An Approach for Removing Redundant Data from RFID Data Streams

被引:25
作者
Mahdin, Hairulnizam [1 ,2 ]
Abawajy, Jemal [1 ]
机构
[1] Deakin Univ, Sch Informat Technol, Waurn Ponds, Vic 3216, Australia
[2] Univ Tun Hussein Onn Malaysia, Fac Comp Sci & Informat Technol, Batu Pahat 86400, Johor, Malaysia
关键词
RFID; duplicate reading; automatic identifications; data filtering; ANTICOLLISION ALGORITHM;
D O I
10.3390/s111009863
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Radio frequency identification (RFID) systems are emerging as the primary object identification mechanism, especially in supply chain management. However, RFID naturally generates a large amount of duplicate readings. Removing these duplicates from the RFID data stream is paramount as it does not contribute new information to the system and wastes system resources. Existing approaches to deal with this problem cannot fulfill the real time demands to process the massive RFID data stream. We propose a data filtering approach that efficiently detects and removes duplicate readings from RFID data streams. Experimental results show that the proposed approach offers a significant improvement as compared to the existing approaches.
引用
收藏
页码:9863 / 9877
页数:15
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