGINEERING, 2003, 57 (04) :337-345
[84]   Pizza quality evaluation using computer vision - part 1 - Pizza base and sauce spread [J].
Sun, DW ;
Brosnan, T .
JOURNAL OF FOOD ENGINEERING, 2003, 57 (01) :81-89
[85]   Colour calibration of a laboratory computer vision system for quality evaluation of pre-sliced hams [J].
Valous, Nektarios A. ;
Mendoza, Fernando ;
Sun, Da-Wen ;
Allen, Paul .
MEAT SCIENCE, 2009, 81 (01) :132-141
[86]   Spoilage of value-added, high-oxygen modified-atmosphere packaged raw beef steaks by Leuconostoc gasicomitatum and Leuconostoc gelidum [J].
Vihavainen, Elina J. ;
Bjorkroth, K. Johanna .
INTERNATIONAL JOURNAL OF FOOD MICROBIOLOGY, 2007, 119 (03) :340-345
[87]   Modelling vacuum cooling process of cooked meat - part 1: analysis of vacuum cooling system [J].
Wang, LJ ;
Sun, DW .
INTERNATIONAL JOURNAL OF REFRIGERATION-REVUE INTERNATIONALE DU FROID, 2002, 25 (07) :854-861
[88]   Modelling vacuum cooling process of cooked meat - part 2: mass and heat transfer of cooked meat under vacuum pressure [J].
Wang, LJ ;
Sun, DW .
INTERNATIONAL JOURNAL OF REFRIGERATION-REVUE INTERNATIONALE DU FROID, 2002, 25 (07) :862-871
[89]   Study on Modeling Method of Total Viable Count of Fresh Pork Meat Based on Hyperspectral Imaging System [J].
Wang Wei ;
Peng Yan-kun ;
Zhang Xiao-li .
SPECTROSCOPY AND SPECTRAL ANALYSIS, 2010, 30 (02) :411-415
[90]  
Weyer L., 2006, Handbook of vibrational spectroscopy