Title :
Wideband cooperative localization via belief condensation
Author :
Mazuelas, Santiago ; Shen, Yuan ; Win, Moe Z.
Author_Institution :
Lab. for Inf. & Decision Syst., Massachusetts Inst. of Technol., Cambridge, MA, USA
Abstract :
The combination of wideband transmission and cooperative techniques can enable accurate and reliable wireless localization. However, due to the nonlinear/non-Gaussian behavior in the system and measurement models, current cooperative localization algorithms either cannot capture such behavior or suffer from high computational complexity. In this paper, we establish a general framework for designing cooperative localization algorithms based on belief condensation (BC), which is an iterative process that accurately approximates the intractable distribution of nodes´ positions arising in cooperation by amenable parametric ones. Our simulation results show that the proposed method can obtain high accuracies, approaching the theoretical benchmark, with an affordable complexity.
Keywords :
cooperative communication; radiocommunication; ultra wideband communication; belief condensation; computational complexity; cooperative localization algorithm; cooperative technique; iterative process; measurement model; nonGaussian behavior; reliable wireless localization; wideband cooperative localization; wideband transmission; Accuracy; Algorithm design and analysis; Approximation algorithms; Approximation methods; Position measurement; Signal processing algorithms; Wideband; Cooperative localization; belief condensation (BC); information fusion;
Conference_Titel :
Ultra-Wideband (ICUWB), 2011 IEEE International Conference on
Conference_Location :
Bologna
Print_ISBN :
978-1-4577-1763-5
Electronic_ISBN :
2162-6588
DOI :
10.1109/ICUWB.2011.6058815