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International Journal of Antennas and Propagation
Volume 2012 (2012), Article ID 754158, 21 pages
http://dx.doi.org/10.1155/2012/754158
Research Article

Bounding the Practical Error of Path Loss Models

Computer Science Department, University of Colorado Boulder, Boulder, CO 80309, USA

Received 21 December 2011; Revised 4 March 2012; Accepted 18 March 2012

Academic Editor: Athanasios Panagopoulos

Copyright © 2012 Caleb Phillips et al. 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. J. Camp, J. Robinson, C. Steger, and E. Knightly, “Measurement driven deployment of a two-tier urban mesh access network,” in Proceedings of the 4th International Conference on Mobile Systems, Applications and Services (MobiSys '06), pp. 96–109, ACM, New York, NY, USA, 2006. View at Publisher · View at Google Scholar
  2. V. Sridhara and S. Bohacek, “Realistic propagation simulation of urban mesh networks,” Computer Networks, vol. 51, no. 12, pp. 3392–3412, 2007. View at Publisher · View at Google Scholar · View at Scopus
  3. G. Durgin, T. Rappaport, and H. Xu, “Measurements and models for radio path loss and penetration loss in and around homes and trees at 5.85 GHz,” IEEE Transactions on Communications, vol. 46, no. 11, pp. 1484–1496, 1998. View at Scopus
  4. J. P. Robinson, R. Swaminathan, and E. W. Knightly, “Assessment of urban-scale wireless networks with a small number of measurements,” in Proceedings of the 14th Annual International Conference on Mobile Computing and Networking (MobiCom '08), pp. 187–198, September 2008. View at Publisher · View at Google Scholar · View at Scopus
  5. H. T. Friis, “A note on a simple transmission formula,” in Proceedings of the IRE and Waves and Electrons, May 1946.
  6. J. J. Egli, “Radio propagation above 40 mc over irregular terrain,” in Proceedings of the IRE (IEEE), vol. 45, no. 10, pp. 1383–1391, October 1957.
  7. J. S. Seybold, Introduction to RF Propagation, Wiley Interscience, 2005.
  8. Y. Okumura, E. Ohmori, T. Kawano, and K. Fukuda, “Field strengh and its variability in VHF and UHF land mobile radio service,” Review of the Electrical Communication Laboratory, vol. 16, pp. 825–873, 1968.
  9. R. Edwards and J. Durkin, “Computer prediction of field strength in the planning of radio systems,” in Proceedings of the Institute of Electrical and Electronics Engineers, 1969.
  10. K. Allsebrook and J. Parsons, “Mobile radio propagation in brittish cities at frequencies in the vhf and uhf bands,” IEEE Transactions on Vehicular Technology, vol. 26, no. 4, pp. 313–323, 1977. View at Scopus
  11. A. Blomquist and L. Ladell, “Prediction and calculation of transmission loss in different types of terrain,” NATo AGARD Conference Publication CP. 144, National Defense Research Institute, 1977, vol. S-10450, pp. 32/1–32/17.
  12. G. Hufford, “The ITS irregular terrain model, version 1.2.2, the algorithm,” http://flattop.its.bldrdoc.gov/itm.html.
  13. J. Walfisch and H. Bertoni, “Theoretical model of UHF propagation in urban environments,” IEEE Transactions on Antennas and Propagation, vol. 36, no. 12, pp. 1788–1796, 1988. View at Publisher · View at Google Scholar · View at Scopus
  14. S. R. Saunders and F. R. Bonar, “Explicit multiple building diffraction attenuation function for mobile radio wave propagation,” Electronics Letters, vol. 27, no. 14, pp. 1276–1277, 1991. View at Scopus
  15. W. Daniel and H. Wong, “Propagation in suburban areas at distances less than ten miles,” Tech. Rep., Federal Communications Commission, Office of Engineering and Technology, 1991.
  16. D. J. Cichon and T. Kurner, “Digital mobile radio towards future generation systems: cost 231 final report,” Tech. Rep., COST European Cooperation in the Field of Scientific and Technical Research, Action 231, 1993.
