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RSSI based Proximity User Detection System using Exponential Moving Average  

Yun, Gi-Hun (Department of Electronics Engineering, Dongguk University)
Kim, Keon-Wook (Department of Electronics Engineering, Dongguk University)
Choi, Jae-Hun (Electronics and Telecommunications Research Institute)
Park, Soo-Jun (Electronics and Telecommunications Research Institute)
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Abstract
This paper proposes the recursive algorithm for passive proximity detection system based on signal strength. The system is designed to be used in the smart medicine chest in order to provide location-based service for the senior personnel. Due to the system profile, single receiver and uni-direction communication are applied over the signal attenuation model for the determination of user existence within certain proximity. The performance of conventional methods is subjective to the sight between the transmitter and receiver unless the direction of target is known. To appreciate the temporal and spatial locality of human subjects, the authors present exponential moving average (EMA) to compensate the unexpected position error from the direction and/or environment. By using optimal parameter, the experiments with EMA algorithm demonstrates 32.26% (maximum 40.80%) reduction in average of the error probability with 50% of consecutive sight in time.
Keywords
Detection; Proximity; RSSI; EMA; ROC;
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1 B. Brumitt, B. Meyers, J. Krumm, A. Kern and S. Shafer, "EasyLiving: Technologies for intelligent environments," Proceedings of the 2nd International Symposium on Handheld and Ubiquitous Computing, Bristol, UK, pp. 12-29, September 2000.
2 Li Cong, Weihua Zhuang, "Nonline-of-sight error mitigation in mobile location," IEEE Transactions on Wireless Communications, Vol. 4, no. 2, pp. 560-573, March 2005.   DOI
3 Texas Instruments' CC2430 datasheet.
4 Robert G. Brown, "Smoothing, Forecasting and Prediction of Discrete Time Series," Prentice Hall, pp. 97-122, 1963.
5 Richard W. Bohannon, "Comfortable and maximum walking speed of adults aged 20–79 years: Reference values and determinants," Age and Ageing, Vol. 26, no. 1, pp.15-19, January 1997.   DOI   ScienceOn
6 Autonics Corporation's ENC-1-1-T-5 datasheet.
7 National Instruments Corporation web site, http://www.ni.com/
8 Edward T. Hall, "The Hidden Dimension," Anchor Books, pp. 113-129, 1966.
9 I. Getting, "The global Positioning System," IEEE Spectrum, Vol. 30, no. 12, pp. 36-47, December 1993.   DOI   ScienceOn
10 N. B. Priyantha, A. Chakraborty and H. Balakrishnan, "The Cricket Location-Support System," Proceedings of the 6th annual international conference on Mobile computing and networking, pp. 32-43, Boston, Massachusetts, United States, August 2000.
11 P. Bahl and V. N. Padmanabhan, "RADAR: an in-building RF-based user location and tracking system," Proceedings of IEEE INFOCOM 2000, pp. 775-784, Tel Aviv, Israel, March 2000.
12 R. Want, A. Hopper, V. Falcao and J. Gibbons, "The Active Badge Location System," ACM Transactions on Information Systems, Vol. 10, no. 1, pp. 91-102, January 1992.   DOI
13 "2005∼2030 시도별 장래인구추계," 통계청, 2007