Hybrid Cooperative Positioning for Vehicular Networks

作者: Jun Xiong , Joon Wayn Cheong , Zhi Xiong , Andrew G. Dempster , Shiwei Tian

DOI: 10.1109/TVT.2019.2953687

关键词:

摘要: This paper proposes a hybrid cooperative positioning (CP) algorithm suitable for vehicular network applications which can fuse the measurements from global navigation satellites, ground stations, signals of opportunity, inter-node ranging neighbouring vehicles and onboard inertial systems (INS). By applying framework generalized approximate message passing (GAMP), complex CP problem is transformed into an iterative yet lower computational load process. In each iteration, time recurrence states initialization GAMP computation are conducted based on Kalman filter. The proposed guarantees overall performance multiple in scenario, improves robustness accuracy systems. Simulation results show that has better estimation than traditional algorithms, 20 times less best existing with equivalent accuracy.

参考文章(44)
Washington Y Ochieng, Shaojun Feng, Carl D Milner, Ziyi Jiang, Paul D Groves, Philip G Mattos, Multi-Constellation GNSS Multipath Mitigation Using Consistency Checking In: Proceedings of the 24th International Technical Meeting of The Satellite Division of the Institute of Navigation (ION GNSS 2011). (pp. 3889 - 3902). Institute of Navigation: Fairfax, US. (2011). pp. 3889- 3902 ,(2011)
Weijie Yuan, Nan Wu, Hua Wang, Bin Li, Jingming Kuang, Joint synchronization and localization based on Gaussian belief propagation in sensor networks 2015 IEEE International Conference on Communications (ICC). pp. 6646- 6651 ,(2015) , 10.1109/ICC.2015.7249384
Hiroki Takahara, Kohei Ohno, Makoto Itami, A study on UWB radar assisted by inter-vehicle communication for safety applications international conference on vehicular electronics and safety. pp. 99- 104 ,(2012) , 10.1109/ICVES.2012.6294272
Khalid Abdel Hafeez, Lian Zhao, Bobby Ma, Jon W. Mark, Performance Analysis and Enhancement of the DSRC for VANET's Safety Applications IEEE Transactions on Vehicular Technology. ,vol. 62, pp. 3069- 3083 ,(2013) , 10.1109/TVT.2013.2251374
Daniel Jiang, Vikas Taliwal, Andreas Meier, Wieland Holfelder, Ralf Herrtwich, Design of 5.9 ghz dsrc-based vehicular safety communication IEEE Wireless Communications. ,vol. 13, pp. 36- 43 ,(2006) , 10.1109/WC-M.2006.250356
Ulugbek S. Kamilov, Sundeep Rangan, Alyson K. Fletcher, Michael Unser, Approximate Message Passing With Consistent Parameter Estimation and Applications to Sparse Learning neural information processing systems. ,vol. 60, pp. 2438- 2446 ,(2014) , 10.1109/TIT.2014.2309005
Parkinson, Spilker, None, Global positioning system : theory and applications Global Positioning System: Theory and Application. pp. 114- ,(1996)