TY - GEN
T1 - Distributed sensing for high quality structural health monitoring using wireless sensor networks
AU - Liu, Xuefeng
AU - Cao, Jiannong
AU - Song, Wen Zhan
AU - Tang, Shaojie
PY - 2012
Y1 - 2012
N2 - 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.
AB - 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.
UR - https://www.scopus.com/pages/publications/84874301847
U2 - 10.1109/RTSS.2012.60
DO - 10.1109/RTSS.2012.60
M3 - Conference contribution
AN - SCOPUS:84874301847
SN - 9780769548692
T3 - Proceedings - Real-Time Systems Symposium
SP - 75
EP - 84
BT - Proceedings of the 2012 IEEE 33rd Real-Time Systems Symposium, RTSS 2012
T2 - 2012 IEEE 33rd Real-Time Systems Symposium, RTSS 2012
Y2 - 5 December 2012 through 7 December 2012
ER -