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International Journal of Distributed Sensor Networks
Volume 2012 (2012), Article ID 460924, 14 pages
http://dx.doi.org/10.1155/2012/460924
Research Article

The Effects of Motion on Distributed Detection in Mobile Ad Hoc Sensor Networks

School of Electrical and Computer Engineering, Georgia Institute of Technology, Atlanta, GA 30332-0250, USA

Received 22 July 2011; Revised 1 November 2011; Accepted 4 November 2011

Academic Editor: Frank Ehlers

Copyright © 2012 Xusheng Sun and Edward J. Coyle. This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.

Linked References

  1. X. Zhong, H. H. Chan, T. J. Rogers, C. P. Rosenberg, and E. J. Coyle, “The development and eStadium testbeds for research and development of wireless services for large-scale sports venues,” in Proceedings of the 2nd International Conference on Testbeds and Research Infrastructures for the Development of Networks and Communities (TRIDENTCOM '06), pp. 340–348, Barcelona, Spain, March 2006. View at Publisher · View at Google Scholar · View at Scopus
  2. X. Zhong and E. J. Coyle, “eStadium: a wireless “living lab” for safety and infotainment applications,” in Proceedings of the 1st International Conference on Communications and Networking in China (ChinaCom '06), pp. 1–6, Beijing, China, October 2006. View at Publisher · View at Google Scholar · View at Scopus
  3. A. Ault, J. V. Krogmeier, S. R. Dunlop, and E. J. Coyle, “Stadium: the mobile wireless football experience,” in Proceedings of the 3rd International Conference on Internet and Web Applications and Services (ICIW '08), Athens, Greece, June 2008.
  4. “US DHS cell-all program,” http://www.dhs.gov/files/programs/gc_1268073038372.shtm.
  5. S. Bandyopadhyay, Q. Tian, and E. J. Coyle, “Spatio-temporal sampling rates and enery efficiency in wireless sensor networks,” IEEE/ACM Transactions on Networking, vol. 13, no. 6, pp. 1339–1352, 2005. View at Publisher · View at Google Scholar · View at Scopus
  6. S. Bandyopadhyay and E. J. Coyle, “Minimizing communication costs in hierarchically-clustered networks of wireless sensors,” Computer Networks, vol. 44, no. 1, pp. 1–16, 2004. View at Publisher · View at Google Scholar · View at Scopus
  7. F. Bai and A. Helmy, “A survey of mobility modeling and analysis in wireless ad hoc networks,” in Wireless Ad Hoc and Sensor Networks, Kluwer Academic Publishers, Boston, Mass, USA, 2004.
  8. T. Camp, J. Boleng, and V. Davies, “A survey of mobility models for ad hoc network research,” Wireless Communications and Mobile Computing, vol. 2, no. 5, pp. 483–502, 2002. View at Publisher · View at Google Scholar
  9. S. Goldstein, “On diffusion by discontinuous movements, and on the telegraph equation,” Quarterly Journal of Mechanics and Applied Mathematics, vol. 4, no. 2, pp. 129–156, 1951. View at Publisher · View at Google Scholar · View at Scopus
  10. E. Renshawn and R. Henderson, “The correlated random walk,” Journal of Applied Probability, vol. 18, pp. 403–414, 1981.
  11. W. Böhm, “The correlated random walk with boundaries: a combinatorial solution,” Journal of Applied Probability, vol. 37, no. 2, pp. 470–479, 2000. View at Scopus
  12. A. D. Proudfoot and D. G. Lampard, “A random walk problem with correlation,” Journal of Applied Probability, vol. 9, pp. 436–440, 1972.
  13. R. Lal and U.N. Bhat, “Some explicit results for correlated random walks,” Journal of Applied Probability, vol. 27, pp. 757–766, 1989.
  14. Y. L. Zhang, “Some problems on a one-dimensonal correlated random walk with various types of barriers,” Journal of Applied Probability, vol. 29, pp. 196–201, 1992.
  15. S. Bandyopadhyay, E. J. Coyle, and T. Falck, “Stochastic properties of mobility models in mobile ad hoc networks,” IEEE Transactions on Mobile Computing, vol. 6, no. 11, pp. 1218–1229, 2007. View at Publisher · View at Google Scholar · View at Scopus
  16. H. Cai and D. Y. Eun, “Toward stochastic anatomy of inter-meeting time distribution under general mobility models,” in Proceedings of the 9th ACM International Symposium on Mobile Ad Hoc Networking and Computing (MobiHoc '08), pp. 273–282, Hong Kong, China, May 2008. View at Publisher · View at Google Scholar · View at Scopus
  17. K. Liu and A.M. Sayed, “Optimal distributed detection strategies for wireless sensor networks,” in Proceedings of the 42nd Annual Allerton Conference on Communication, Control and Computing, pp. 1651–1661, Monticello, Ill, USA, September 2004.
  18. Z. Q. Luo, “Universal decentralized detection in a bandwidth constrained sensor network,” IEEE Transactions on Signal Processing, vol. 53, no. 8, pp. 2617–2624, 2005.
