A real-time risk control and monitoring system for incident handling in wine storage

被引:16
作者
Lam, H. Y. [1 ]
Choy, K. L. [1 ]
Ho, G. T. S. [1 ]
Kwong, C. K. [1 ]
Lee, C. K. M. [1 ]
机构
[1] Hong Kong Polytech Univ, Dept Ind & Syst Engn, Hong Kong, Hong Kong, Peoples R China
关键词
Incident handling; Risk control and monitoring; RFID technology; Case-based reasoning; Genetic algorithms; Wine industry; RESOURCE-MANAGEMENT SYSTEM; YOUNG RED WINE; PHENOLIC-COMPOUNDS; QUALITY; IMPACT; CHAIN; TEMPERATURE; PERCEPTIONS; STRATEGIES; OPERATIONS;
D O I
10.1016/j.eswa.2012.12.071
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Due to the fact that wine is highly sensitive to storage conditions such as temperature and humidity, it is a challenging task for a regional distribution hub to provide reliable wine storage facilities for maintaining wine quality during storage. This is especially true when an incident occurs unexpectedly that violates the criteria of suitable storage conditions. Improper incident handling and storage conditions may cause damage to the taste of wine, resulting in depreciation of the wine's value. Therefore, controlling and monitoring risk in real-time during wine storage is critical to providing a quick response to prevent the wine quality from deterioration. In this paper, a RFID-based risk control and monitoring system (RCMS), which integrates radio frequency identification (RFID) technology and case-based reasoning (CBR), is proposed for monitoring real-time physical storage conditions and for formulating an immediate action plan for handling incidents. In the retrieval process of the CBR engine, genetic algorithms (GA) are applied to search for case clusters by considering the best combination of multi-dimensional parameters. With the help of RCMS, a shortlist of critical control actions, possible causes of incidents and corresponding actions can be generated to reduce the risk of deteriorating wine quality and possible compensation costs being incurred, while customer satisfaction can be maintained. (c) 2012 Elsevier Ltd. All rights reserved.
引用
收藏
页码:3665 / 3678
页数:14
相关论文
共 51 条
  • [1] RFID smart tag for traceability and cold chain monitoring of foods: Demonstration in an intercontinental fresh fish logistic chain
    Abad, E.
    Palacio, F.
    Nuin, M.
    Gonzalez de Zarate, A.
    Juarros, A.
    Gomez, J. M.
    Marco, S.
    [J]. JOURNAL OF FOOD ENGINEERING, 2009, 93 (04) : 394 - 399
  • [2] Impact of information sharing and lead time on bullwhip effect and on-hand inventory
    Agrawal, Sunil
    Sengupta, Raghu Nandan
    Shanker, Kripa
    [J]. EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2009, 192 (02) : 576 - 593
  • [3] Evaluation of sensor readability and thermal relevance for RFID temperature tracking
    Amador, C.
    Emond, J. P.
    [J]. COMPUTERS AND ELECTRONICS IN AGRICULTURE, 2010, 73 (01) : 84 - 90
  • [4] Wine origin and organic elaboration, differentiating strategies in traditional producing countries
    Bernabeu, Rodolfo
    Brugarolas, Margarita
    Martinez-Carrasco, Laura
    Diaz, Monica
    [J]. BRITISH FOOD JOURNAL, 2008, 110 (2-3): : 174 - 188
  • [5] Effect of light and temperature on 3-alkyl-2-methoxypyrazine concentration and other impact odourants of Riesling and Cabernet Franc wine during bottle ageing
    Blake, A.
    Kotseridis, Y.
    Brindle, I. D.
    Inglis, D.
    Pickering, G. J.
    [J]. FOOD CHEMISTRY, 2010, 119 (03) : 935 - 944
  • [6] Economical assessment of the impact of RFID technology and EPC system on the fast-moving consumer goods supply chain
    Bottani, Eleonora
    Rizzi, Antonio
    [J]. INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS, 2008, 112 (02) : 548 - 569
  • [7] Butzke C. E., 2012, Journal of Wine Research, V23, P15, DOI 10.1080/09571264.2011.646254
  • [8] Using RFID for the management of pharmaceutical inventory - system optimization and shrinkage control
    Cakici, Ozden Engin
    Groenevelt, Harry
    Seidmann, Abraham
    [J]. DECISION SUPPORT SYSTEMS, 2011, 51 (04) : 842 - 852
  • [9] Old World strategies against New World competition in a globalising wine industry - Introduction
    Campbell, G
    Guibert, N
    [J]. BRITISH FOOD JOURNAL, 2006, 108 (04): : 233 - 242
  • [10] Introducing attribute risk for retrieval in case-based reasoning
    Castro, Juan L.
    Navarro, Maria
    Sanchez, Jose M.
    Zurita, Jose M.
    [J]. KNOWLEDGE-BASED SYSTEMS, 2011, 24 (02) : 257 - 268