The necessity of a non-linear & non-stationary data processing in engineering and the new Hilbert Huang Transform (HHT)

Data analysis is indispensable for engineering, for data is the only link between the theory and the reality. Traditional data analysis methods such as Fourier analysis are all based on linear and stationary assumptions i.e. the signal to be processed must be linear and temporally stationary; otherw...

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Main Authors: Raja, J.E., Loo, C.K., Rao, M.V.C.
Format: Article
Published: 2007
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Online Access:http://eprints.um.edu.my/5187/
http://www.collegescienceinindia.com/dec2007/nonlinearnecessity.pdf
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spelling my.um.eprints.51872014-10-27T06:44:07Z http://eprints.um.edu.my/5187/ The necessity of a non-linear & non-stationary data processing in engineering and the new Hilbert Huang Transform (HHT) Raja, J.E. Loo, C.K. Rao, M.V.C. T Technology (General) Data analysis is indispensable for engineering, for data is the only link between the theory and the reality. Traditional data analysis methods such as Fourier analysis are all based on linear and stationary assumptions i.e. the signal to be processed must be linear and temporally stationary; otherwise, the resulting Fourier spectrum will make little physical sense. Practical signals such as speech, machine vibrations, biomedical measurement and communications most likely to be both nonlinear and non-stationary. Hence new methods are needed to analyze the data from nonlinear and non-stationary process. Hilbert-Huang Transform(HHT) is a new data processing technology developed by NASA Goddard Space Flight Center. The HHT is derived from the principles of empirical mode decomposition (EMD) and the Hilbert Transform. This paper presents the suitability of using HHT for nonlinear and non-stationary data analysis. The efficiency of the new method is tested on a set of vibration data collected from Westland helicopter gearbox, a non-linear and non-stationary system. Both simulation and the experimental results indicate that this new method HHT is more suitable for non-linear and non-stationary process. 2007 Article PeerReviewed Raja, J.E. and Loo, C.K. and Rao, M.V.C. (2007) The necessity of a non-linear & non-stationary data processing in engineering and the new Hilbert Huang Transform (HHT). Journal of College Science in India, 1 (3). http://www.collegescienceinindia.com/dec2007/nonlinearnecessity.pdf
institution Universiti Malaya
building UM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaya
content_source UM Research Repository
url_provider http://eprints.um.edu.my/
topic T Technology (General)
spellingShingle T Technology (General)
Raja, J.E.
Loo, C.K.
Rao, M.V.C.
The necessity of a non-linear & non-stationary data processing in engineering and the new Hilbert Huang Transform (HHT)
description Data analysis is indispensable for engineering, for data is the only link between the theory and the reality. Traditional data analysis methods such as Fourier analysis are all based on linear and stationary assumptions i.e. the signal to be processed must be linear and temporally stationary; otherwise, the resulting Fourier spectrum will make little physical sense. Practical signals such as speech, machine vibrations, biomedical measurement and communications most likely to be both nonlinear and non-stationary. Hence new methods are needed to analyze the data from nonlinear and non-stationary process. Hilbert-Huang Transform(HHT) is a new data processing technology developed by NASA Goddard Space Flight Center. The HHT is derived from the principles of empirical mode decomposition (EMD) and the Hilbert Transform. This paper presents the suitability of using HHT for nonlinear and non-stationary data analysis. The efficiency of the new method is tested on a set of vibration data collected from Westland helicopter gearbox, a non-linear and non-stationary system. Both simulation and the experimental results indicate that this new method HHT is more suitable for non-linear and non-stationary process.
format Article
author Raja, J.E.
Loo, C.K.
Rao, M.V.C.
author_facet Raja, J.E.
Loo, C.K.
Rao, M.V.C.
author_sort Raja, J.E.
title The necessity of a non-linear & non-stationary data processing in engineering and the new Hilbert Huang Transform (HHT)
title_short The necessity of a non-linear & non-stationary data processing in engineering and the new Hilbert Huang Transform (HHT)
title_full The necessity of a non-linear & non-stationary data processing in engineering and the new Hilbert Huang Transform (HHT)
title_fullStr The necessity of a non-linear & non-stationary data processing in engineering and the new Hilbert Huang Transform (HHT)
title_full_unstemmed The necessity of a non-linear & non-stationary data processing in engineering and the new Hilbert Huang Transform (HHT)
title_sort necessity of a non-linear & non-stationary data processing in engineering and the new hilbert huang transform (hht)
publishDate 2007
url http://eprints.um.edu.my/5187/
http://www.collegescienceinindia.com/dec2007/nonlinearnecessity.pdf
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score 13.19449