PET: Probabilistic Estimating Tree for Large-Scale RFID Estimation

被引:52
作者
Zheng, Yuanqing [1 ]
Li, Mo [1 ]
机构
[1] Nanyang Technol Univ, Sch Comp Engn, 50 Nanyang Ave,N4-B2A, Singapore 639798, Singapore
关键词
RFID systems; tag estimation; aloha networks; ALGORITHMS;
D O I
10.1109/TMC.2011.238
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Estimating the number of RFID tags in the region of interest is an important task in many RFID applications. In this paper, we propose a novel approach for efficiently estimating the approximate number of RFID tags. Compared with existing approaches, the proposed Probabilistic Estimating Tree (PET) protocol achieves O(log log n) estimation efficiency, which remarkably reduces the estimation time while meeting the accuracy requirement. PET also largely reduces the computation and memory overhead at RFID tags. As a result, we are able to apply PET with passive RFID tags and provide scalable and inexpensive solutions for large-scale RFID systems. We validate the efficacy and effectiveness of PET through theoretical analysis as well as extensive simulations. Our results suggest that PET outperforms existing approaches in terms of estimation accuracy, efficiency, and overhead.
引用
收藏
页码:1763 / 1774
页数:12
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