DocumentCode :
592125
Title :
Distributed Sensing for High Quality Structural Health Monitoring Using Wireless Sensor Networks
Author :
Xuefeng Liu ; Jiannong Cao ; Wen-Zhan Song ; Shaojie Tang
Author_Institution :
Dept. of Comput., Hong Kong Polytech. Univ., Hong Kong, China
fYear :
2012
fDate :
4-7 Dec. 2012
Firstpage :
75
Lastpage :
84
Abstract :
In recent years, using wireless sensor networks (WSNs) for structural health monitoring (SHM) has attracted increasing attention. Traditional centralized SHM algorithms developed by civil engineers can achieve the highest damage detection quality since they have the raw data from all the sensor nodes. However, directly implementing these algorithms in a typical WSN is impractical considering the large amount of data transmissions and extensive computations required. Correspondingly, many SHM algorithms have been tailored for WSNs to become distributed and less complicated. However, the modified algorithms usually cannot achieve the same damage detection quality of the original centralized counterparts. In this paper, we select a classical SHM algorithm: the eigen-system realization algorithm (ERA), and propose a distributed version for WSNs. In this approach, the required computations in the ERA are updated incrementally along a path constructed from the deployed sensor nodes. This distributed version is able to achieve the same quality of the original ERA using much smaller wireless transmissions and computations. The efficacy of the proposed approach is demonstrated through both simulation and experiment.
Keywords :
quality assurance; structural engineering; wireless sensor networks; ERA; SHM algorithms; civil engineers; deployed sensor nodes; distributed sensing; eigen-system realization algorithm; high quality structural health monitoring; quality detection; wireless computations; wireless sensor networks; wireless transmissions; Markov processes; Matrix decomposition; Shape; Signal processing algorithms; Vibrations; Wireless communication; Wireless sensor networks;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Real-Time Systems Symposium (RTSS), 2012 IEEE 33rd
Conference_Location :
San Juan
ISSN :
1052-8725
Print_ISBN :
978-1-4673-3098-5
Type :
conf
DOI :
10.1109/RTSS.2012.60
Filename :
6424792
Link To Document :
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