Objective Empirical Mode Decomposition metric

Dawid Laszuk; Oswaldo Cadenas; Slawomir J. Nasuto

doi:10.1109/TSP.2015.7296314

Objective Empirical Mode Decomposition metric

Dawid Laszuk, Oswaldo Cadenas, Slawomir J. Nasuto

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

1 Citation (Scopus)

Abstract

Empirical Mode Decomposition (EMD) is a data-driven technique for extraction of oscillatory components from data. Although it has been introduced over 15 years ago, its mathematical foundations are still missing which also implies lack of objective metrics for decomposed set evaluation. Most common technique for assessing results of EMD is their visual inspection, which is very subjective. This article provides objective measures for assessing EMD results based on the original definition of oscillatory components.

Original language	English
Title of host publication	2015 38th International Conference on Telecommunications and Signal Processing, TSP 2015
Editors	Karol Molnar, Norbert Herencsar
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	504-507
Number of pages	4
ISBN (Electronic)	9781479984985
DOIs	https://doi.org/10.1109/TSP.2015.7296314
Publication status	Published - 9 Oct 2015
Externally published	Yes
Event	2015 38th International Conference on Telecommunications and Signal Processing, TSP 2015 - Prague, Czech Republic Duration: 9 Jul 2015 → 11 Jul 2015

Publication series

Name	2015 38th International Conference on Telecommunications and Signal Processing, TSP 2015

Conference

Conference	2015 38th International Conference on Telecommunications and Signal Processing, TSP 2015
Country/Territory	Czech Republic
City	Prague
Period	9/07/15 → 11/07/15

Bibliographical note

Publisher Copyright:
© 2015 IEEE.

Keywords

Empirical Mode Decomposition
Hilbert Transform
Hilbert-Huang Transform
Intrinsic Mode Function
Metric
Signal Decomposition

Access to Document

10.1109/TSP.2015.7296314

Cite this

Laszuk, D., Cadenas, O., & Nasuto, S. J. (2015). Objective Empirical Mode Decomposition metric. In K. Molnar, & N. Herencsar (Eds.), 2015 38th International Conference on Telecommunications and Signal Processing, TSP 2015 (pp. 504-507). Article 7296314 (2015 38th International Conference on Telecommunications and Signal Processing, TSP 2015). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/TSP.2015.7296314

Laszuk, Dawid ; Cadenas, Oswaldo ; Nasuto, Slawomir J. / Objective Empirical Mode Decomposition metric. 2015 38th International Conference on Telecommunications and Signal Processing, TSP 2015. editor / Karol Molnar ; Norbert Herencsar. Institute of Electrical and Electronics Engineers Inc., 2015. pp. 504-507 (2015 38th International Conference on Telecommunications and Signal Processing, TSP 2015).

@inproceedings{1d2dae00d7bd46478e88407f5161243f,

title = "Objective Empirical Mode Decomposition metric",

abstract = "Empirical Mode Decomposition (EMD) is a data-driven technique for extraction of oscillatory components from data. Although it has been introduced over 15 years ago, its mathematical foundations are still missing which also implies lack of objective metrics for decomposed set evaluation. Most common technique for assessing results of EMD is their visual inspection, which is very subjective. This article provides objective measures for assessing EMD results based on the original definition of oscillatory components.",

keywords = "Empirical Mode Decomposition, Hilbert Transform, Hilbert-Huang Transform, Intrinsic Mode Function, Metric, Signal Decomposition",

author = "Dawid Laszuk and Oswaldo Cadenas and Nasuto, {Slawomir J.}",

note = "Publisher Copyright: {\textcopyright} 2015 IEEE.; 2015 38th International Conference on Telecommunications and Signal Processing, TSP 2015 ; Conference date: 09-07-2015 Through 11-07-2015",

