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Hierarchical Order Statistics Filtering for Fast Bi-Dimensional Empirical Mode Decomposition

  • Semiz, Serkan (Electronics & Telecom Engineering Department, University of Kocaeli) ;
  • Celebi, Anil (Electronics & Telecom Engineering Department, University of Kocaeli) ;
  • Urhan, Oguzhan (Electronics & Telecom Engineering Department, University of Kocaeli)
  • Received : 2014.11.17
  • Accepted : 2016.03.29
  • Published : 2016.08.01

Abstract

A hierarchical approach for fast bi-dimensional empirical mode decomposition (B-EMD) is proposed. The presented approach utilizes an efficient window size determination scheme that enables the multi-level computation of the order statistics filter (OSF). Our detailed experiments show that the proposed OSF computation approach allows a significantly faster computation of an EMD without degrading the decomposition accuracy.

Keywords

References

  1. N.E. Huang et al., "The Empirical Mode Decomposition and the Hilbert Spectrum for Nonlinear and Non-stationary Time Series Analysis," Proc. Royal Soc. A., Math. Physics Eng. Sci., vol. 454, no. 1971, 1998, pp. 903-995. https://doi.org/10.1098/rspa.1998.0193
  2. M.-H. Lee et al., "Hardware Implementation of EMD Using DSP and FPGA for Online Signal Processing," IEEE Trans. Ind. Electron., vol. 58, no. 6, June 2011, pp. 2473-2481. https://doi.org/10.1109/TIE.2010.2060454
  3. I. Kose and A. Celebi, "On the FPGA Implementation of Empirical Mode Decomposition Algorithm Using FPGA," Signal Process. Commun. Appl. Conf., Haspolat, Turkey, Apr, 24-26, 2013, pp. 1-4.
  4. L. Wang et al., "Hardware-Accelerated Implementation of EMD," Int. Conf. Biomed. Eng. inform., Yantai, China, Oct. 16-18, 2010, pp. 912-915.
  5. L.F. Chiang et al., "On-Line Empirical Mode Decomposition Biomedical Microprocessor for Hilbert Huang Transform," IEEE Biomed. Circuits Syst. Conf., San Diego, CA, USA, Nov. 10-12, 2011, pp.420-423.
  6. W.-C. Fanget al., "An Efficient and Accurate Empirical Mode Decomposition of the Technical Design and Methods for Biological Sound," IEEE Biomed. Circuits Syst. Conf., Hsinchu, China, Nov. 28-30, 2012, pp. 320-323.
  7. S.M.A. Bhuiyan, R.R. Adhami, and J.F. Khan, "Fast and Adaptive Bidimensional Empirical Mode Decomposition Using Order Statistics Filter Based Envelope Estimation," EURASIP J. Adv. Signal Process., vol. 2008, Jan. 2008, pp. 1-18.
  8. M. Wielgus et al., "Fast and Adaptive Bidimensional Empirical Mode Decomposition for the Real-Time Video Fusion," Int. Conf. Inform. Fusion, Singapore, July 9-12, 2012, pp. 649-654.
  9. CIV, Test Images, Accessed Jan. 11, 2016. http://www.io.csic.es/PagsPers/JPortilla/image-processing/bls-gsm/63-test-images
  10. USCViteribi, SIPI Image Database, Accessed Jan. 11, 2016. http://sipi.usc.edu/database/?volume=misc