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
[1]  
[Anonymous], 2004, Proceedings of International Conference on Embedded Networked Sensor Systems (Sensys), DOI [10.1145/1031495.1031501, DOI 10.1145/1031495.1031501]
[2]  
[Anonymous], 1982, P 1 INT MOD AN C ORL
[3]   Using linear algebra for intelligent information retrieval [J].
Berry, MW ;
Dumais, ST ;
OBrien, GW .
SIAM REVIEW, 1995, 37 (04) :573-595
[4]  
Brincker R, 2000, P SOC PHOTO-OPT INS, V4062, P625
[5]  
Doebling C.R. F. S. W., 1996, Damage Identification and Health Monitoring of Structural and Mechanical Systems from Changes in Their Vibration Characteristics: A Literature Review
[6]  
Farrar C.R., 1997, P DAMAS C
[7]  
Fu T. S., 2011, STRUCTURAL CONTROL H
[8]   Distributed computing strategy for structural health monitoring [J].
Gao, Y ;
Spencer, BF ;
Ruiz-Sandoval, M .
STRUCTURAL CONTROL & HEALTH MONITORING, 2006, 13 (01) :488-507
[9]  
Golub G., 2013, J HOPKINS STUDIES MA
[10]   A Holistic Approach to Decentralized Structural Damage Localization Using Wireless Sensor Networks [J].
Hackmann, Gregory ;
Sun, Fei ;
Castaneda, Nestor ;
Lu, Chenyang ;
Dyke, Shirley .
RTSS: 2008 REAL-TIME SYSTEMS SYMPOSIUM, PROCEEDINGS, 2008, :35-+