Probabilistic Methods for Location Estimation in Wireless Networks

作者: Petri Kontkanen , Petri Myllymäki , Teemu Roos , Henry Tirri , Kimmo Valtonen

DOI: 10.1007/0-387-23072-6_11

关键词:

摘要: Probabilistic modeling techniques offer a unifying theoretical framework for solving the problems encountered when developing location-aware and location-sensitive applications in wireless radio networks. In this paper we demonstrate usefulness of probabilistic modelling not only actual location estimation (positioning) problem, but also many related involving pragmatically important issues like calibration, active learning, error tracking with history. Some interesting links between positioning research done area robotics networks are discussed.

参考文章(23)
Wolfram Burgard, Daniel Hennig, Timo Schmidt, Dieter Fox, Estimating the absolute position of a mobile robot using position probability grids national conference on artificial intelligence. pp. 896- 901 ,(1996)
Bernhard Nebel, Gerhard Lakemeyer, Exploring artificial intelligence in the new millennium Morgan Kaufmann Publishers Inc.. ,(2003)
Robert G. Cowell, V. Nair, David J. Spiegelhalter, Steffen L. Lauritzen, A. Philip David, M. Jordan, J. Lawless, Probabilistic Networks and Expert Systems In: UNSPECIFIED Springer-Verlag (1999). ,(1999)
Richard R. Muntz, Paul Castro, Patrick Chiu, Ted Kremenek, A Probabilistic Room Location Service for Wireless Networked Environments ubiquitous computing. pp. 18- 34 ,(2001) , 10.5555/647987.741335
Sebastian Thrun, Robotic mapping: a survey Exploring artificial intelligence in the new millennium. pp. 1- 35 ,(2003)
Sebastian Thrun, Probabilistic Algorithms in Robotics Ai Magazine. ,vol. 21, pp. 93- 109 ,(2000) , 10.1609/AIMAG.V21I4.1534
Teemu Roos, Petri Myllymäki, Henry Tirri, Pauli Misikangas, Juha Sievänen, A Probabilistic Approach to WLAN User Location Estimation International Journal of Wireless Information Networks. ,vol. 9, pp. 155- 164 ,(2002) , 10.1023/A:1016003126882
Andrew M. Ladd, Kostas E. Bekris, Algis Rudys, Lydia E. Kavraki, Dan S. Wallach, Guillaume Marceau, Robotics-based location sensing using wireless ethernet Proceedings of the 8th annual international conference on Mobile computing and networking - MobiCom '02. pp. 227- 238 ,(2002) , 10.1145/570645.570674
J.J. Rissanen, Fisher information and stochastic complexity IEEE Transactions on Information Theory. ,vol. 42, pp. 40- 47 ,(1996) , 10.1109/18.481776