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A Statistical Model for the Influence of Body Dynamics on the Gain Pattern of Wearable Antennas in Off-Body Radio Channels

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Abstract

The goal of this paper is to address a statistical approach for modelling the influence of body dynamics on the gain pattern of wearable antennas in Body Area Networks, particularly in off-body radio channels. A dynamic model was developed based on Motion Capture data, describing a realistic human body movement. Antennas are located on 4 typical positions (i.e., Head, Chest, Arm and Leg), for which statistics of antenna orientation (i.e., average and standard deviation of elevation and azimuth angles) were calculated for 2 dynamic scenarios, i.e., Walk and Run. Based on the rotation of the antenna, the statistics of gain patterns of a wearable patch antenna operating at 2.45 GHz were calculated. The standard deviation of the change in the antenna orientation is the highest for the Arm location, reaching \(19^{\circ }\) and \(37^{\circ }\) for the Run scenario, for elevation and azimuth angles, respectively. For most of the scenarios, the distribution of the change in antenna orientation fits well to a Kumaraswamy distribution (using the \(\chi ^2_{95\,\%}\) test). For all antenna positions and the Walk scenario, the standard deviation is \(<4^{\circ }\).

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References

  1. Hall, P. S., & Hao, Y. (2006). Antennas and propagation for body-centric wireless communications. Norwood, USA: Artech House.

    Google Scholar 

  2. Sibille, A. (2008). Statistical antenna modeling. In Proceedings of 29th URSI general assembly. Chicago, USA, Aug, 2008.

  3. Mackowiak, M., & Correia, L. M. (2010). A statistical approach to model antenna radiation patterns in off-body radio channels. In: Proceedings of PIMRC’2010—21st IEEE international symposium on personal, indoor and mobile radio communications. Istanbul, Turkey, Sept 2010.

  4. Mackowiak, M., Oliveira, C., Lopes, C., & Correia, L. M. (2011). A statistical analysis of the influence of the human body on the radiation pattern of wearable antennas. In Proceedings of PIMRC’2011—22nd IEEE international symposium on personal, indoor and mobile radio communications. Toronto, Canada, Sept 2011.

  5. Abbasi, Q., Sani, A., Alomainy, A., & Hao, Y. (2009). Arm movements effect on ultra wideband on-body propagation channels and radio systems. In Proceedings of LAPC’2009—5th Loughborough antennas and propagation conference. Loughborough, UK, Nov 2009.

  6. POSER (2013). http://my.smithmicro.com/poser/index.html. Accessed Mar 2013.

  7. Gallo, M., Hall, P. S., & Bozzettil, M. (2007). Use of animation software in the simulations of on-body communication channels. In Proceedings of LAPC’2007—3rd Loughborough antennas and propagation conference. Loughborough, UK, Apr 2007.

  8. Gallo, M., Hall, P. S., Bai, Q., Nechayev, Y. I., Constantinou, C. C., & Bozzettil, M. (2011). Simulation and measurement of dynamic on-body communication channels. IEEE Transactions on Antennas and Propagation, 59(2), 623–630.

    Article  Google Scholar 

  9. Liu, L., Van Roy, S., Doncker, P., & Oestges, C. (2009). Azimuth radiation pattern characterization of omnidirectional antennas near a human body. In Proceedings of ICEAA’2009—11th international conference on electromagnetics in advanced applications. Torino, Italy, Sept 2009.

  10. Liu, L., Keshmiri, F., Craeye, C., Doncker, P., & Oestges, C. (2011). An analytical modeling of polarized time-variant on-body propagation channels with dynamic body scattering. EURASIP Journal on Wireless Communications and Networking, 2011(362521), 1–12.

    Article  Google Scholar 

  11. Errico, R., & Ouvry, L. (2010). A statistical model for on-body dynamic channels. International Journal of Wireless Information Networks, 17(3), 92–104.

