Automatic Classification of Time-Temperature Data for Aquatic Production in the Cold Chain

被引:1
|
作者
Liu, Lu [1 ]
Yue, Jun [2 ]
Yan, Ping [1 ]
Hu, Linfen [1 ]
Fu, Zetian [3 ]
机构
[1] Ludong Univ, Coll Transportat, Yantai 264000, Peoples R China
[2] Ludong Univ, Coll Informat Sci & Engn, Yantai 264000, Peoples R China
[3] China Agr Univ, Coll Informat & Elect Engn, Beijing 100083, Peoples R China
基金
中国国家自然科学基金;
关键词
Aquaculture; Cold Chain; Rough Set; Time-Temperature Sensor; INTEGRATOR; ALGORITHM; QUALITY;
D O I
10.1166/sl.2013.2903
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Temperature monitoring data plays a vital role in identifying aquatic product quality risks in the cold chain. Collection and description of temperature data provides effective information and correct decision for food safety management. In this paper, the time-temperature data collection system is designed. The time-temperature data from the stages of processing, storage and transportation in the aquatic cold chain is collected. The typical data is studied to identify the characteristics, and the classification rules are extracted. An optimized architecture for automatic classification combining data-mining and data fusion is established. The results show that the time-temperature data can be automatically and accurately classified by using this method.
引用
收藏
页码:1162 / 1167
页数:6
相关论文
共 50 条
  • [1] Time-temperature transparency in the cold chain
    Hsiao, Hsin-I
    Huang, Kuan-Lin
    FOOD CONTROL, 2016, 64 : 181 - 188
  • [2] Simulation analysis of cold chain performance based on time-temperature data
    Aiello, Giuseppe
    La Scalia, Giada
    Micale, Rosa
    PRODUCTION PLANNING & CONTROL, 2012, 23 (06) : 468 - 476
  • [3] Development of Time-Temperature Data Collection Program for Frozen Fish in the Cold Chain
    Liu, Lu
    Hui, Jinyou
    Zhang, Jingjing
    Fu, Zetian
    Zhang, Jian
    SENSOR LETTERS, 2010, 8 (01) : 47 - 51
  • [4] A novel photochromic time-temperature indicator to support cold chain management
    Kreyenschmidt, Judith
    Christiansen, Henning
    Huebner, Antonia
    Raab, V.
    Petersen, Brigitte
    INTERNATIONAL JOURNAL OF FOOD SCIENCE AND TECHNOLOGY, 2010, 45 (02): : 208 - 215
  • [5] Time-temperature abuse in the food cold chain: Review of issues, challenges, and recommendations
    Ndraha, Nodali
    Hsiao, Hsin-, I
    Vlajic, Jelena
    Yang, Ming-Feng
    Lin, Hong-Ting Victor
    FOOD CONTROL, 2018, 89 : 12 - 21
  • [6] Time-Temperature Management Along the Food Cold Chain: A Review of Recent Developments
    Mercier, Samuel
    Villeneuve, Sebastien
    Mondor, Martin
    Uysal, Ismail
    COMPREHENSIVE REVIEWS IN FOOD SCIENCE AND FOOD SAFETY, 2017, 16 (04): : 647 - 667
  • [7] Self-powered Continuous Time-Temperature Monitoring for Cold-Chain Management
    Zhou, Liang
    Chakrabartty, Shantanu
    2017 IEEE 60TH INTERNATIONAL MIDWEST SYMPOSIUM ON CIRCUITS AND SYSTEMS (MWSCAS), 2017, : 879 - 882
  • [8] Development and Application of Time-temperature Indicators Used on Food during the Cold Chain Logistics
    Lu, Lixin
    Zheng, Weizhou
    Lv, Zhiye
    Tang, Yali
    PACKAGING TECHNOLOGY AND SCIENCE, 2013, 26 : 80 - 90
  • [9] TIME-TEMPERATURE INDICATOR TO MONITOR COLD CHAIN DISTRIBUTION OF FRESH SALMON (SALMO SALAR)
    Simpson, R.
    Almonacid, S.
    Nunez, H.
    Pinto, M.
    Abakarov, A.
    Teixeira, A.
    JOURNAL OF FOOD PROCESS ENGINEERING, 2012, 35 (05) : 742 - 750
  • [10] Microbial Preservation Performance of Cold Storage Units Assessed by Modeling of Time-Temperature Data
    Martinez, Enrique Martinez
    Cortes, Andres Garcia
    Quiroz, Reynaldo de la Cruz
    Alejandro, Jose Guadalupe Rios
    Fagotti, Fabian
    Torres, J. Antonio
    FOOD AND BIOPROCESS TECHNOLOGY, 2024, 17 (11) : 3826 - 3835