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Simulation or Measurement: The Effect of Radio Map Creation on Indoor WLAN-Based Localisation Accuracy

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Abstract

Indoor wireless network based client localisation requires the use of a radio map to relate received signal strength to specific locations. However, signal strength measurements are time consuming, expensive and usually require unrestricted access to all parts of the building concerned. An obvious option for circumventing this difficulty is to estimate the radio map using a propagation model. This paper compares the effect of measured and simulated radio maps on the accuracy of two different methods of wireless network based localisation. The results presented indicate that, although the propagation model used underestimated the signal strength by up to 15 dB at certain locations, there was not a signigicant reduction in localisation performance. In general, the difference in performance between the simulated and measured radio maps was around a 30% increase in rms error.

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References

  1. P. Bahl and V.N. Padmanabhan, “RADAR: An In-Building RF-Based User Location and Tracking System”, Proceeedings IEEE Infocom, Tel Aviv, Israel, pp. 775–784, 2000.

  2. Roos T., Myllymaki P., Tirri H., Misikangas P., Sievanen J. (2002) “A Probabilistic Approach to WLAN User Location Estimation”. International Journal Wireless Information Networks. 9, 155–164

    Article  Google Scholar 

  3. G.V. Zaruba, M. Huber, and F.A. Kamanger, “Monte Carlo Sampling Based In-Home Location Tracking With Minimal RF Infrastructure Requirements”, Texas, Technical Report CSE-2002-6, Department of Computer Science, University of Texas, 2002.

  4. A. Harter, A. Hopper, P. Steggles, A. Ward, and P. Webster, “The Anatomy of a Context-Aware Application”, Proceedings 5th Annual ACM/IEEE International Conference on Mobile Computing and Networking, Seattle, WA, pp. 59–68, 1999.

  5. Want R., Hopper A., Falcao V., Gibbons J. (1992) “The Active Badge Location System”. ACM Transactions on Information Systems. 10, 91–102

    Article  Google Scholar 

  6. N.B. Priyantha, A. Chakraborty, and H. Balakrishnan, “The Cricket-Location Support System”, Proceedings 6th Annual ACM International Conference on Mobile Computing and Networking, Boston, MA, pp. 32–43, 2000.

  7. Durgin G., Rappaport T.S., Xu H. (1998) “Measurements and Models for Radio Path Loss and Penetration Loss In and Around Homes and Trees at 5.85 GHz”. IEEE Transactions on Communications. 46, 1484–1496

    Article  Google Scholar 

  8. Rappaport T.S., Seidel S.Y., Takamizawa K. (1991) “Statistical Channel Impulse Response Models for Factory and Open Plan Building Radio Communication System Design”. IEEE Transactions on Communications. 39, 794–806

    Article  Google Scholar 

  9. Hashemi H. (1993) “Impulse Response Modeling of Indoor Radio Propagation Channels”. IEEE JSAC. 11, 967–978

    Google Scholar 

  10. Press W.H., Teukolsky S.A., Vetterling W.T., Flannery B.P. (1993) Numerical Recipes in C: The Art of Scientific Computing. Cambridge University Press, Cambridge

    Google Scholar 

  11. Deasy T.P., Scanlon W.G. (2004) “Stepwise Algorithms for Improving the Accuracy of Both Deterministic and Probabilistic Methods in WLAN-based Indoor User Localisation”. International Journal of Wireless Information Networks. 11(4): 207–216

    Article  Google Scholar 

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Correspondence to W. G. Scanlon.

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Deasy, T.P., Scanlon, W.G. Simulation or Measurement: The Effect of Radio Map Creation on Indoor WLAN-Based Localisation Accuracy. Wireless Pers Commun 42, 563–573 (2007). https://doi.org/10.1007/s11277-006-9211-x

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  • DOI: https://doi.org/10.1007/s11277-006-9211-x

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