  17. T. S. Rappaport, Wireless Communications: Principles and Practice, Prentice Hall, 2002.
  18. D. Brown and G. M. Stone, “A report on technology independent methodology for the modeling, simulation, and empirical verification of wireless communication system performance in noise and interference limited systems operation on frequencies between 30 and 1500 mhz,” Tech. Rep., TIA, 1997.
  19. Y. Oda and K. Tsunekawa, “Advanced LOS path loss model in microwave mobile communications,” in Proceedings of the 10th International Conference on Antennas and Propagation, April 1997. View at Scopus
  20. V. Erceg, L. Greenstein, S. Tjandra et al., “Empirically-based path loss model for wireless channels in suburban environments,” in Proceedings of the IEEE Bridge to the Global Integration (GLOBECOM '98), pp. 922–927, November 1998. View at Scopus
  21. L. Greenstein and V. Erceg, “Gain reductions due to scatter on wireless paths with directional antennas,” IEEE Communications Letters, vol. 3, no. 6, pp. 169–171, 1999. View at Publisher · View at Google Scholar · View at Scopus
  22. A. Medeisis and A. Kajackas, “On the use of the universal Okumura-Hata propagation prediction model in rural areas,” in Proceedings of the Vehicular Technology Conference 'Shaping History Through Mobile Technologies' (IEEE VTC '00), pp. 1815–1818, May 2000. View at Scopus
  23. ITU-R, Terrestrial Land Mobile Radiowave Propagation in the VHF/UHF Bands, ITU-R, 2002.
  24. V. Erceg, K. Hari, M. S. Smith, et al., “Channel models for fixed wireless applications,” Tech. Rep., IEEE 802.16 BroadbandWireless Access Working Group, 2001.
  25. D. B. Green and A. S. Obaidat, “An accurate line of sight propagation performance model for Ad-Hoc 802.11 wireless LAN (WLAN) devices,” in Proceedings of the International Conference on Communications (ICC '02), pp. 3424–3428, May 2002. View at Scopus
  26. ECC, “The analysis of the coexistence of FWA cells in the 3.4–3.8 GHz bands,” Tech. Rep. 33, European Conference of Postal and Telecommunications Administrations, 2003.
  27. M. Riback, J. Medbo, J.-E. Berg, F. Harrysson, and H. Asplund, “Carrier frequency effects on path loss,” in Proceedings of the IEEE 63rd Vehicular Technology Conference (VTC '06), pp. 2717–2721, July 2006. View at Scopus
  28. ITU-R, “Prediction procedure for the evaluation of microwave interference between stations on the surface of the earth at frequencies above about 0.7 ghz,” Tech. Rep. P.452, ITU, 2007.
  29. V. K. Garg, Wireless Communications and Networking, Morgan Kaufmann, 2007, D. Clark.
  30. R. S. de Souza and R. D. Lins, “A new propagation model for 2.4 GHz wireless LAN,” in Proceedings of the 14th Asia-Pacific Conference on Communications (APCC '08), October 2008. View at Scopus
  31. E. Anderson, C. Phillips, D. Sicker, and D. Grunwald, “Modeling environmental effects on directionality in wireless networks,” in Proceedings of the 5th International Workshop on Wireless Network Measurements (WiNMee '09), 2009.
  32. K. Herring, J. Holloway, D. Staelin, and D. Bliss, “Path-Loss characteristics of urban wireless channels,” IEEE Transactions on Antennas and Propagation, vol. 58, no. 1, pp. 171–177, 2010. View at Publisher · View at Google Scholar · View at Scopus
  33. C. Phillips, D. Sicker, and D. Grunwald, “A survey of wireless path loss prediction and coverage mapping methods,” IEEE Communications Surveys & Tutorials, no. 99, pp. 1–16, 2012. View at Publisher · View at Google Scholar
  34. G. Y. Delisle, J.-P. Lefevre, M. Lecours, and J.-Y. Chouinard, “Propagation loss prediction: a comparative study with application to the mobile radio channel,” IEEE Transactions on Vehicular Technology, vol. 34, no. 2, pp. 86–96, 1985. View at Scopus
  35. L. Barclay, Propagation of Radiowaves, Institution of Electrical Engineers, 2003.
  36. TIA, “Wireless communications systems—performance in noise and interference—limited situations—recommended methods for technology—independent modeling, simulation, and verifications,” Tech. Rep. TSB-88-B-1, 2005.
