Distributed Sensing for High Quality Structural Health Monitoring using Wireless Sensor Networks

被引:15
作者
Liu, Xuefeng [1 ]
Cao, Jiannong [1 ]
Song, Wen-Zhan
Tang, Shaojie
机构
[1] Hong Kong Polytech Univ, Dept Comp, Hong Kong, Hong Kong, Peoples R China
来源
PROCEEDINGS OF THE 2012 IEEE 33RD REAL-TIME SYSTEMS SYMPOSIUM (RTSS) | 2012年
关键词
IDENTIFICATION;
D O I
10.1109/RTSS.2012.60
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
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.
引用
收藏
页码:75 / 84
页数:10
相关论文
共 20 条
[11]  
HARRIS FJ, 1978, P IEEE, V66, P51, DOI 10.1109/PROC.1978.10837
[12]  
Inman D., 2006, ENG VIBRATIONS
[13]   AN EIGENSYSTEM REALIZATION-ALGORITHM FOR MODAL PARAMETER-IDENTIFICATION AND MODEL-REDUCTION [J].
JUANG, JN ;
PAPPA, RS .
JOURNAL OF GUIDANCE CONTROL AND DYNAMICS, 1985, 8 (05) :620-627
[14]  
Liu X., 2011, IEEE INFOCOM, V2, P1028
[15]   Embedding damage detection algorithms in a wireless sensing unit for operational power efficiency [J].
Lynch, JP ;
Sundararajan, A ;
Law, KH ;
Kiremidjian, AS ;
Carryer, E .
SMART MATERIALS AND STRUCTURES, 2004, 13 (04) :800-810
[16]  
Nagayama T., 2008, NSEL REPORT SERIES, V001
[17]  
Paek J., 2005, EMNETS 2, P30
[18]   Experimental validation of a multi-level damage localization technique with distributed computation [J].
Yan, Guirong ;
Guo, Weijun ;
Dyke, Shirley J. ;
Hackmann, Gregory ;
Lu, Chenyang .
SMART STRUCTURES AND SYSTEMS, 2010, 6 (5-6) :561-578
[19]   On updating problems in latent semantic indexing [J].
Zha, HY ;
Simon, HD .
SIAM JOURNAL ON SCIENTIFIC COMPUTING, 1999, 21 (02) :782-791
[20]   Automated Modal Parameter Estimation by Parallel Processing within Wireless Monitoring Systems [J].
Zimmerman, Andrew T. ;
Shiraishi, Michihito ;
Swartz, R. Andrew ;
Lynch, Jerome P. .
JOURNAL OF INFRASTRUCTURE SYSTEMS, 2008, 14 (01) :102-113