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Combination of EEMD and morphological filtering for baseline wander correction in EMG signals

This paper aims at proposing an effective method for Baseline Wander removal from the EMG signals. Ensemble Empirical Mode Decomposition (EEMD) Algorithm is first applied to the baseline corrupted EMG signals to decompose them into Intrinsic Mode Functions (IMFs). After this step, morphological filt...

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Main Authors: Tiwari, Deepak Kumar, Bhateja, Vikrant, Anand, Deeksha, Srivastava, Ashita, Omar, Zaid
Format: Conference or Workshop Item
Published: 2018
Subjects:
TK Electrical engineering. Electronics Nuclear engineering
Online Access:http://eprints.utm.my/id/eprint/81818/
http://dx.doi.org/10.1007/978-981-10-4280-5_38
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spelling my.utm.818182019-09-29T08:13:20Z http://eprints.utm.my/id/eprint/81818/ Combination of EEMD and morphological filtering for baseline wander correction in EMG signals Tiwari, Deepak Kumar Bhateja, Vikrant Anand, Deeksha Srivastava, Ashita Omar, Zaid TK Electrical engineering. Electronics Nuclear engineering This paper aims at proposing an effective method for Baseline Wander removal from the EMG signals. Ensemble Empirical Mode Decomposition (EEMD) Algorithm is first applied to the baseline corrupted EMG signals to decompose them into Intrinsic Mode Functions (IMFs). After this step, morphological filtering employing octagon-shaped structuring element has been applied to filter out each IMF. Finally, the results of the proposed filtering methodology are compared with those of EMD- and EEMD-based filtering methods. Simulation results report that the methodology used in this study has eliminated the baseline wander from EMG signals with minimal distortions. 2018 Conference or Workshop Item PeerReviewed Tiwari, Deepak Kumar and Bhateja, Vikrant and Anand, Deeksha and Srivastava, Ashita and Omar, Zaid (2018) Combination of EEMD and morphological filtering for baseline wander correction in EMG signals. In: 2nd International Conference on Micro-Electronics, Electromagnetics and Telecommunications, ICMEET 2016, 6 January 2017 through 7 January 2017, Visakhapatnam, India. http://dx.doi.org/10.1007/978-981-10-4280-5_38
institution Universiti Teknologi Malaysia
building UTM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Malaysia
content_source UTM Institutional Repository
url_provider http://eprints.utm.my/
topic TK Electrical engineering. Electronics Nuclear engineering
spellingShingle TK Electrical engineering. Electronics Nuclear engineering
Tiwari, Deepak Kumar
Bhateja, Vikrant
Anand, Deeksha
Srivastava, Ashita
Omar, Zaid
Combination of EEMD and morphological filtering for baseline wander correction in EMG signals
description This paper aims at proposing an effective method for Baseline Wander removal from the EMG signals. Ensemble Empirical Mode Decomposition (EEMD) Algorithm is first applied to the baseline corrupted EMG signals to decompose them into Intrinsic Mode Functions (IMFs). After this step, morphological filtering employing octagon-shaped structuring element has been applied to filter out each IMF. Finally, the results of the proposed filtering methodology are compared with those of EMD- and EEMD-based filtering methods. Simulation results report that the methodology used in this study has eliminated the baseline wander from EMG signals with minimal distortions.
format Conference or Workshop Item
author Tiwari, Deepak Kumar
Bhateja, Vikrant
Anand, Deeksha
Srivastava, Ashita
Omar, Zaid
author_facet Tiwari, Deepak Kumar
Bhateja, Vikrant
Anand, Deeksha
Srivastava, Ashita
Omar, Zaid
author_sort Tiwari, Deepak Kumar
title Combination of EEMD and morphological filtering for baseline wander correction in EMG signals
title_short Combination of EEMD and morphological filtering for baseline wander correction in EMG signals
title_full Combination of EEMD and morphological filtering for baseline wander correction in EMG signals
title_fullStr Combination of EEMD and morphological filtering for baseline wander correction in EMG signals
title_full_unstemmed Combination of EEMD and morphological filtering for baseline wander correction in EMG signals
title_sort combination of eemd and morphological filtering for baseline wander correction in emg signals
publishDate 2018
url http://eprints.utm.my/id/eprint/81818/
http://dx.doi.org/10.1007/978-981-10-4280-5_38
_version_ 1651866366280466432
score 13.159267

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