TY - JOUR
T1 - On the frequency resolution of improved empirical mode decomposition method
AU - Öztürk, Ahmet
AU - Şeker, Serhat
PY - 2010
Y1 - 2010
N2 - Empirical Mode Decomposition, which constitutes the core of Hilbert Huang Transform, is an efficient method in analysis of non-stationary and non-linear signals due to its data-driven nature. Nevertheless, the original method imposes a limitation on the frequency resolution and also suffers due to end effects. In this paper, through analyses of synthetic and actual vibration data, it is shown that better frequency resolution beyond the limitation imposed by the original method can be achieved by modifying the local mean approximation and boundary values of the original algorithm.
AB - Empirical Mode Decomposition, which constitutes the core of Hilbert Huang Transform, is an efficient method in analysis of non-stationary and non-linear signals due to its data-driven nature. Nevertheless, the original method imposes a limitation on the frequency resolution and also suffers due to end effects. In this paper, through analyses of synthetic and actual vibration data, it is shown that better frequency resolution beyond the limitation imposed by the original method can be achieved by modifying the local mean approximation and boundary values of the original algorithm.
KW - Empirical mode decomposition
KW - End effects
KW - Frequency resolution
KW - Local mean approximation
KW - Vibration data
UR - http://www.scopus.com/inward/record.url?scp=79956217035&partnerID=8YFLogxK
M3 - Article
AN - SCOPUS:79956217035
SN - 1827-6660
VL - 5
SP - 1798
EP - 1805
JO - International Review of Electrical Engineering
JF - International Review of Electrical Engineering
IS - 4
ER -