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Massive sensor data management framework in cloud manufacturing based on Hadoop

  • Yuan Bao*
  • , Lei Ren
  • , Lin Zhang
  • , Xuesong Zhang
  • , Yongliang Luo
  • *此作品的通讯作者

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

Cloud Manufacturing provides a new concept and model for manufacturing informatization, which has become a hot research topic in modern networked manufacturing area. Cloud manufacturing systems generate huge amounts of sensor data from distributed manufacturing devices, and how to manage them efficiently becomes one of the main challenges of Cloud Manufacturing. Various software frameworks have been developed in Cloud Computing to handle massive data management, and the Hadoop framework has proved an effective solution. In this paper we introduce Hadoop to deal with the sensor data management in Cloud manufacturing systems. First we analyze the requirement of massive sensor data management in Cloud Manufacturing and the defects of traditional RDBMS (Relational Database Management System), and then present a framework supporting parallel storage and processing of massive sensor data in Cloud manufacturing systems based on Hadoop. This framework can provide a promising solution for massive sensor data management in Cloud Manufacturing.

源语言英语
主期刊名INDIN 2012 - IEEE 10th International Conference on Industrial Informatics
397-401
页数5
DOI
出版状态已出版 - 2012
活动IEEE 10th International Conference on Industrial Informatics, INDIN 2012 - Beijing, 中国
期限: 25 7月 201227 7月 2012

出版系列

姓名IEEE International Conference on Industrial Informatics (INDIN)
ISSN(印刷版)1935-4576

会议

会议IEEE 10th International Conference on Industrial Informatics, INDIN 2012
国家/地区中国
Beijing
时期25/07/1227/07/12

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