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    Please use this identifier to cite or link to this item: https://ir.lib.ncu.edu.tw/handle/987654321/102860


    Title: On the computational complexity of the empirical mode decomposition algorithm
    Authors: 羅孟宗;Wang, Yung-Hung;Yeh, Chien-Hung;Young, Hsu-Wen Vincent;Hu, Kun;Lo, Men-Tzung
    Contributors: 生醫理工學院生醫科學與工程學系
    Keywords: Complexity;Computation;Computational efficiency;Decomposition;EEMD;EMD;Empirical analysis;Equivalence;Fourier transforms;Space;Statistical mechanics;Time
    Date: 2014-04-15
    Issue Date: 2026-04-23 11:18:17 (UTC+8)
    Publisher: Elsevier;Elsevier B.V
    Abstract: 摘要: It has been claimed that the empirical mode decomposition (EMD) and its improved version the ensemble EMD (EEMD) are computation intensive. In this study we will prove that the time complexity of the EMD/EEMD, which has never been analyzed before, is actually equivalent to that of the Fourier Transform. Numerical examples are presented to verify that EMD/EEMD is, in fact, a computationally efficient method. •The order of the computational complexity of the EMD is equivalent to FFT.•Optimized program is proposed to speed up the computation of EMD up to 1000 times.•Fast HHT with optimized EMD/EEMD algorithm can operate in real-time.
    出版者: Elsevier B.V
    出版日期: 2014-04-15
    出處: Physica A, 2014-04, Vol.400, p.159-167
    版權: 2014 Elsevier B.V.
    識別號: ISSN: 0378-4371
    識別號: EISSN: 1873-2119
    識別號: DOI: 10.1016/j.physa.2014.01.020
    Appears in Collections:[Department of Biomedical Sciences and Engineering ] journal & Dissertation

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