Please wait a minute...
 首页  期刊介绍 期刊订阅 联系我们
 
最新录用  |  预出版  |  当期目录  |  过刊浏览  |  阅读排行  |  下载排行  |  引用排行  |  百年期刊
Journal of Tsinghua University(Science and Technology)    2015, Vol. 55 Issue (5) : 514-519,525     DOI:
ELECTRONIC ENGINEERING |
Multipath-based probabilistic fingerprinting method for indoor positioning
LI Jiahui1, ZHANG Yan2, LUAN Fengyu1, LI Xueru1, ZHOU Lai1, ZHOU Shidong1
1. Department of Electronic Engineering, Tsinghua University, Beijing 100084, China;
2. School of Information and Electronics, Beijing Institute of Technology, Beijing 100081, China
Download: PDF(1723 KB)  
Export: BibTeX | EndNote | Reference Manager | ProCite | RefWorks    
Abstract  The space-alternating generalized expectation-maximization (SAGE) algorithm provides efficient, accurate indoor channel multipath estimation. This paper describes a multipath-based probabilistic fingerprinting method for indoor positioning that utilizes the channel multipath parameters obtained by the SAGE algorithm as fingerprinting data to achieve better positioning accuracy and robustness. Tests of measurements in a typical indoor environment show that this method is more accurate than traditional indoor positioning methods.
Keywords channel multipath estimation      fingerprinting      indoor positioning      multipath parameters     
ZTFLH:  TN929.5  
Issue Date: 15 May 2015
Service
E-mail this article
E-mail Alert
RSS
Articles by authors
LI Jiahui
ZHANG Yan
LUAN Fengyu
LI Xueru
ZHOU Lai
ZHOU Shidong
Cite this article:   
LI Jiahui,ZHANG Yan,LUAN Fengyu, et al. Multipath-based probabilistic fingerprinting method for indoor positioning[J]. Journal of Tsinghua University(Science and Technology), 2015, 55(5): 514-519,525.
URL:  
http://jst.tsinghuajournals.com/EN/     OR     http://jst.tsinghuajournals.com/EN/Y2015/V55/I5/514
   
   
   
   
   
   
   
   
   
   
   
   
[1] Google. Indoor positioning [Z/OL]. [2014-07-01]. http://www.google.com/mobile/maps/.
url: http://www.google.com/mobile/maps/.
[2] Qualcomm. Gimbal [Z/OL]. [2014-07-01]. http://www.qualcomm.com/media/releases/2013/12/09/qualcomm-announces-availability-its-gimbal-proximity-beacons-enable.
url: http://www.qualcomm.com/media/releases/2013/12/09/qualcomm-announces-availability-its-gimbal-proximity-beacons-enable.
[3] Priyantha N B, Chakraborty A, Balakrishnan H. The cricket location-support system [C]//Proceedings of the 6th Annual International Conference on Mobile Computing and Networking. New York, NY, USA: ACM, 2000: 32-43.
[4] Pan J J, Yang Q, Pan S J. Online co-localization in indoor wireless networks by dimension reduction [C]//Proceedings of the National Conference on Artificial Intelligence. Menlo Park, CA, USA: AAAI Press, 2007: 1102-1107.
[5] Pan S J, Kwok J T, Yang Q, et al. Adaptive localization in a dynamic WiFi environment through multi-view learning [C]//Proceedings of the National Conference on Artificial Intelligence. Menlo Park, CA, USA: AAAI Press, 2007: 1108-1113.
[6] Ubisense. My world inside [Z/OL]. [2014-07-01].http://www.ubisense.net/.
url: http://www.ubisense.net/.
[7] Liu H, Darabi H, Banerjee P, et al. Survey of wireless indoor positioning techniques and systems [J]. Systems, Man, and Cybernetics, Part C: Applications and Reviews, IEEE Transactions on, 2007, 37(6): 1067-1080.
[8] Xu Y, Sun Y. Neural network-based accuracy enhancement method for WLAN indoor positioning [C]//Vehicular Technology Conference(VTC Fall), 2012 IEEE. Piscataway, NJ, USA: IEEE, 2012: 1-5.
[9] Hara S, Yabu T, Takizawa K. Introduction of MAP estimation to UWB-IR TOA localization [C]//Wireless Communication Systems (ISWCS), 2010 7th International Symposium on. Piscataway, NJ, USA: IEEE, 2010: 31-35.
[10] Luo Y, Law C L. Indoor positioning using UWB-IR signals in the presence of dense multipath with path overlapping [J].Wireless Communications, IEEE Transactions on, 2012, 11(10): 3734-3743.
[11] Bahl P, Padmanabhan V N. RADAR: An in-building RF-based user location and tracking system [C]//IEEE INFOCOM 2000. Piscataway, NJ, USA: IEEE, 2000: 775-784.
[12] Li B, Salter J, Dempster A G, et al. Indoor positioning techniques based on wireless LAN [C]//The 1st IEEE International Conference on Wireless Broadband and Ultra Wideband Communications. Piscataway, NJ, USA: IEEE, 2006: 113-119.
[13] Fleury B H, Tschudin M, Heddergott R, et al. Channel parameter estimation in mobile radio environments using the SAGE algorithm [J]. Selected Areas in Communications, IEEE Journal on, 1999, 17(3): 434-450.
[14] Fleury B H, Jourdan P, Stucki A. High-resolution channel parameter estimation for MIMO applications using the SAGE algorithm [C]//2002 International Zurich Seminar on Broadband Communications. Piscataway, NJ, USA: IEEE, 2002: 1-9.
[15] Mostofi Y, Gonzalez-Ruiz A, Gaffarkhah A, et al. Characterization and modeling of wireless channels for networked robotic and control systems-a comprehensive overview [C]//IEEE/RSJ International Conference on Intelligent Robots and Systems. Piscataway, NJ, USA: IEEE, 2009: 4849-4854.
[16] Rui Y, Zhang Y, Liu S, et al. 3.52-GHz MIMO radio channel sounder [C]//IEEE International Conference on Communications, Circuits and Systems 2008. Piscataway, NJ, USA: IEEE, 2008: 79-83.
[1] LUO Xinyuan, CHEN Xin, SHOU Lidan, CHEN Ke, WU Yanjing. Semantic trajectory extraction framework for indoor space[J]. Journal of Tsinghua University(Science and Technology), 2019, 59(3): 186-193.
Viewed
Full text


Abstract

Cited

  Shared   
  Discussed   
Copyright © Journal of Tsinghua University(Science and Technology), All Rights Reserved.
Powered by Beijing Magtech Co. Ltd