Title :
Wavelet Multi-Resolution in Identifying Modal Parameters Using Simulated GPS Observables
Author :
Xu Chang ; Zhou Lihan ; Xie Haiyan
Author_Institution :
Dept. of Hydraulic Eng., Zhejiang Water Conservancy & Hydropower Coll., Hangzhou, China
Abstract :
Wavelet multi-resolution (WMR) and a bandpass digital Butterworth Alter were both proposed to extract structural vibration signal embedded in noisy GPS observables. The noisy observables were simulated by artificially adding random noises to a de-noised GPS time series with the sampling rate of 5 Hz. Modal parameters such as frequency, damping ratio, and modal shape coefficient were identified by using the random decrement technique and auto regressive moving averages (ARMA) model. The simulated results indicate that the filtered GPS time series can accurately capture the frequency, but may difficult in identifying the damping ration and modal shape. The false modal (or noise modal) may easily be produced due to the noise and low sampling rate of GPS observables, thus, the frequency should be determined under the consideration of modal shape.
Keywords :
Butterworth filters; Global Positioning System; autoregressive moving average processes; band-pass filters; digital filters; feature extraction; random noise; random processes; structural engineering computing; time series; vibrations; wavelet transforms; ARMA model; Global Positioning System; autoregressive moving averages model; bandpass digital Butterworth Alter filter; damping ratio; denoised GPS time series; frequency 5 Hz; frequency ratio; modal parameters; modal shape coefficient; random decrement technique; random noise; simulated GPS observable; structural vibration signal extraction; wavelet multiresolution; Damping; Frequency; Global Positioning System; Low pass filters; Low-frequency noise; Multi-stage noise shaping; Shape; Signal analysis; Signal processing; Signal to noise ratio;
Conference_Titel :
Information Engineering and Computer Science, 2009. ICIECS 2009. International Conference on
Conference_Location :
Wuhan
Print_ISBN :
978-1-4244-4994-1
DOI :
10.1109/ICIECS.2009.5363046