4.7 Article

Chemical spoilage extent traceability of two kinds of processed pork meats using one multispectral system developed by hyperspectral imaging combined with effective variable selection methods

Journal

FOOD CHEMISTRY
Volume 221, Issue -, Pages 1989-1996

Publisher

ELSEVIER SCI LTD
DOI: 10.1016/j.foodchem.2016.11.093

Keywords

Spectral imaging; Chemical spoilage; Traceability; Processed meat; Salting; Cooking; Genetic algorithm-partial least squares

Funding

  1. International S&T Cooperation Program of China [2015DFA71150]
  2. Collaborative Innovation Major Special Projects of Guangzhou City [201508020097, 201604020007, 201604020057]
  3. Guangdong Provincial Science and Technology Plan Projects [2015A020209016, 2016A040403040]
  4. Key Projects of Administration of Ocean and Fisheries of Guangdong Province [A201401C04]
  5. National Key Technologies RD Program [2015BAD19B03]
  6. International and Hong Kong - Macau - Taiwan Collaborative Innovation Platform of Guangdong Province on Intelligent Food Quality Control and Process Technology Equipment [2015KGJHZ001]
  7. Guangdong Provincial R & D Centre for the Modern Agricultural Industry on Non-destructive Detection and Intensive Processing of Agricultural Products
  8. Common Technical Innovation Team of Guangdong Province on Preservation and Logistics of Agricultural Products [2016LM2154]
  9. Guangdong Province Government (China)

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The feasibility of hyperspectral imaging (HSI) (400-1000 nm) for tracing the chemical spoilage extent of the raw meat used for two kinds of processed meats was investigated. Calibration models established separately for salted and cooked meats using full wavebands showed good results with the determination coefficient in prediction (R-P(2)) of 0.887 and 0.832, respectively. For simplifying the calibration models, two variable selection methods were used and compared. The results showed that genetic algorithm-partial least squares (GA-PLS) with as much continuous wavebands selected as possible always had better performance. The potential of HSI to develop one multispectral system for simultaneously tracing the chemical spoilage extent of the two kinds of processed meats was also studied. Good result with an R-P(2) of 0.854 was obtained using GA-PLS as the dimension reduction method, which was thus used to visualize total volatile base nitrogen (TVB-N) contents corresponding to each pixel of the image. (C) 2016 Elsevier Ltd. All rights reserved.

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