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Parametric message passing-based relative navigation in joint tactical information distribution system

Parametric message passing-based relative navigation in joint tactical information distribution system

作     者:Nan Wu Bin Li Hua Wang Liang Hou Jingming Kuang 

作者机构:School of Information and ElectronicsBeijing Institute of Technology 

出 版 物:《Journal of Systems Engineering and Electronics》 (系统工程与电子技术(英文版))

年 卷 期:2016年第27卷第1期

页      面:81-89页

核心收录:

学科分类:11[军事学] 1104[军事学-战术学] 110401[军事学-合同战术学] 0808[工学-电气工程] 0809[工学-电子科学与技术(可授工学、理学学位)] 08[工学] 0804[工学-仪器科学与技术] 0802[工学-机械工程] 0811[工学-控制科学与工程] 0812[工学-计算机科学与技术(可授工学、理学学位)] 

基  金:supported by the National Natural Science Foundation of China(61201181 61471037 61571041) the Foundation for the Author of National Excellent Doctoral Dissertation of China(201445) 

主  题:joint tactical information distribution system(JTIDS) relative navigation parametric message passing factor graph. 

摘      要:Relative navigation is a key feature in the joint tactical information distribution system(JTIDS).A parametric message passing algorithm based on factor graph is proposed to perform relative navigation in JTIDS.First of all,the joint posterior distribution of all the terminals' positions is represented by factor graph.Because of the nonlinearity between the positions and time-of-arrival(TOA) measurement,messages cannot be obtained in closed forms by directly using the sum-product algorithm on factor graph.To this end,the Euclidean norm is approximated by Taylor expansion.Then,all the messages on the factor graph can be derived in Gaussian forms,which enables the terminals to transmit means and covariances.Finally,the impact of major error sources on the navigation performance are evaluated by Monte Carlo simulations,e.g.,range measurement noise,priors of position uncertainty and velocity noise.Results show that the proposed algorithm outperforms the extended Kalman filter and cooperative extended Kalman filter in both static and mobile scenarios of the JTIDS.

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