Title :
Passive localization with inaccurate receivers based on Gaussian belief propagation on factor graph
Author :
Weijie Yuan ; Ganlin Hao ; Nan Wu ; Hua Wang ; Jingming Kuang
Author_Institution :
Sch. of Inf. & Electron., Beijing Inst. of Technol., Beijing, China
Abstract :
Location awareness is now becoming vital requirement for many practical applications. In this paper, we consider a wireless network where there is one transmitter and multiple receivers and they aim to locate a passive target. Existing studies on passive localization assume receivers´ positions are perfectly known. However, receivers´ positions are generally inaccurate in actual scenarios. A factor graph based message passing algorithm is proposed to locate the passive target with inaccurate receivers. The nonlinear term in likelihood function is linearized to solve the intractable integrals. Accordingly, all messages on factor graph are obtained in Gaussian closed forms which reduce the computational complexity significantly. Simulation results show the proposed algorithm can not only estimate the target´s position accurately but also determine the receivers´ positions simultaneously with low complexity.
Keywords :
Gaussian distribution; computational complexity; graph theory; mobile computing; mobility management (mobile radio); radio receivers; radio transmitters; Gaussian belief propagation; Gaussian closed forms; computational complexity; factor graph; inaccurate receivers; likelihood function; location awareness; message passing algorithm; multiple receivers; passive localization; passive target; radio transmitter; wireless network; Belief propagation; Message passing; Receivers; Signal processing; Signal processing algorithms; Transmitters; Uncertainty; Belief Propagation; Factor Graph; Gaussian Message Representation; Inaccurate Receiver; Passive Localization;
Conference_Titel :
Communications in China (ICCC), 2014 IEEE/CIC International Conference on
Conference_Location :
Shanghai
DOI :
10.1109/ICCChina.2014.7008320