Cooperative Simultaneous Localization and Synchronization: A Distributed Hybrid Message Passing Algorithm

被引:0
|
作者
Etzlinger, Bernhard [1 ]
Meyer, Florian [2 ]
Springer, Andreas [1 ]
Hlawatsch, Franz [2 ]
Wymeersch, Henk [3 ]
机构
[1] Johannes Kepler Univ Linz, A-4040 Linz, Austria
[2] Vienna Univ Technol, Vienna, Austria
[3] Chalmers Univ Technol, Gothenburg, Sweden
基金
欧洲研究理事会; 奥地利科学基金会;
关键词
Network synchronization; localization; distributed estimation; belief propagation; particle methods; Gaussian message passing; factor graph; CoSLAS;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Localization and synchronization in wireless networks are strongly related when they are based on internode time measurements. We leverage this relation by presenting a message passing algorithm for cooperative simultaneous localization and synchronization (CoSLAS). The proposed algorithm jointly estimates the locations and clock parameters of the network nodes in a fully decentralized manner while requiring time measurements and communications only between neighboring nodes and making only minimal assumptions about the network topology. Low computation and communication requirements are achieved by a hybrid use of sample-based and Gaussian belief propagation. Our simulations demonstrate performance advantages of the proposed CoSLAS algorithm over separate state-of-the-art localization and synchronization algorithms.
引用
收藏
页码:1978 / 1982
页数:5
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