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Experimental comparison of RSSI-based localization algorithms for indoor wireless sensor networks

Published: 01 April 2008 Publication History

Abstract

In this paper, we investigate the actual performance of some of the best known localization algorithms when deployed in real-world indoor environments. Among the plethora of possible localization schemes, we focus on those based on radio signal strength measurements only, since they do not require extra circuitry that would result in higher cost and energy consumption. For a fair comparison, we have first gathered thousands of radio signal strength measurements in two different indoor environments. To estimate the channel model parameters and to compare the different localization algorithms these data have been used.

References

[1]
M. Banatre, A. Ollero, A. Wolisz, and P. J. Marron, Cooperating Objects and Wireless Sensor Networks. Hermes Science, 2007.
[2]
C. Wang and L. Xiao, "Sensor localization under limited measurement capabilities," IEEE Network, vol. 21, no. 3, pp. 16--23, May--June 2007.
[3]
A. Savvides, H. Park, and M. B. Srivastava, "The n-hop multilateration primitive for node localization problems," Mobile Network and Applicatons, vol. 8, no. 4, pp. 443--451, 2003.
[4]
A. Savvides, H. Park, and M. Srivastava, "The bits and flops of the n-hop multilateration primitive for node localization problems," in First ACM International Workshop on Wireless Sensor Networks and Application, September 2002. {Online}. Available: citeseer.ist.psu.edu/savvides02bits.html
[5]
N. Patwari, R. O'Dea, and Y. Wang, "Relative location in wireless networks," in Proc. IEEE Veh. Tech. Conf. (VTC), 2001. {Online}. Available: citeseer.ist.psu.edu/patwari01relative.html
[6]
E. Elnahrawy, X. Li, and R. P. Martin, "The limits of localization using signal strength: a comparative study," in Proceeding of Sensor and Ad Hoc Communications and Networks, IEEE SECON, October 2004, pp. 406--414.
[7]
T. He, C. Huang, B. Blum, J. Stankovic, and T. Abdelzaher, "Range-free localization schemes in large scale sensor networks," in MobiCom, 2003. {Online}. Available: citeseer.ist.psu.edu/he03rangefree.html
[8]
C. Savarese, J. Rabaey, and K. Langendoen, "Robust positioning algorithms for distributed ad-hoc wireless sensor networks," in USENIX, June 2002. {Online}. Available: citeseer.ist.psu.edu/article/savarese01robust.html
[9]
P. Bahl and V. N. Padmanabhan, "RADAR: An inbuilding RF-based user location and tracking system," in INFOCOM, 2000, pp. 775--784. {Online}. Available: citeseer.ist.psu.edu/bahl00radar.html
[10]
K. Langendoen and N. Reijers, "Distributed localization in wireless sensor networks: a quantitative comparison," Comput. Networks, vol. 43, no. 4, pp. 499--518, 2003.
[11]
X. Nguyen and T. Rattentbury, "Localization algorithms for sensor networks using RF signal strength," University of California at Berkeley, Tech. Rep., May 2003.
[12]
S. M. Kay, Fundamentals of Statistical Signal Processing: Estimation Theory. Prentice Hall, 1993.
[13]
C. Liu, K. Wu, and T. He, "Sensor localization with ring overlapping based on comparison of received signal strength indicator," IEEE Trans. on Mobile Computing, 2004.
[14]
R. Crepaldi, A. Harris, A. Scarpa, A. Zanella, and M. Zorzi, "Signetlab: deployable sensor network testbed and management tool," in SenSys '06: Proceedings of the 4th international conference on Embedded networked sensor systems. New York, NY, USA: ACM Press, 2006, pp. 375--376.
[15]
R. Crepaldi, A. Harris, A. Scarpa, A. Zanella, and M. Zorzi, "Testbed implementation and refinement of a range-based localization algorithm for wireless sensor networks," in 3rd IEEE Mobility Conference 2006, Oct.
[16]
G. Zanca, F. Zorzi, and A. Zanella, "RSSI measurements in indoor wireless sensor networks." {Online}. Available: http://telecom.dei.unipd.it/pages/read/59
[17]
A. Zanella, E. Menegatti, and L. Lazzaretto, "Self localization of wireless sensor nodes by means of autonomous mobile robots," in Proceedings of the 19th Tyrrhenian International Workshop on Digital Communications, Ischia (Italy), Sept. 9--12, 2007.
[18]
A. Goldsmith, Wireless Communications. New York, NY, USA: Cambridge University Press, 2005.

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      cover image ACM Conferences
      REALWSN '08: Proceedings of the workshop on Real-world wireless sensor networks
      April 2008
      79 pages
      ISBN:9781605581231
      DOI:10.1145/1435473
      Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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      Publication History

      Published: 01 April 2008

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      Author Tags

      1. RSSI
      2. WSN
      3. experimental
      4. localization
      5. sensors
      6. testbed

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      • Research-article

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      Eurosys '08
      Sponsor:
      Eurosys '08: Eurosys 2008 Conference
      April 1, 2008
      Glasgow, Scotland

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      Overall Acceptance Rate 6 of 7 submissions, 86%

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      Cited By

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      • (2024)A Novel Method of UAV-Assisted Trajectory Localization for Forestry EnvironmentsSensors10.3390/s2411339824:11(3398)Online publication date: 25-May-2024
      • (2024)Iterative wireless node localization based on Bluetooth and visible light for smart lighting systems2024 Wireless Telecommunications Symposium (WTS)10.1109/WTS60164.2024.10536676(1-7)Online publication date: 10-Apr-2024
      • (2024)Multipath Component Power Delay Profile Based RangingIEEE Journal of Selected Topics in Signal Processing10.1109/JSTSP.2024.349158018:5(950-963)Online publication date: Jul-2024
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      • (2023)Simple and Accurate Received Signal Strength-Based Localization Using Compact Null-Steering AntennasIEEE Antennas and Wireless Propagation Letters10.1109/LAWP.2022.321454022:2(417-421)Online publication date: Feb-2023
      • (2023)Power Delay Profile Based Ranging via Approximate EM-ReVAMP2023 IEEE 28th International Workshop on Computer Aided Modeling and Design of Communication Links and Networks (CAMAD)10.1109/CAMAD59638.2023.10478389(31-36)Online publication date: 6-Nov-2023
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