RSS based indoor localization with limited deployment load

作者: Sameh Sorour , Yves Lostanlen , Shahrokh Valaee

DOI: 10.1109/GLOCOM.2012.6503130

关键词: SimulationRSSRadio propagationComputer scienceReal-time computingSoftware deploymentScheme (programming language)

摘要: One major bottleneck in the practical implementation of received signal strength (RSS) based indoor localization systems is extensive deployment load required to construct radio maps through fingerprinting. Several works aimed employ propagation models as alternative fingerprinting but different sources inaccuracies generation these result high errors. In this paper, we propose an scheme that can be directly deployed and employed without building a full map environment. The proposed employs information from simulator limited number calibration measurements perform direct using manifold alignment. For moving users, exploit correlation their reported observations improve accuracy. online performance evaluation shows our algorithm achieves errors order 2.5 3 m with low 15% – 30 % complete load.

参考文章(9)
Krishna Chintalapudi, Anand Padmanabha Iyer, Venkata N Padmanabhan, None, Indoor localization without the pain acm/ieee international conference on mobile computing and networking. pp. 173- 184 ,(2010) , 10.1145/1859995.1860016
Daniel D. Lee, Lawrence K. Saul, Jihun Ham, Semisupervised alignment of manifolds. international conference on artificial intelligence and statistics. ,(2005)
Sam T. Roweis, Lawrence K. Saul, An Introduction to Locally Linear Embedding ,(2001)
T. P. Deasy, W. G. Scanlon, Simulation or Measurement: The Effect of Radio Map Creation on Indoor WLAN-Based Localisation Accuracy Wireless Personal Communications. ,vol. 42, pp. 563- 573 ,(2007) , 10.1007/S11277-006-9211-X
Chen Feng, Wain Sy Anthea Au, Shahrokh Valaee, Zhenhui Tan, Received-Signal-Strength-Based Indoor Positioning Using Compressive Sensing IEEE Transactions on Mobile Computing. ,vol. 11, pp. 1983- 1993 ,(2012) , 10.1109/TMC.2011.216
Yiming Ji, Saâd Biaz, Santosh Pandey, Prathima Agrawal, ARIADNE Proceedings of the 4th international conference on Mobile systems, applications and services - MobiSys 2006. pp. 151- 164 ,(2006) , 10.1145/1134680.1134697
Zhuo Sun, Yiqiang Chen, Juan Qi, Junfa Liu, Adaptive Localization through Transfer Learning in Indoor Wi-Fi Environment international conference on machine learning and applications. pp. 331- 336 ,(2008) , 10.1109/ICMLA.2008.53
Y. Corre, Y. Lostanlen, Three-Dimensional Urban EM Wave Propagation Model for Radio Network Planning and Optimization Over Large Areas IEEE Transactions on Vehicular Technology. ,vol. 58, pp. 3112- 3123 ,(2009) , 10.1109/TVT.2009.2016973
P. Bahl, V.N. Padmanabhan, RADAR: an in-building RF-based user location and tracking system international conference on computer communications. ,vol. 2, pp. 775- 784 ,(2000) , 10.1109/INFCOM.2000.832252