Time series analysis with the Hilbert-Huang transform

被引：4

作者：

Donnelly, Denis ^{[1
]}

Rogers, Edwin ^{[2
]}

机构：

[1] Siena Coll, Dept Phys, Loudonville, NY 12211 USA

[2] Siena Coll, Dept Math, Loudonville, NY 12211 USA

来源：

AMERICAN JOURNAL OF PHYSICS | 2009年 / 77卷 / 12期

关键词：

Hilbert transforms; physics education; time series; EMPIRICAL MODE DECOMPOSITION;

D O I：

10.1119/1.3226852

中图分类号：

G40 [教育学];

学科分类号：

040101 ; 120403 ;

摘要：

Time series data can be transformed to the frequency domain via the Hilbert-Huang transform. This transform has two major stages. The data are first deconstructed into a set of monocomponent intrinsic mode functions that are the basis states for the transform. A Hilbert spectral analysis is then performed on each of these basis states, yielding time dependent amplitude and frequency information. The process of extracting the intrinsic mode functions and performing Hilbert spectral analysis is described and applied to a set of examples that show the advantages and shortcomings of this transform.

引用

页码：1154 / 1161

页数：8

共 50 条

[21] A combinatorial filtering method for magnetotelluric time-series based on Hilbert-Huang transform
Cai, Jianhua
[J]. EXPLORATION GEOPHYSICS, 2014, 45 (02) : 63 - 73
[22] On the neural network approach for forecasting of nonstationary time series on the basis of the Hilbert-Huang transform
V. G. Kurbatskii
D. N. Sidorov
V. A. Spiryaev
N. V. Tomin
[J]. Automation and Remote Control, 2011, 72 : 1405 - 1414
[23] Analysis of cardiac abnormalities using Hilbert-Huang transform
Sikkandar, Mohamed Yacin
Akshayaa, V.
Dinesh, Acharya Divya
Sree, L. Dinikshaa
[J]. INTERNATIONAL JOURNAL OF BIOMEDICAL ENGINEERING AND TECHNOLOGY, 2013, 13 (01) : 69 - 86
[24] Stock Data Analysis Based on Hilbert-Huang Transform
Luo Xuan
Cui Guozhong
Le Fulong
[J]. PROCEEDINGS OF 2015 IEEE INTERNATIONAL CONFERENCE ON GREY SYSTEMS AND INTELLIGENT SERVICES (GSIS), 2015, : 618 - 621
[25] Applications of Hilbert-Huang transform to gearbox signal analysis
Yang, TQ
Zheng, HQ
Tang, LW
Luan, JY
Song, YM
Hong, L
[J]. ISTM/2005: 6th International Symposium on Test and Measurement, Vols 1-9, Conference Proceedings, 2005, : 4200 - 4202
[26] 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
[27] Vibration Signal Analysis Based on Hilbert-Huang Transform
Hu, Ai-jun
Xiang, Ling
Tang, Gui-ji
[J]. ICNC 2008: FOURTH INTERNATIONAL CONFERENCE ON NATURAL COMPUTATION, VOL 5, PROCEEDINGS, 2008, : 646 - 650
[28] HILBERT-HUANG TRANSFORM BASED MODAL ANALYSIS OF STRUCTURES
Lin, Jeng-Wen
Chen, Hung-Jen
Lin, Jeng-Yuan
[J]. PROCEEDINGS OF THE ASME PRESSURE VESSELS AND PIPING CONFERENCE, VOL 8, 2009, : 123 - 131
[29] Stock Data Analysis Based on Hilbert-Huang Transform
Luo, Xuan
Cui, Guozhong
Le, Fulong
Guo, Congzhou
[J]. INTERNATIONAL JOINT CONFERENCE ON APPLIED MATHEMATICS, STATISTICS AND PUBLIC ADMINISTRATION (AMSPA 2014), 2014, : 543 - 548
[30] Time - Frequency Analysis of Fiber Optic Gyro Based on Hilbert-Huang Transform
Liu, Wentao
Liu, Jieyu
Zhou, Xiaogang
Shen, Qiang
[J]. 2018 IEEE CSAA GUIDANCE, NAVIGATION AND CONTROL CONFERENCE (CGNCC), 2018,

← 1 2 3 4 5 →