Abstract
In this work, we present an on-board solution for train position tracking that can be used in cases of GPS failures and that does not suffer from the error accumulation problem of Dead Reckoning (DR). It is based on Received Signal Strength (RSS) measured in radio communication systems by several mobile stations having antennas placed on top of different carriages of the train. As the RSS is affected by the slow fading or shadowing, both the position and the shadowing are jointly tracked. We estimate the shadowing atlas consisting of the shadowing maps along the railway of the different base stations. The proposed solution applies Bayesian filtering for efficiently processing the observations.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
Mirabadi, A., Mort, N., Schmid, F.: Application of sensor fusion to railway systems. In: IEEE/SICE/RSJ International Conference on Multisensor Fusion and Integration for Intelligent Systems, pp. 185–192 (December 1996)
Ernest, P., Mazl, R., Preucil, L.: Train locator using inertial sensors and odometer. In: Intelligent Vehicles Symposium, 2004 IEEE, pp. 860–865 (June 2004)
Gudmundson, M.: Correlation model for shadow fading in mobile radio systems. Electronics Letters 27(23), 2145–2146 (1991)
Rappaport, T.: Wireless Communications: Principles and Practice. Prentice Hall PTR, Upper Saddle River (2001)
Doucet, A.: On sequential simulation-based methods for bayesian filtering. Technical report (1998)
Kay, S.M.: Fundamentals of Statistical Signal Processing, Vol. I: Estimation Theory (v. 1). Prentice Hall, Englewood Cliffs (1993)
Sorensen, T.B.: Slow fading cross-correlation against azimuth separation of base stations. Electronics Letters 35(2), 127–129 (1999)
Jiang, T., Sidiropoulos, N.D., Giannakis, G.B.: Kalman filtering for power estimation in mobile communications. IEEE Transactions on Wireless Communications 2(1), 151–161 (2003)
Goldsmith, A.J., Greenstein, L.J., Foschini, G.J.: Error statistics of real-time power measurements in cellular channels with multipath and shadowing. IEEE Transactions on Vehicular Technology 43(3), 439–446 (1994)
Goller, M.: Application of GSM in high speed trains: measurements and simulations. IEE Colloquium on Radiocommunications in Transportation, 5/1–5/7 (May 16, 1995)
3GPP. Tr 25.814, physical layer aspects for evolved universal terrestrial radio access (utra) (release 7) (September 2006)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2011 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Noureddine, H., Castelain, D., Pyndiah, R. (2011). Train Tracking and Shadowing Estimation Based on Received Signal Strength. In: Strang, T., Festag, A., Vinel, A., Mehmood, R., Rico Garcia, C., Röckl, M. (eds) Communication Technologies for Vehicles. Nets4Cars/Nets4Trains 2011. Lecture Notes in Computer Science, vol 6596. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-19786-4_3
Download citation
DOI: https://doi.org/10.1007/978-3-642-19786-4_3
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-642-19785-7
Online ISBN: 978-3-642-19786-4
eBook Packages: Computer ScienceComputer Science (R0)