Title: Target detection and tracking based on information geometry for sensor networks
Authors: Hao Xu; Huafei Sun; Yongqiang Cheng
Addresses: School of Mathematics and Information, China West Normal University, Nanchong, Sichuan, 637009, China ' School of Mathematics and Statistics, Beijing Institute of Technology, Beijing, 100081, China ' School of Electronic Science and Engineering, National University of Defense Technology, Changsha, Hunan, 410073, China
Abstract: In this paper, the application of information geometry is explored in an attempt to gain a better understanding of sensor system issues for target resolution and tracking in ground-to-air sensor networks. In particular, the Fisher information distance between two targets is used to measure the target resolvability in the region covered by the sensor system and is approximately calculated when it is close enough. And then, the accumulative information is proposed to analyse the resolution of the target on the same detection cell with respect to one measurement model. Furthermore, the single step tracking method is presented based on Fisher information with single bearings-only sensor. The analysis results show that the information geometry is able to offer an effective solution method aiming at some sensor network problems.
Keywords: information geometry; information resolution; target detection; accumulative information; target tracking.
DOI: 10.1504/IJSNET.2019.100212
International Journal of Sensor Networks, 2019 Vol.30 No.3, pp.149 - 160
Accepted: 10 Feb 2019
Published online: 18 Jun 2019 *