  37. F. Ikegami, T. Takeuchi, and S. Yoshida, “Theoretical prediction of mean field strength for urban mobile radio,” IEEE Transactions on Antennas and Propagation, pp. 299–302, 1991. View at Scopus
  38. G. Hufford, A. Longley, W. Kissick, et al., “A guide to the use of the ITS irregular terrain model in the area prediction mode,” Tech. Rep., NTIA, 1982, pp. 82–100.
  39. J. A. Magliacane, SPLAT! A Terrestrial RF Path Analysis Application for Linux/Unix, 2008, http://www.qsl.net/kd2bd/splat.html.
  40. R. Coude, “Radio Mobile,” July 2010, http://www.cplus.org/rmw/english1.html.
  41. N. Youssef, T. Munakata, and M. Takeda, “Fade statistics in Nakagami fading environments,” in Proceedings of the 1996 4th International Symposium on Spread Spectrum Techniques & Applications (ISSSTA '96), pp. 1244–1247, September 1996. View at Scopus
  42. M. Nakagami, Statistical Methods in Radio Wave Propagation, Program Press, Oxford, UK, 1960, The m-Distribution—A General Formula of Intensity Distribution of Rapid Fading.
  43. ITU-R, “Attenuation by atmospheric gases,” Tech. Rep. 676-8, ITU, 2009.
  44. E. Anderson, C. Phillips, D. Sicker, and D. Grunwald, “Modeling environmental effects on directionality in wireless networks,” Mathematical and Computer Modelling, vol. 53, no. 11–12, pp. 2078–2092, 2011. View at Publisher · View at Google Scholar
  45. L. E. Vogler, “An attenuation function for multiple knife-edge diffraction,” Radio Science, vol. 17, no. 6, pp. 1541–1546, 1982. View at Scopus
  46. R. Wahl, G. Wolfe, P. Wertz, P. Wildbolz, and F. Landstorfer, “Dominant path prediction model for urban scenarios,” in Proceedings of the 14th IST Mobile and Wireless Communications Summit, 2005.
  47. J. Damelin, W. A. Daniel, H. Fine, and G. V. Waldo, “Development of vhf and uhf propagation curves for tv and fm broadcasting,” Tech. Rep. R-6602, Federal Communications Comission (FCC), 1966.
  48. V. Abhayawardhana, I. Wassellt, D. Crosby, M. Sellars, and M. Brown, “Comparison of empirical propagation path loss models for fixed wireless access systems,” in Proceedings of the IEEE 61st Vehicular Technology Conference (VTC '05), pp. 73–77, Spring, May 2005. View at Scopus
  49. P. K. Sharma and R. Singh, “Comparative analysis of propagation path loss models with field measured databases,” International Journal of Engineering Science and Technology, vol. 2, pp. 2008–2013, 2010.
  50. K. Harrison, S. M. Mishra, and A. Sahai, “How much white-space capacity is there?” in Proceedings of the IEEE Symposium on New Frontiers in Dynamic Spectrum (DySPAN '10), April 2010. View at Publisher · View at Google Scholar · View at Scopus
  51. “The MadWiFi Project,” November 2010, http://madwifi-project.org/.
  52. “Radiotap,” November 2010, http://www.radiotap.org/.
  53. J. Keyton, “Special issue: research presented at the 2009 conference of the interdisciplinary network for group research,” Small Group Research, vol. 41, no. 3, pp. 279–280, 2010. View at Publisher · View at Google Scholar · View at Scopus
  54. “Rural Link,” November 2010, http://www.rurallink.co.nz/.
