An orthogonal Hilbert-Huang transform and its application in the spectral representation of earthquake accelerograms

被引:24
|
作者
Huang, Tian-Li [1 ]
Lou, Meng-Lin [2 ]
Chen, Hua-Peng [3 ]
Wang, Ning-Bo [1 ]
机构
[1] Cent S Univ, Sch Civil Engn, Changsha 410075, Hunan, Peoples R China
[2] Tongji Univ, Sch Civil Engn, Shanghai 200092, Peoples R China
[3] Univ Greenwich, Dept Engn Sci, Chatham ME4 4TB, Kent, England
基金
中国国家自然科学基金;
关键词
Hilbert-Huang transform; Empirical mode decomposition; Intrinsic mode function; Orthogonality; Orthogonalization algorithm; Earthquake accelerogram; EMPIRICAL MODE DECOMPOSITION; GROUND-MOTION CHARACTERISTICS; STRUCTURAL DAMAGE DETECTION; NONSTATIONARY TIME-SERIES; 21; SEPTEMBER; 1999; CHI-CHI; FREQUENCY; IDENTIFICATION; RECORDINGS; SIGNAL;
D O I
10.1016/j.soildyn.2017.11.005
中图分类号
P5 [地质学];
学科分类号
0709 ; 081803 ;
摘要
This paper first discusses the limitation that the intrinsic mode functions (IMFs) decomposed by the empirical mode decomposition (EMD) in Hilbert-Huang transform (HHT) are not orthogonal. As an improvement to the HHT method, three orthogonal techniques (the forward, backward and arbitrary sequence orthogonalization algorithms) based on the Gram-Schmidt method are then proposed to obtain the completely orthogonal IMFs. According to the orthogonal index and the energy index, the effectiveness of the proposed technique and algorithms is validated through a synthetic signal generated by the combination of three sinusoidal waves with different frequencies and the El Centro (1940, N-S) earthquake accelerogram. By taking the El Centro (1940, N-S) earthquake accelerogram as an example, the problem that whether the orthogonal IMFs satisfy the requirements of IMF is discussed, then the backward and the arbitrary sequence orthogonalization algorithms are recommended. Three historic earthquake accelerograms are analyzed by using the recommended orthogonalization algorithms combined with the Hilbert spectral analysis. The results show that the orthogonal Hilbert spectrum and the orthogonal Hilbert marginal spectrum can produce more faithful representation of earthquake accelerograms than the Hilbert spectrum and the Hilbert marginal spectrum, and they can be used to quantitatively characterize the energy distribution of earthquake accelerograms at different frequency regions.
引用
收藏
页码:378 / 389
页数:12
相关论文
共 50 条
  • [21] Application of the Hilbert-Huang transform to the search for gravitational waves
    Camp, Jordan B.
    Cannizzo, John K.
    Numata, Kenji
    [J]. PHYSICAL REVIEW D, 2007, 75 (06):
  • [22] Application of Hilbert-Huang transform to the vibration analysis of bridges
    Wang, Xue-Min
    Huang, Fang-Lin
    Chen, Zheng-Qing
    [J]. Tiedao Xuebao/Journal of the China Railway Society, 2005, 27 (02): : 80 - 84
  • [23] Application of Hilbert-Huang Transform for Ultrasonic Nondestructive Evaluation
    Lu, Yufeng
    Oruklu, Erdal
    Saniie, Jafar
    [J]. 2008 IEEE ULTRASONICS SYMPOSIUM, VOLS 1-4 AND APPENDIX, 2008, : 1499 - +
  • [24] Application of Hilbert-Huang transform to denoising in vortex flowmeter
    孙志强
    周孑民
    周萍
    [J]. Journal of Central South University, 2006, (05) : 501 - 505
  • [25] An application of Hilbert-Huang Transform to handle terrain data
    Chien, Chin
    Huang, Liang-Hsiung
    Chang, Cheng-Wei
    [J]. Journal of the Chinese Institute of Civil and Hydraulic Engineering, 2010, 22 (04): : 375 - 386
  • [26] The Application of Hilbert-Huang Transform in Power Quality Detection
    Zhang Rui
    Zhu Run-xia
    Wang Tian-bo
    [J]. PROCEEDINGS OF 2013 2ND INTERNATIONAL CONFERENCE ON MEASUREMENT, INFORMATION AND CONTROL (ICMIC 2013), VOLS 1 & 2, 2013, : 983 - 986
  • [27] The Application of Hilbert-Huang Transform in Aluminum Reduction Cell
    Zeng Shuiping
    Liao Chunyu
    Cui Lin
    [J]. PROCEEDINGS OF THE 2013 INTERNATIONAL CONFERENCE ON MATERIAL SCIENCE AND ENVIRONMENTAL ENGINEERING (MSEE 2013), 2013, : 297 - 300
  • [28] Application of Hilbert-Huang Transform in Effective Reservoir Characterization
    Jayaswal, Vaibhav
    Gairola, Gaurav S.
    [J]. PETRO-PHYSICS AND ROCK PHYSICS OF CARBONATE RESERVOIRS: LIKELY ELUCIDATIONS AND WAY FORWARD, 2020, : 221 - 231
  • [29] Spectral analysis of storm waves using the Hilbert-Huang transform
    Ortega, Joaquin
    Smith, George H.
    [J]. PROCEEDINGS OF THE SEVENTEENTH (2007) INTERNATIONAL OFFSHORE AND POLAR ENGINEERING CONFERENCE, VOL 1- 4, PROCEEDINGS, 2007, : 1830 - 1835
  • [30] Application of Hilbert-Huang transform to MMW Doppler radar
    Chen, Wenwu
    Chen, Rushan
    Ding, Dazhi
    [J]. 2008 INTERNATIONAL CONFERENCE ON MICROWAVE AND MILLIMETER WAVE TECHNOLOGY PROCEEDINGS, VOLS 1-4, 2008, : 1380 - 1383