Outlier Detection in Cold-chain Logistics Temperature Monitoring

被引:3
|
作者
Zhao, Weidong [1 ]
Dai, Weihui [2 ]
Zhou, Shangchen [1 ]
机构
[1] Fudan Univ, Sch Software, Shanghai 200433, Peoples R China
[2] Fudan Univ, Sch Management, Shanghai 200433, Peoples R China
关键词
Remote monitoring; radiofrequency identification; temperature sensors;
D O I
10.5755/j01.eee.19.3.3699
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In the field of cold chain logistics, the key point is the real time control of temperature. Thus the failure of synchronous temperature monitoring is the bottleneck of cold-chain temperature monitoring. Targeting at the real-time features of synchronous temperature monitoring, this paper discusses some issues about RFID technology applied to outlier detection. Through comparing differing feasible RFID data mining methods, along with the requirements of the cold chain temperature monitoring, we put forward the improved QOD (quick outlier detection) algorithm by clustering based on data stream. After that, we prove that QOD algorithm's performance can be improved after optimization and compared it with several other related methods in accuracy, memory consumption.
引用
收藏
页码:65 / 68
页数:4
相关论文
共 50 条
  • [31] Study on Pricing Decisions of Cold-chain Logistics under Imperfectly Competitive Market
    Sun, Shusheng
    Wang, Kui
    PROCEEDINGS OF THE 2017 INTERNATIONAL CONFERENCE ON MANAGEMENT, EDUCATION AND SOCIAL SCIENCE (ICMESS 2017), 2017, 72 : 128 - 131
  • [32] THE VACCINE COLD-CHAIN
    GAVRANIC, T
    MEDICAL JOURNAL OF AUSTRALIA, 1994, 160 (05) : 312 - 312
  • [33] Transportation Safety Countermeasure Analysis on Cold-Chain Logistics of Fresh agricultural products
    Lin, Hui-dan
    Gao, Geng-jun
    ENERGY DEVELOPMENT, PTS 1-4, 2014, 860-863 : 3123 - +
  • [34] Cold-Chain Logistics Big Data Problems Based on Food Safety Research
    Yang, Jian-liang
    Hou, Han-ping
    Zhang, Jian
    Xu, Na
    Qin, Bo-wen
    3RD INTERNATIONAL CONFERENCE ON SOCIAL SCIENCE AND DEVELOPMENT (ICSSD 2017), 2017, : 297 - 301
  • [35] Development Mode of Cold-chain Logistics of Guangxi Agricultural Products and Innovation Strategies
    Zhong, Weiyu
    PROCEEDINGS OF THE 2015 INTERNATIONAL CONFERENCE ON EDUCATION, MANAGEMENT AND COMPUTING TECHNOLOGY, 2015, 30 : 887 - 891
  • [36] Situation Analysis About Cold-Chain Logistics in China Based on SWOT Analysis
    Hu, Yongju
    Yao, Lihong
    Qiu, Xin
    ADVANCED DESIGN TECHNOLOGY, 2012, 421 : 644 - +
  • [37] Refrigerated Transportation and Cold-chain Logistics in India - Current Status and Future Prospects
    Gupta, Pradeep
    Kumar, Pramod
    Elarga, Hagar
    Hafner, Armin
    26TH IIR INTERNATIONAL CONGRESS OF REFRIGERATION, VOL 3, 2023, : 617 - 625
  • [38] QUALITY MONITORING IN COLD-CHAIN OF LEAFY VEGETABLES CONVERGING ICT
    Kim, B. S.
    Kim, J. Y.
    Kim, J. H.
    Lee, H. O.
    Lee, Y. J.
    Mezemir, S.
    Koo, J.
    Jung, J. Y.
    Kim, H. J.
    4TH IIR INTERNATIONAL CONFERENCE ON SUSTAINABILITY AND THE COLD CHAIN, 2016, : 421 - 428
  • [39] Evaluation of core competence of cold-chain logistics enterprises based on FCE model
    Jian, Sun
    Jing, Zhou
    Open Cybernetics and Systemics Journal, 2015, 9 (01): : 2605 - 2613
  • [40] Methods for Accurate Cold-Chain Temperature Monitoring Using Digital Data-Logger Thermometers
    Chojnacky, M. J.
    Miller, W. M.
    Strouse, G. F.
    TEMPERATURE: ITS MEASUREMENT AND CONTROL IN SCIENCE AND INDUSTRY, VOL 8, 2013, 1552 : 1014 - 1019