    Google Scholar 

  12. Rosini, R., & Errico, R. (2012). off-body channel modelling at 2.45 GHz for two different antennas. In Proceedings of EuCAP’2012—6th European conference on antennas and propagation. Prague, Czech Republic, Mar 2012.

  13. Smith, D., Hanlen, L. W., Zhang, J. A., Miniutti, D., Rodda, D., & Gilbert, B. (2009). Characterization of the dynamic narrowband on-body to off-body area channel. In Proceedings of ICC’2009—IEEE international conference on communications. Dresden, Germany, Jun 2009.

  14. Smith, D., Hanlen, L. W., & Lamahewa, T. A. (2011). A new look at the body area network channel model. In Proceedings of EuCAP’2011—5th European conference on antennas and propagation. Rome, Italy, Apr 2011.

  15. Aoyagi, T., Iswandi, I., Kim, M., Takada, J., Hamaguchi, K., & Kohno, R. (2011). Body motion and channel response of dynamic body area channel. In Proceedings of EuCAP’2011—5th European conference on antennas and propagation. Rome, Italy, Apr 2011.

  16. Aoyagi, T., Kim, M., Takada, J., Hamaguchi, K., & Kohno, R. (2011). Numerical simulations for dynamic WBAN propagation channel during various human Movements. In Proceedings of ISMICT’2011—5th international symposium on medical information and communication technology. Montreux, Switzerland, Mar 2011.

  17. Yamamoto, N., Shirakata, N., Kobayashi, D., & Ogawa, K. (2011). BAN communication quality assessments using an Arm-waving dynamic phantom replicating the walking motion of a human. In Proceedings of ICC’2011—IEEE international conference on communications. Kyoto, Japan, Jun 2011.

  18. Cubero, S. (Ed.). (2006). Industrial robotics: Theory, modelling and control. Vienna, Austria: Pro Literatur Verlag.

    Google Scholar 

  19. Dai, H., Cai, B., Song, J., & Zhang, D. (2010). Skeletal animation based on BVH motion data. In Proceedings of ICIECS’2010—2nd international conference on information engineering and computer science. Wuhan, China, Dec 2010.

  20. Papulis, A., & Pillai, S. U. (2002). Probability, random variables and stochastic processes (4th ed.). New York, USA: McGraw-Hill.

    Google Scholar 

  21. Macomber, J. H., & Myers, B. L. (1978). The bivariate beta distribution: Comparison of Monte Carlo generators and evaluation of parameter estimates. In Proceedings of WSC’1978—10th winter simulation conference. Miami Beach, USA, Dec 2010.

  22. Kumaraswamy, P. (1980). A generalized probability density function for double-bounded random Processes. Journal of Hydrology, 46(1–2), 79–88.

    Article  Google Scholar 

  23. Greenwood, P. E., & Nikulin, M. S. (1996). A guide to chi-Squared testing. New York, USA: Wiley.

    MATH  Google Scholar 

  24. Medeiros, C. R., Castela, A. M., Costa, J. R., & Fernandes, C. A. (2007). Evaluation of Modelling Accuracy of Reconfigurable Patch Antennas. In Proceedings of ConfTele’2007—6th conference on telecommunications. Peniche, Portugal, May 2007.

  25. CST—Computer Simulation Technology (2013). http://www.cst.com. Accessed Mar 2013.

  26. Oliveira, C., Mackowiak, M., & Correia, L. M. (2012). A comparison of phantom models for on-Body communications. In Proceedings of PIMRC’2012—23rd IEEE international symposium on personal, indoor, mobile and radio communications. Sydney, Australia, Sept 2012.

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Acknowledgments

This work was partially funded by Fundação para a Ciência e a Tecnologia under Grant SFRH/BD/46378/2008.

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Correspondence to Michal Mackowiak.

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Mackowiak, M., Correia, L.M. A Statistical Model for the Influence of Body Dynamics on the Gain Pattern of Wearable Antennas in Off-Body Radio Channels. Wireless Pers Commun 73, 381–399 (2013). https://doi.org/10.1007/s11277-013-1193-x

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