Localization techniques for traffic applications based on robust WECOLS positioning in wireless sensor networks

We consider localization techniques based on wireless sensor networks (WSN), which are a promising technology to achieve highly accurate positioning solutions. Hence, this paper provides an overview of the concept of localization in modern railway applications, e.g. locating trains in storage sidings. Different geometrical scenarios are analyzed by using real measurement data. Generally, position estimation in WSNs is based on distance measuring by means of time-of-flight (TOF) ranging techniques. To employ radio frequency - (RF) based positioning here, we introduce weighting combinations least squares (WECOLS), an extended LS positioning approach, for computing positions by determining the space of possible estimations generated from the input data. Furthermore we investigate WECOLS according to accuracy compared with LS and least median squares (LMS).

[1]  R. E. Kalman,et al.  A New Approach to Linear Filtering and Prediction Problems , 2002 .

[2]  R.J. Palmer Test results of a precise, short range, RF navigational/positional system , 1989, Conference Record of papers presented at the First Vehicle Navigation and Information Systems Conference (VNIS '89).

[3]  Kristofer S. J. Pister,et al.  RF Time of Flight Ranging for Wireless Sensor Network Localization , 2006, 2006 International Workshop on Intelligent Solutions in Embedded Systems.

[4]  Anthony Man-Cho So,et al.  Theory of semidefinite programming for Sensor Network Localization , 2005, SODA '05.

[5]  Patrick Mair,et al.  Multidimensional Scaling Using Majorization: SMACOF in R , 2008 .

[6]  Amir Averbuch,et al.  Parallel Implementation of Multiple Model Tracking Algorithms , 1991, IEEE Trans. Parallel Distributed Syst..

[7]  Ting-Zhu Huang,et al.  Geometric Dilution of Precision in Navigation Computation , 2006, 2006 International Conference on Machine Learning and Cybernetics.

[8]  Ismail Güvenç,et al.  On the Performance of Linear Least-Squares Estimation in Wireless Positioning Systems , 2008, 2008 IEEE International Conference on Communications.

[9]  Yinyu Ye,et al.  Semidefinite programming based algorithms for sensor network localization , 2006, TOSN.

[10]  R.O. Nielsen Relationship between dilution of precision for point positioning and for relative positioning with GPS , 1997, IEEE Transactions on Aerospace and Electronic Systems.