Distributed Clock Synchronization for Wireless Sensor Networks Using Belief Propagation

被引:108
作者
Leng, Mei [1 ]
Wu, Yik-Chung [1 ]
机构
[1] Univ Hong Kong, Dept Elect & Elect Engn, Hong Kong, Hong Kong, Peoples R China
关键词
Belief propagation; fully distributed; global clock synchronization; wireless sensor network (WSN); TIME SYNCHRONIZATION; ALGORITHMS;
D O I
10.1109/TSP.2011.2162832
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this paper, we study the global clock synchronization problem for wireless sensor networks. Based on belief propagation, we propose a fully distributed algorithm which has low overhead and can achieve scalable synchronization. It is also shown analytically that the proposed algorithm always converges for strongly connected networks. Simulation results show that the proposed algorithm achieves better accuracy than consensus algorithms. Furthermore, the belief obtained at each sensor provides an accurate prediction on the algorithm's performance in terms of MSE.
引用
收藏
页码:5404 / 5414
页数:11
相关论文
共 36 条
[1]   Wireless sensor networks: a survey [J].
Akyildiz, IF ;
Su, W ;
Sankarasubramaniam, Y ;
Cayirci, E .
COMPUTER NETWORKS, 2002, 38 (04) :393-422
[2]  
[Anonymous], 2004, Proceedings of International Conference on Embedded Networked Sensor Systems (Sensys), DOI [10.1145/1031495.1031501, DOI 10.1145/1031495.1031501]
[3]  
[Anonymous], 2003, Exploring artificial intelligence in the new millennium, DOI DOI 10.5555/779343.779352
[4]   AXIOMATIZATIONS OF AVERAGE AND A FURTHER GENERALIZATION OF MONOTONIC SEQUENCES [J].
BIBBY, J .
GLASGOW MATHEMATICAL JOURNAL, 1974, 15 (MAR) :63-65
[5]  
Bulusu N., 2005, WIRELESS SENSOR NETW
[6]   Networked clock synchronization based on second order linear consensus algorithms [J].
Carli, Ruggero ;
Zampieri, Sandro .
49TH IEEE CONFERENCE ON DECISION AND CONTROL (CDC), 2010, :7259-7264
[7]   Some Improved and Generalized Estimation Schemes for Clock Synchronization of Listening Nodes in Wireless Sensor Networks [J].
Chaudhari, Qasim M. ;
Serpedin, Erchin ;
Qaraqe, Khalid .
IEEE TRANSACTIONS ON COMMUNICATIONS, 2010, 58 (01) :63-67
[8]  
Dai H., 2004, SIGMOBILE Mob. Comput. Commun. Rev, V8, P125, DOI DOI 10.1145/980159.980173
[9]   Fine-grained network time synchronization using reference broadcasts [J].
Elson, J ;
Girod, L ;
Estrin, D .
USENIX ASSOCIATION PROCEEDINGS OF THE FIFTH SYMPOSIUM ON OPERATING SYSTEMS DESIGN AND IMPLEMENTATION, 2002, :147-163
[10]  
Ganeriwal S., 2003, TIMING SYNC PROTOCOL