DocumentCode :
530042
Title :
On vibration signal analysis in Bridge Health Monitoring System by using Independent Component Analysis
Author :
Huang, Jingqiu ; Ogai, Harutoshi ; Shao, Chen ; Zheng, Juanqing ; Maruyama, Izumi ; Nagata, Shinji ; Inujima, Hiroshi
Author_Institution :
Grad. Sch. of Inf., Production & Syst., Waseda Univ., Kitakyushu, Japan
fYear :
2010
fDate :
18-21 Aug. 2010
Firstpage :
2122
Lastpage :
2125
Abstract :
The aim of this paper is to support the construction of an efficient Health Monitoring System for ensuring the safety, using-life of bridges, preventing from the collapse affairs, protecting peoples´ living environment, and reducing unnecessary finance expenses. This paper presents an effective method for application on vibration signal analysis in Bridge Health Monitoring System. The vibration signals are collected through wireless sensor network. The vibration signals are very important in Bridge Health Monitoring System, because the variation of bridge vibration frequency indicates the changing of bridge structure state. Independent Component Analysis (ICA) theory, Band Pass Filter (BPF) Technique and spectral analysis are applied in this paper to analyze the monitoring data of bridge vibration signals in the bridge health monitoring system, and through denoising to enable classification and feature extraction from the vibration signals. Meanwhile, comparing with conventional methods, the proposed method can obtain better results to analyze the vibration signals of bridge structure health monitoring.
Keywords :
acoustic signal processing; band-pass filters; bridges (structures); condition monitoring; feature extraction; independent component analysis; pattern classification; vibrations; wireless sensor networks; band pass filter; bridge health monitoring system; bridge structure state; classification; collapse affairs; construction; feature extraction; finance expense reduction; independent component analysis; peoples´ living environment protection; safety; spectral analysis; vibration signal analysis; wireless sensor network; Band pass filters; Bridges; Independent component analysis; Monitoring; Noise; Noise reduction; Vibrations; Bridge health monitoring; Denoising; Signal Processing;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
SICE Annual Conference 2010, Proceedings of
Conference_Location :
Taipei
Print_ISBN :
978-1-4244-7642-8
Type :
conf
Filename :
5604015
Link To Document :
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