year = "2015",

month = oct,

day = "9",

doi = "10.1109/TSP.2015.7296314",

language = "English",

series = "2015 38th International Conference on Telecommunications and Signal Processing, TSP 2015",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

pages = "504--507",

editor = "Karol Molnar and Norbert Herencsar",

booktitle = "2015 38th International Conference on Telecommunications and Signal Processing, TSP 2015",

address = "United States",

}

Laszuk, D, Cadenas, O & Nasuto, SJ 2015, Objective Empirical Mode Decomposition metric. in K Molnar & N Herencsar (eds), 2015 38th International Conference on Telecommunications and Signal Processing, TSP 2015., 7296314, 2015 38th International Conference on Telecommunications and Signal Processing, TSP 2015, Institute of Electrical and Electronics Engineers Inc., pp. 504-507, 2015 38th International Conference on Telecommunications and Signal Processing, TSP 2015, Prague, Czech Republic, 9/07/15. https://doi.org/10.1109/TSP.2015.7296314

Objective Empirical Mode Decomposition metric. / Laszuk, Dawid; Cadenas, Oswaldo; Nasuto, Slawomir J.
2015 38th International Conference on Telecommunications and Signal Processing, TSP 2015. ed. / Karol Molnar; Norbert Herencsar. Institute of Electrical and Electronics Engineers Inc., 2015. p. 504-507 7296314 (2015 38th International Conference on Telecommunications and Signal Processing, TSP 2015).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

TY - GEN

T1 - Objective Empirical Mode Decomposition metric

AU - Laszuk, Dawid

AU - Cadenas, Oswaldo

AU - Nasuto, Slawomir J.

PY - 2015/10/9

Y1 - 2015/10/9

N2 - Empirical Mode Decomposition (EMD) is a data-driven technique for extraction of oscillatory components from data. Although it has been introduced over 15 years ago, its mathematical foundations are still missing which also implies lack of objective metrics for decomposed set evaluation. Most common technique for assessing results of EMD is their visual inspection, which is very subjective. This article provides objective measures for assessing EMD results based on the original definition of oscillatory components.

AB - Empirical Mode Decomposition (EMD) is a data-driven technique for extraction of oscillatory components from data. Although it has been introduced over 15 years ago, its mathematical foundations are still missing which also implies lack of objective metrics for decomposed set evaluation. Most common technique for assessing results of EMD is their visual inspection, which is very subjective. This article provides objective measures for assessing EMD results based on the original definition of oscillatory components.

KW - Empirical Mode Decomposition

KW - Hilbert Transform

KW - Hilbert-Huang Transform

KW - Intrinsic Mode Function

KW - Metric

KW - Signal Decomposition

UR - http://www.scopus.com/inward/record.url?scp=84960193670&partnerID=8YFLogxK

U2 - 10.1109/TSP.2015.7296314

DO - 10.1109/TSP.2015.7296314

M3 - Conference contribution

AN - SCOPUS:84960193670

T3 - 2015 38th International Conference on Telecommunications and Signal Processing, TSP 2015

SP - 504

EP - 507

BT - 2015 38th International Conference on Telecommunications and Signal Processing, TSP 2015

A2 - Molnar, Karol

A2 - Herencsar, Norbert

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 2015 38th International Conference on Telecommunications and Signal Processing, TSP 2015

Y2 - 9 July 2015 through 11 July 2015

ER -

Laszuk D, Cadenas O, Nasuto SJ. Objective Empirical Mode Decomposition metric. In Molnar K, Herencsar N, editors, 2015 38th International Conference on Telecommunications and Signal Processing, TSP 2015. Institute of Electrical and Electronics Engineers Inc. 2015. p. 504-507. 7296314. (2015 38th International Conference on Telecommunications and Signal Processing, TSP 2015). doi: 10.1109/TSP.2015.7296314

Objective Empirical Mode Decomposition metric

Abstract

Publication series

Conference

Bibliographical note

Keywords

Access to Document

Other files and links

Cite this