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A Novel Distributed Complex Event Processing for RFID Application

机译:RFID应用程序的一种新型分布式复杂事件处理

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Radio-Frequency Identification (RFID) technology has brought tremendous benefits for business processing, especially in incorporating RFID data into Supply Chain Management (SCM). With the explosion of RFID data, there has raised important problem how to mine valuable information from tremendous and potentially infinite volumes of RFID data. Complex Event Processing (CEP) technology used to process RFID data has attracted increasing attention. However, the current researches usually focus on centralized CEP architecture, which requires greater bandwidth and computational capability, and Lacks of robustness and scalability because of single point failure or network break. This paper first proposes a novel distributed CEP architecture, which spreads centralized CEP tasks load over multiple communicating stations by a space-based communication paradigm over a distributed message broker architecture based on Jini network. A distributed complex event detection algorithm based on Master-workers pattern is proposed. The results of experiment show that the performance of our approach is remarkable in the large-scale RFID applications.
机译:射频识别(RFID)技术为业务处理带来了巨大的益处,特别是在将RFID数据纳入供应链管理(SCM)中。随着RFID数据的爆炸,提出了重要问题如何从巨大和潜在的无限卷的RFID数据中挖掘有价值的信息。用于处理RFID数据的复杂事件处理(CEP)技术引起了不断的关注。然而,目前的研究通常集中在集中式CEP架构上,这需要更大的带宽和计算能力,并且由于单点故障或网络断裂而缺乏鲁棒性和可扩展性。本文首先提出了一种新颖的分布式CEP架构,该架构通过基于空间的通信范例在基于JINI网络的分布式消息代理体系结构上通过基于空间的通信范例来扩散到多个通信站的集中式CEP。提出了一种基于主工作人员模式的分布式复杂事件检测算法。实验结果表明,在大规模的RFID应用中,我们的方法的性能显着。

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