PET: Probabilistic Estimating Tree for Large-Scale RFID Estimation

被引:31
作者
Zheng, Yuanqing [1 ]
Li, Mo [1 ]
Qian, Chen [2 ]
机构
[1] Nanyang Technol Univ, Sch Comp Engn, Singapore, Singapore
[2] Univ Texas Austin, Dept Comp Sci, Austin, TX 78712 USA
来源
31ST INTERNATIONAL CONFERENCE ON DISTRIBUTED COMPUTING SYSTEMS (ICDCS 2011) | 2011年
关键词
Probabilistic estimating tree; Probabilistic algorithm; RFID counting system; ALGORITHMS;
D O I
10.1109/ICDCS.2011.9
中图分类号
TP3 [计算技术、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(loglogn) 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:37 / 46
页数:10
相关论文
共 26 条
[1]   TREE ALGORITHMS FOR PACKET BROADCAST CHANNELS [J].
CAPETANAKIS, JI .
IEEE TRANSACTIONS ON INFORMATION THEORY, 1979, 25 (05) :505-515
[2]  
Durand M., 2003, P ESA
[3]  
Finkenzeller K., 2000, RFID HDB RADIO FREQU
[4]   MELLIN TRANSFORMS AND ASYMPTOTICS - HARMONIC SUMS [J].
FLAJOLET, P ;
GOURDON, X ;
DUMAS, P .
THEORETICAL COMPUTER SCIENCE, 1995, 144 (1-2) :3-58
[5]   PROBABILISTIC COUNTING ALGORITHMS FOR DATABASE APPLICATIONS [J].
FLAJOLET, P ;
MARTIN, GN .
JOURNAL OF COMPUTER AND SYSTEM SCIENCES, 1985, 31 (02) :182-209
[6]  
Grimmett Geoffrey, 2020, Probability and random processes
[7]  
Han H., 2010, P IEEE INFOCOM
[8]  
KIRSCHENHOFER P, 1990, LECT NOTES MATH, V1452, P117
[9]  
Kodialam M., 2006, P ACM MOBICOM
[10]  
Kodialam M., 2007, P IEEE INFOCOM