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research-article

Fast Composite Counting in RFID Systems

Published: 01 October 2016 Publication History

Abstract

Counting the number of tags is a fundamental issue and has a wide range of applications in RFID systems. Most existing protocols, however, only apply to the scenario where a single reader counts the number of tags covered by its radio, or at most the union of tags covered by multiple readers. They are unable to achieve more complex counting objectives, i.e., counting the number of tags in a composite set expression such as $S_{1} \bigcup S_{2} - S_{3} \bigcap S_{4}$. This type of counting has realistic significance as it provides more diversity than existing counting scenario, and can be applied in various applications. We formally introduce the RFID composite counting problem, which aims at counting the tags in an arbitrary set expression and obtain its strong lower bounds on the communication cost. We then propose a generic Composite Counting Framework CCF that provides estimates for any set expression with desired accuracy. The communication cost of CCF is proved to be within a small factor from the optimal. We build a prototype system for CCF using USRP software defined radio and Intel WISP computational tags. Also, extensive simulations are conducted to evaluate the performance of CCF. The experimental results show that CCF is generic, accurate and time-efficient.

References

[1]
J. Lim, S. Kim, H. Oh, and D. Kim, "A designated query protocol for serverless mobile RFID systems with reader and tag privacy," Tsinghua Sci. Technol., vol. 17, no. 5, pp. 521-536, 2012.
[2]
M. Kodialam and T. Nandagopal, "Fast and reliable estimation schemes in RFID systems," in Proc. MobiCom, 2006, pp. 322-333.
[3]
M. Kodialam, T. Nandagopal, and W. Lau, "Anonymous tracking using RFID tags," in Proc. IEEE INFOCOM, 2007, pp. 1217-1225.
[4]
C. Qian, H. Ngan, Y. Liu, and L. M. Ni, "Cardinality estimation for large-scale RFID systems," IEEE Trans. Parallel Distrib. Syst., vol. 22, no. 9, pp. 1441-1454, Sep. 2011.
[5]
T. Li, S. S. Wu, S. Chen, and M. C. K. Yang, "Generalized energy-efficient algorithms for the RFID estimation problem," IEEE/ACM Trans. Netw., vol. 20, no. 6, pp. 1978-1990, Dec. 2012.
[6]
M. Shahzad and A. Liu, "Fast and accurate estimation of RFID tags," IEEE/ACM Trans. Netw., vol. 23, no. 1, pp. 241-254, Feb. 2015.
[7]
Y. Zheng and M. Li, "Towards more efficient cardinality estimation for large-scale RFID systems," IEEE/ACM Trans. Netw., vol. 22, no. 6, pp. 1886-1896, Dec. 2014.
[8]
Z. Zhou, B. Chen, and H. Yu, "Understanding RFID counting protocols," IEEE/ACM Trans. Netw., 2014, to be published.
[9]
K. Finkenzeller et al., RFID Handbook: Fundamentals and Applications in Contactless Smart Cards, Radio Frequency Identification and Near-Field Communication. Hoboken, NJ, USA: Wiley, 2010.
[10]
"GNURadio tookit," [Online]. Available: http://gnuradio.org/redmine/projects/gnuradio/wiki
[11]
"WISP: Wireless Identification and Sensing Platform," [Online]. Available: http://wisp.wikispaces.com
[12]
EPCglobal, Inc., "EPC Radio-frequency Identity Protocols Class-1 Generation-2 UHF RFID Protocol for Communications at 860 MHz-960 MHz," 2008 [Online]. Available: http://www.gs1.org/gsmp/kc/epcglobal/uhfc1g2/uhfc1g2_1_2_0-standard-20080511.pdf
[13]
Q. Xiao, B. Xiao, and S. Chen, "Differential estimation in dynamic RFID systems," in Proc. IEEE INFOCOM, Mini-Conf., 2013, pp. 295-299.
[14]
S. Ganguly, M. Garofalakis, and R. Rastogi, "Tracking set-expression cardinalities over continuous update streams," VLDB J., vol. 13, no. 4, pp. 354-369, 2004.
[15]
J. R. Cha and J. H. Kim, "Dynamic framed slotted ALOHA algorithms using fast tag estimation method for RFID system," in Proc. IEEE CCNC, 2006, pp. 768-772.
[16]
E. Kushilevitz and N. Nisan, Communication Complexity. Cambridge, U.K.: Cambridge Univ. Press, 2006.
[17]
A. Z. Broder, M. Charikar, A. M. Frieze, and M. Mitzenmacher, "Min-wise independent permutations," in Proc. ACM STOC, 1998, pp. 327-336.
[18]
"Gen 2 RFID Tools," 2013 [Online]. Available: https://moo.cmcl.cs.cmu.edu/trac/cgran/wiki/Gen2
[19]
University of California, Irvine, "AMD Hope RFID data," [Online]. Available: http://networkdata.ics.uci.edu/data.php?d=amdhope
[20]
M. Shahzad and A. X. Liu, "Probabilistic optimal tree hopping for RFID identification," IEEE/ACM Trans. Netw., vol. 23, no. 3, pp. 796-809, Jun. 2015.
[21]
W. Gong, I. Stojmenovic, A. Nayak, K. Liu, and H. Liu, "Fast and scalable counterfeits estimation for large-scale RFID systems," IEEE/ACM Trans. Netw., 2015, to be published.
[22]
D. Woodruff, "Optimal space lower bounds for all frequency moments," in Proc. SODA, 2004, pp. 167-175.
[23]
B. C. Arnold, N. Balakrishnan, and H. H. N. Nagaraja, A First Course in Order Statistics. Philadelphia, PA, USA: SIAM, 1992, vol. 54.
[24]
M. Mitzenmacher and E. Upfal, Probability and Computing: Randomized Algorithms and Probabilistic Analysis. Cambridge, U.K.: Cambridge Univ. Press, 2005.

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  • (2017)Efficient Unknown Tag Detection in Large-Scale RFID Systems With Unreliable ChannelsIEEE/ACM Transactions on Networking (TON)10.1109/TNET.2017.269968325:4(2528-2539)Online publication date: 1-Aug-2017
  • (2017)Toward More Rigorous and Practical Cardinality Estimation for Large-Scale RFID SystemsIEEE/ACM Transactions on Networking (TON)10.1109/TNET.2016.263455125:3(1347-1358)Online publication date: 1-Jun-2017
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  1. Fast Composite Counting in RFID Systems

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    cover image IEEE/ACM Transactions on Networking
    IEEE/ACM Transactions on Networking  Volume 24, Issue 5
    October 2016
    654 pages

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    IEEE Press

    Publication History

    Published: 01 October 2016
    Published in TON Volume 24, Issue 5

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    View all
    • (2023)Interference-Aware Mobile Backscatter Communication: A PHY-Assisted Rate Adaptive ApproachIEEE Transactions on Mobile Computing10.1109/TMC.2022.321453322:12(7498-7508)Online publication date: 1-Dec-2023
    • (2017)Efficient Unknown Tag Detection in Large-Scale RFID Systems With Unreliable ChannelsIEEE/ACM Transactions on Networking (TON)10.1109/TNET.2017.269968325:4(2528-2539)Online publication date: 1-Aug-2017
    • (2017)Toward More Rigorous and Practical Cardinality Estimation for Large-Scale RFID SystemsIEEE/ACM Transactions on Networking (TON)10.1109/TNET.2016.263455125:3(1347-1358)Online publication date: 1-Jun-2017
    • (2017)Classification Statistics in RFID SystemsCombinatorial Optimization and Applications10.1007/978-3-319-71147-8_29(425-440)Online publication date: 16-Dec-2017

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