  19. B. Chen and P. K. Willett, “On the optimality of the likelihood-ratio test for local sensor decision rules in the presence of nonideal channels,” IEEE Transactions on Information Theory, vol. 51, no. 2, pp. 693–699, 2005. View at Publisher · View at Google Scholar · View at MathSciNet · View at Scopus
  20. B. Chen, L. Tong, and P. K. Varshney, “Channel-aware distributed detection in wireless sensor networks,” IEEE Signal Processing Magazine, vol. 23, no. 4, pp. 16–26, 2006. View at Publisher · View at Google Scholar · View at Scopus
  21. R. Niu and P. K. Varshney, “Performance analysis of distributed detection in a random sensor field,” IEEE Transactions on Signal Processing, vol. 56, no. 1, pp. 339–349, 2008. View at Publisher · View at Google Scholar · View at Scopus
  22. W. Li and H. Dai, “Distributed detection in wireless sensor networks using a multiple access channel,” IEEE Transactions on Signal Processing, vol. 55, no. 3, pp. 822–833, 2007. View at Publisher · View at Google Scholar · View at Scopus
  23. S. K. Jayaweera, “Bayesian fusion performance and system optimization for distributed stochastic Gaussian signal detection under communication constraints,” IEEE Transactions on Signal Processing, vol. 55, no. 4, pp. 1238–1250, 2007. View at Publisher · View at Google Scholar · View at Scopus
  24. E. B. Fox, J. W. Fisher, and A. S. Willsky, “Detection and localization of material releases with sparse sensor configurations,” IEEE Transactions on Signal Processing, vol. 55, no. 5, pp. 2172–2181, 2007. View at Publisher · View at Google Scholar · View at Scopus
  25. Y. Lin, B. Chen, and B. Suter, “Robust binary quantizers for distributed detection,” IEEE Transactions on Wireless Communications, vol. 6, no. 6, pp. 2172–2181, 2007. View at Publisher · View at Google Scholar · View at Scopus
  26. S. Appadwedula, V. V. Veeravalli, and D. L. Jones, “Decentralized detection with censoring sensors,” IEEE Transactions on Signal Processing, vol. 56, no. 4, pp. 1362–1373, 2008. View at Publisher · View at Google Scholar · View at Scopus
  27. Y. Mei, “Asymptotic optimality theory for decentralized sequential hypothesis testing in sensor networks,” IEEE Transactions on Information Theory, vol. 54, no. 5, pp. 2072–2089, 2008. View at Publisher · View at Google Scholar · View at Scopus
  28. P. Addesso, S. Marano, and V. Matta, “Sequential sampling in sensor networks for detection with censoring nodes,” IEEE Transactions on Signal Processing, vol. 55, no. 11, pp. 5497–5505, 2007. View at Publisher · View at Google Scholar · View at Scopus
  29. Y. Yao, “Group-ordered SPRT for distributed detection,” in Proceedings of the IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP '08), pp. 2525–2528, Las Vegas, Nev, USA, April 2008. View at Publisher · View at Google Scholar · View at Scopus
  30. M. F. Neuts, Matrix Geometric Solutions in Stochastic Models, Johns Hopkins University Press, London, UK, 1981.
  31. J. Zhang and E. J. Coyle, “Transient analysis of quasi-birth-death processes,” Communications in Statistics, vol. 5, pp. 459–496, 1989.
  32. J. Abate, G. L. Choudhury, and W. Whitt, “An introduction to numerical transform inversion and its application to probability models,” in Computational Probability, W. Grassman, Ed., pp. 257–323, Kluwer, Boston, Mass, USA, 1999.
  33. J. Abate and W. Whitt, “The Fourier-series method for inverting transforms of probability distributions,” Queueing Systems, vol. 10, no. 1-2, pp. 5–87, 1992. View at Publisher · View at Google Scholar · View at Scopus
  34. J. Abate and P. P. Valko, “Multi-precision Laplace transform inversion,” International Journal for Numerical Methods in Engineering, vol. 60, no. 5, pp. 979–993, 2004. View at Publisher · View at Google Scholar · View at Scopus
  35. Q. Tian and E. J. Coyle, “Optimal distributed detection in clustered wireless sensor networks,” IEEE Transactions on Signal Processing, vol. 55, no. 7, pp. 3892–3904, 2007. View at Publisher · View at Google Scholar · View at Scopus
  36. J. F. Chamberland and V. V. Veeravalli, “Asymptotic results for decentralized detection in power constrained wireless sensor networks,” IEEE Journal on Selected Areas in Communications, vol. 22, no. 6, pp. 1007–1015, 2004. View at Publisher · View at Google Scholar · View at Scopus
  37. X. Sun and E. J. Coyle, “Low-complexity algorithms for event detection in wireless sensor networks,” IEEE Journal on Selected Areas in Communications, vol. 28, no. 7, Article ID 5555912, pp. 1138–1148, 2010. View at Publisher · View at Google Scholar · View at Scopus