  55. S. Raynel, “WMP—The Wireless Measurement Project,” November 2010, http://www.wand.net.nz/ smr26/wmp/.
  56. “Radiocommunications Regulations (General User Radio Licence for Fixed Radio Link Devices) Notice,” New Zealand Ministry of Economic Development Std., pursuant to Regulation 9 of the Radiocommunications Regulations 2001 made under section 116 (1) (b) of the Radiocommunications Act 1989.
  57. D. Aguayo, J. Bicket, S. Biswas, G. Judd, and R. Morris, “Link-level measurements from an 802.11b mesh network,” in Proceedings of the Conference on Computer Communications (ACM SIGCOMM '04), pp. 121–131, September 2004. View at Publisher · View at Google Scholar · View at Scopus
  58. E. Anderson, C. Phillips, G. Yee, D. Sicker, and D. Grunwald, “Challenges in deploying steerable wireless testbeds,” in Proceedings of the Testbeds and Research Infrastructures for the Development of Networks and Communities (TridentCom '10), May 2010.
  59. M. Buettner, E. Anderson, G. Yee et al., “A phased array antenna testbed for evaluating directionality in wireless networks,” in Proceedings of the 5th International Conference on Mobile Systems, Applications and Services, pp. 7–12, ACM, June 2007. View at Publisher · View at Google Scholar · View at Scopus
  60. C. Phillips and E. W. Anderson, “CRAWDAD data set cu/cuwart (v. 2011-10-24),” October 2011, http://crawdad.cs.dartmouth.edu/cu/cuwart.
  61. W. C. Y. Lee, “Estimate of local average power of a mobile radio signal,” IEEE Transactions on Vehicular Technology, vol. 34, no. 1, pp. 22–27, 1985. View at Scopus
  62. “Openwrt,” March 2011, http://openwrt.org/.
  63. “Kismet,” March 2011, http://www.kismetwireless.net/.
  64. C. Phillips, R. Senior, D. Sicker, and D. Grunwald, “Robust coverage and performance testing for large area networks,” in AccessNets, 2008.
  65. C. Phillips and R. Senior, “CRAWDAD data set pdx/metrofi (v. 2011-10-24),” October 2011, http://crawdad.cs.dartmouth.edu/pdx/metrofi.
  66. Google Inc, “Google wifi for mountain view,” March 2011, http://wifi.google.com/.
  67. Tropos Networks Inc, “Tropos networks,” March 2011, http://www.tropos.com/.
  68. Rice University, “Google wi fi,” March 2011, http://tfa.rice.edu/measurements/index.php?n=Main.GoogleWiFi.
  69. “Netstumbler,” March 2011, http://www.netstumbler.com/.
  70. J. Robinson, “Personal communication,” Email, 2011.
  71. Technology for All, “TFA-Wireless,” March 2011, http://www.techforall.org/Programs/ ResearchandInnovation/.
  72. Rice University, “Tfa measurements,” March 2011, http://tfa.rice.edu/measurements/.
  73. T. O. S. G. Foundation, “Geospatial Data Abstraction Library (GDAL),” http://www.gdal.org/.
  74. E. Anderson, C. Phillips, D. Sicker, and D. Grunwald, “Modeling environmental effects on directionality in wireless networks,” Tech. Rep., University of Colorado at Boulder, 2008.
  75. K. Rizk, J.-F. Wagen, and F. Gardiol, “Two-dimensional ray-tracing modeling for propagation prediction in microcellular environments,” IEEE Transactions on Vehicular Technology, vol. 46, no. 2, pp. 508–518, 1997. View at Scopus
  76. G. Evans, B. Joslin, L. Vinson, and B. Foose, “The optimization and application of the W.C.Y. Lee propagation model in the 1900 MHz frequency band,” in Proceedings of the 1997 47th IEEE Vehicular Technology Conference, pp. 87–91, May 1997. View at Scopus
  77. J. de Oliveira, M. S. Alencar, V. da Rocha, and W. T. A. Lopes, “A new propagation model for cellular planning,” in Proceedings of the International Telecommunications Symposium (ITS '06), pp. 35–37, September 2006. View at Publisher · View at Google Scholar · View at Scopus