DocumentCode
2094701
Title
Application in nonstationary signals with improved kalman filter technique
Author
Kang, Haiying ; Qi, Yanjie ; Yan, Wen ; Liu, Jinhua ; Zheng, Haiqi
Author_Institution
Department of Guns Engineering, Ordnance Engineering College, Shijiazhuang, China
fYear
2010
fDate
4-6 Dec. 2010
Firstpage
1867
Lastpage
1870
Abstract
In order to solve operation speed slowly for traditional kalman filter technique and the effectiveness is not ideal in processing the nonstationary signals, the traditional kalman filter is improved and applied into the actual measurement nonstationary vibration signals. Firstly, the traditional kalman filter technique is analyzed and the shortcoming using in gearbox fault diagnose is discovered, and then the improved method is brought forward. Secondly, the nonstationary vibration signals in time-domain are analyzed with the new method, but the outcome couldn´t be diagnosed the fault in gearbox. Thirdly, the nonstationary signals in time-domain are resampled with order analysis arithmetic. The data at constant angle increments in angle-domain are obtained. Therefore, the instantaneously signals in time-domain is changed into pseudo-stationary ones in angle-domain. Then, the signals in angle-domain are analyzed with the improved kalman filter technique. At last, the mesh character of the gearbox is obtained. The outcome shows that the operation speed is enhanced than the traditional method. The nonstationary signals in time-domain are translated into pseudo-stationary ones in angle-domain. The precision of the data in angle-domain is exactly than the data in time-domain. It is trenchancy supplement for traditional kalman filter technique and has more amplitude appliance foreground.
Keywords
Equations; Kalman filters; Mathematical model; Noise; Time domain analysis; Vibrations; Wiener filter; application; kalman filter technique; nonlinearity signals; resample;
fLanguage
English
Publisher
ieee
Conference_Titel
Information Science and Engineering (ICISE), 2010 2nd International Conference on
Conference_Location
Hangzhou, China
Print_ISBN
978-1-4244-7616-9
Type
conf
DOI
10.1109/ICISE.2010.5689059
Filename
5689059
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