Vol. 83
Latest Volume
All Volumes
PIERM 130 [2024] PIERM 129 [2024] PIERM 128 [2024] PIERM 127 [2024] PIERM 126 [2024] PIERM 125 [2024] PIERM 124 [2024] PIERM 123 [2024] PIERM 122 [2023] PIERM 121 [2023] PIERM 120 [2023] PIERM 119 [2023] PIERM 118 [2023] PIERM 117 [2023] PIERM 116 [2023] PIERM 115 [2023] PIERM 114 [2022] PIERM 113 [2022] PIERM 112 [2022] PIERM 111 [2022] PIERM 110 [2022] PIERM 109 [2022] PIERM 108 [2022] PIERM 107 [2022] PIERM 106 [2021] PIERM 105 [2021] PIERM 104 [2021] PIERM 103 [2021] PIERM 102 [2021] PIERM 101 [2021] PIERM 100 [2021] PIERM 99 [2021] PIERM 98 [2020] PIERM 97 [2020] PIERM 96 [2020] PIERM 95 [2020] PIERM 94 [2020] PIERM 93 [2020] PIERM 92 [2020] PIERM 91 [2020] PIERM 90 [2020] PIERM 89 [2020] PIERM 88 [2020] PIERM 87 [2019] PIERM 86 [2019] PIERM 85 [2019] PIERM 84 [2019] PIERM 83 [2019] PIERM 82 [2019] PIERM 81 [2019] PIERM 80 [2019] PIERM 79 [2019] PIERM 78 [2019] PIERM 77 [2019] PIERM 76 [2018] PIERM 75 [2018] PIERM 74 [2018] PIERM 73 [2018] PIERM 72 [2018] PIERM 71 [2018] PIERM 70 [2018] PIERM 69 [2018] PIERM 68 [2018] PIERM 67 [2018] PIERM 66 [2018] PIERM 65 [2018] PIERM 64 [2018] PIERM 63 [2018] PIERM 62 [2017] PIERM 61 [2017] PIERM 60 [2017] PIERM 59 [2017] PIERM 58 [2017] PIERM 57 [2017] PIERM 56 [2017] PIERM 55 [2017] PIERM 54 [2017] PIERM 53 [2017] PIERM 52 [2016] PIERM 51 [2016] PIERM 50 [2016] PIERM 49 [2016] PIERM 48 [2016] PIERM 47 [2016] PIERM 46 [2016] PIERM 45 [2016] PIERM 44 [2015] PIERM 43 [2015] PIERM 42 [2015] PIERM 41 [2015] PIERM 40 [2014] PIERM 39 [2014] PIERM 38 [2014] PIERM 37 [2014] PIERM 36 [2014] PIERM 35 [2014] PIERM 34 [2014] PIERM 33 [2013] PIERM 32 [2013] PIERM 31 [2013] PIERM 30 [2013] PIERM 29 [2013] PIERM 28 [2013] PIERM 27 [2012] PIERM 26 [2012] PIERM 25 [2012] PIERM 24 [2012] PIERM 23 [2012] PIERM 22 [2012] PIERM 21 [2011] PIERM 20 [2011] PIERM 19 [2011] PIERM 18 [2011] PIERM 17 [2011] PIERM 16 [2011] PIERM 14 [2010] PIERM 13 [2010] PIERM 12 [2010] PIERM 11 [2010] PIERM 10 [2009] PIERM 9 [2009] PIERM 8 [2009] PIERM 7 [2009] PIERM 6 [2009] PIERM 5 [2008] PIERM 4 [2008] PIERM 3 [2008] PIERM 2 [2008] PIERM 1 [2008]
2019-07-17
Bayesian Approach for Indoor Wave Propagation Modeling
By
Progress In Electromagnetics Research M, Vol. 83, 41-50, 2019
Abstract
This paper presents a parsimonious Bayesian indoor wave propagation model for predicting signal power in multi-wall multi-floor complex indoor environments. The received power is modeled as a Bayesian multiple regression model. The parameters of the model are assessed and validated using a two-tier validation strategy in which Bayes factor and posterior probability are used in the first tier and second tier, respectively. The performance of the two-tier strategy is then assessed using Bayesian information criterion. The proposed indoor propagation model is tested in a two-storey building with access points operating at 2.4 GHz.
Citation
Abdullah Al-Ahmadi, Yazeed Mohammad Qasaymeh, Praveen R. P., and Ali Alghamdi, "Bayesian Approach for Indoor Wave Propagation Modeling," Progress In Electromagnetics Research M, Vol. 83, 41-50, 2019.
doi:10.2528/PIERM19042804
References

1. Madigan, D., E. Elnahrawy, R. P. Martin, W. H. Ju, P. Krishnan, and A. S. Krishnakumar, "Bayesian indoor positioning systems," Proceedings - IEEE INFOCOM, Vol. 2, 1217-1227, 2005.

