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  • 标题:HDSW: Semantic Sensor Network System Based on Hadoop
  • 本地全文:下载
  • 作者:Dongfeng Wang ; Xiaoming Zhang ; Hongbin Gao
  • 期刊名称:International Journal of Multimedia and Ubiquitous Engineering
  • 印刷版ISSN:1975-0080
  • 出版年度:2014
  • 卷号:9
  • 期号:12
  • 页码:61-72
  • DOI:10.14257/ijmue.2014.9.12.06
  • 出版社:SERSC
  • 摘要:Ontology is used to annotate sensor network data and enhances its semantic, which is the motivation of Semantic Sensor Network (SSN). With the development of SSN, massive RDF datasets have been produced, so SSN is up against a big challenge now, i.e., the integration and application of data. In this paper, we present a Hadoop-based Semantic Sensor Network System (named HDSW) to achieve efficient data management for sensor data in RDF. The architecture of HDSW is composed of sensor network layer, persistent layer, Hadoop layer, function layer and UI layer. As one of the core component of HDSW, the RDF storage module is described in detail. The RDF storage module uploads RDF dataset to Hadoop by MapReduce, and stores BigRDF file by key/value mode. Then BigRDF is mapped to HBase table schema by using MapReduce. Finally, we evaluate HDSW system, and the experimental results show that it has good scalability and efficiency.
  • 关键词:Semantic Sensor Network; Hadoop; HBase; RDF; Cloud Computing
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