Next Article in Journal
Previous Article in Journal
Entropy 2013, 15(3), 1069-1084; doi:10.3390/e15031069
Article

Time Series Analysis Using Composite Multiscale Entropy

1
, 1
, 2
, 3
 and 4,*
Received: 4 February 2013; in revised form: 25 February 2013 / Accepted: 13 March 2013 / Published: 18 March 2013
Download PDF [579 KB, updated 19 March 2013; original version uploaded 18 March 2013]
Abstract: Multiscale entropy (MSE) was recently developed to evaluate the complexity of time series over different time scales. Although the MSE algorithm has been successfully applied in a number of different fields, it encounters a problem in that the statistical reliability of the sample entropy (SampEn) of a coarse-grained series is reduced as a time scale factor is increased. Therefore, in this paper, the concept of a composite multiscale entropy (CMSE) is introduced to overcome this difficulty. Simulation results on both white noise and 1/f noise show that the CMSE provides higher entropy reliablity than the MSE approach for large time scale factors. On real data analysis, both the MSE and CMSE are applied to extract features from fault bearing vibration signals. Experimental results demonstrate that the proposed CMSE-based feature extractor provides higher separability than the MSE-based feature extractor.
Keywords: composite multiscale entropy; multiscale entropy; fault diagnosis composite multiscale entropy; multiscale entropy; fault diagnosis
This is an open access article distributed under the Creative Commons Attribution License which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.

Export to BibTeX |
EndNote


MDPI and ACS Style

Wu, S.-D.; Wu, C.-W.; Lin, S.-G.; Wang, C.-C.; Lee, K.-Y. Time Series Analysis Using Composite Multiscale Entropy. Entropy 2013, 15, 1069-1084.

AMA Style

Wu S-D, Wu C-W, Lin S-G, Wang C-C, Lee K-Y. Time Series Analysis Using Composite Multiscale Entropy. Entropy. 2013; 15(3):1069-1084.

Chicago/Turabian Style

Wu, Shuen-De; Wu, Chiu-Wen; Lin, Shiou-Gwo; Wang, Chun-Chieh; Lee, Kung-Yen. 2013. "Time Series Analysis Using Composite Multiscale Entropy." Entropy 15, no. 3: 1069-1084.


Entropy EISSN 1099-4300 Published by MDPI AG, Basel, Switzerland RSS E-Mail Table of Contents Alert