2. Al-Ahmadi, A., A. I. A. Omer, M. R. Kamarudin, and T. A. Rahman, "Multi-floor indoor positioning system using Bayesian graphical models," Progress In Electromagnetics Research B, Vol. 25, 241-259, 2010.
doi:10.2528/PIERB10081202

3. Xu, H., Y. Ding, P. Li, R. Wang, and Y. Li, "An RFID indoor positioning algorithm based on Bayesian probability and K-Nearest Neighbor," Sensors, Vol. 17, No. 8, 1806, Switzerland, Aug. 2017.
doi:10.3390/s17081806

4. Zaman, T., E. B. Fox, and E. T. Bradlow, "A Bayesian approach for predicting the popularity of tweets," Annals of Applied Statistics, Vol. 8, No. 3, 1583-1611, 2014.
doi:10.1214/14-AOAS741

5. Steorts, R. C., R. Hall, and S. E. Fienberg, "A Bayesian approach to graphical record linkage and deduplication," Journal of the American Statistical Association, Vol. 111, No. 516, 1660-1672, 2016.
doi:10.1080/01621459.2015.1105807

6. Campisi, P. and K. Egiazarian, Blind Image Deconvolution: Theory and Applications, 1st Ed., CRC Press, 2007.

7. Kruschke, J. K. and T. M. Liddell, "Bayesian data analysis for newcomers," Psychonomic Bulletin and Review, Vol. 25, No. 1, 155-177, 2018.
doi:10.3758/s13423-017-1272-1

8. Damosso, E., "Digital mobile radio towards future generation systems: COST action 231,", European Commission, 1999.

9. Tarng, J. H. and T. R. Liu, "Effective models in evaluating radio coverage on single floors of multifloor buildings," IEEE Transactions on Vehicular Technology, Vol. 48, No. 3, 782-789, 1999.
doi:10.1109/25.764994

10. Lawton, M. C. and J. P. McGeehan, "The application of a deterministic ray launching algorithm for the prediction of radio channel characteristics in small-cell environments," IEEE Transactions on Vehicular Technology, Vol. 43, No. 4, 955-969, Nov. 1994.
doi:10.1109/25.330158

11. Herring, K. T., J. W. Holloway, D. H. Staelin, and D. W. Bliss, "Path-loss characteristics of urban wireless channels," IEEE Transactions on Antennas and Propagation, Vol. 58, No. 1, 171-177, Jan. 2010.
doi:10.1109/TAP.2009.2036278

12. Malnar, M. and N. Jevtic, "Novel multi-room multi-obstacle indoor propagation model for wireless networks," Wireless Personal Communications, Vol. 102, No. 1, 583-597, Sep. 2018.
doi:10.1007/s11277-018-5859-2

13. Rouder, J. N. and R. D. Morey, "Default Bayes factors for model selection in regression," Multivariate Behavioral Research, Vol. 47, No. 6, 877-903, Nov. 2012.
doi:10.1080/00273171.2012.734737

14. Posada, D. and T. R. Buckley, "Model selection and model averaging in phylogenetics: Advantages of akaike information criterion and Bayesian approaches over likelihood ratio tests," Syst. Biol., Vol. 53, No. 5, 793-808, Oct. 2004.
doi:10.1080/10635150490522304

15. Clyde, M., "BAS: Bayesian variable selection and model averaging using Bayesian adaptive sampling,", R package version 1.5.3, 2018.

16. Al-Ahmadi, A. S., T. A. Rahman, M. R. Kamarudin, M. H. Jamaluddin, and A. I. Omer, "Single-phase wireless LAN based multi-floor indoor location determination system," 2011 IEEE 17th International Conference on Parallel and Distributed Systems, 1057-1062, IEEE, Dec. 2011.
doi:10.1109/ICPADS.2011.122

17. Al-Ahmadi, A. and T. A. Rahman, "One stage indoor location determination systems," New Approach of Indoor and Outdoor Localization Systems, F. B. Elbahhar and A. Rivenq, editors, Chapter 8, IntechOpen, Rijeka, 2012.