An Intelligent Adaptive Filter for Elimination of Power Line Interference From High Resolution Electrocardiogram

Electrocardiogram (ECG) is a non-invasive method to monitor electric activities inside the heart. The signals observed on the surface of human body have very low amplitude, and thus, ECG is highly vulnerable to noise. One of the most devastating noise is power line interference (PLI) and its harmoni...

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Main Authors: Nauman Razzaq, Shafa-At Ali Sheikh, Muhammad Salman, Tahir Zaidi
Format: Article
Language:English
Published: IEEE 2016-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/7445148/
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spelling doaj-6649a3daaf934bdb962ffa5edd669fe82021-03-29T19:40:30ZengIEEEIEEE Access2169-35362016-01-0141676168810.1109/ACCESS.2016.25483627445148An Intelligent Adaptive Filter for Elimination of Power Line Interference From High Resolution ElectrocardiogramNauman Razzaq0https://orcid.org/0000-0001-8628-8516Shafa-At Ali Sheikh1Muhammad Salman2Tahir Zaidi3Department of Electrical EngineeringCollege of Electrical and Mechanical Engineering, National University of Sciences and Technology, Islamabad, PakistanDepartment of Electrical EngineeringCollege of Electrical and Mechanical Engineering, National University of Sciences and Technology, Islamabad, PakistanDepartment of Electrical EngineeringCollege of Electrical and Mechanical Engineering, National University of Sciences and Technology, Islamabad, PakistanDepartment of Electrical EngineeringCollege of Electrical and Mechanical Engineering, National University of Sciences and Technology, Islamabad, PakistanElectrocardiogram (ECG) is a non-invasive method to monitor electric activities inside the heart. The signals observed on the surface of human body have very low amplitude, and thus, ECG is highly vulnerable to noise. One of the most devastating noise is power line interference (PLI) and its harmonics, which are interlaced with ECG signal even if the ECG equipment is operated on battery. The problem is further complicated when the frequency of PLI is not static, making the conventional notch filter completely ineffective. High-resolution electrocardiogram (HRECG) is a specialized technique in which higher frequency components present in the ECG signal are observed; here, we need to eliminate the harmonics of PLI as well. In this paper, we propose an intelligent adaptive noise rejection filter, which tracks and eliminates PLI as well as its harmonics. The proposed system can estimate the frequency of PLI and tune the adaptive filter for precise elimination of PLI as well as its harmonics without the requirement of an auxiliary reference input. The proposed system is based on recursive state space model, inherited with less computational complexity and performs well in a non-stationary environment. The proposed system responds well to the ongoing variations in amplitude and frequency of PLI present in the HRECG signal as well as intracardiac signal. The proposed system does not require any reference signal for tracking the PLI and its harmonics, and it is capable to self-adjust its tracking frequency for highly precise filtration of first, third, and fifth harmonics of PLI.https://ieeexplore.ieee.org/document/7445148/Adaptive noise cancellationHigh Resolution ElectrocardiogramIntelligent frequency estimationPower Line InterferenceState Space RLS
collection DOAJ
language English
format Article
sources DOAJ
author Nauman Razzaq
Shafa-At Ali Sheikh
Muhammad Salman
Tahir Zaidi
spellingShingle Nauman Razzaq
Shafa-At Ali Sheikh
Muhammad Salman
Tahir Zaidi
An Intelligent Adaptive Filter for Elimination of Power Line Interference From High Resolution Electrocardiogram
IEEE Access
Adaptive noise cancellation
High Resolution Electrocardiogram
Intelligent frequency estimation
Power Line Interference
State Space RLS
author_facet Nauman Razzaq
Shafa-At Ali Sheikh
Muhammad Salman
Tahir Zaidi
author_sort Nauman Razzaq
title An Intelligent Adaptive Filter for Elimination of Power Line Interference From High Resolution Electrocardiogram
title_short An Intelligent Adaptive Filter for Elimination of Power Line Interference From High Resolution Electrocardiogram
title_full An Intelligent Adaptive Filter for Elimination of Power Line Interference From High Resolution Electrocardiogram
title_fullStr An Intelligent Adaptive Filter for Elimination of Power Line Interference From High Resolution Electrocardiogram
title_full_unstemmed An Intelligent Adaptive Filter for Elimination of Power Line Interference From High Resolution Electrocardiogram
title_sort intelligent adaptive filter for elimination of power line interference from high resolution electrocardiogram
publisher IEEE
series IEEE Access
issn 2169-3536
publishDate 2016-01-01
description Electrocardiogram (ECG) is a non-invasive method to monitor electric activities inside the heart. The signals observed on the surface of human body have very low amplitude, and thus, ECG is highly vulnerable to noise. One of the most devastating noise is power line interference (PLI) and its harmonics, which are interlaced with ECG signal even if the ECG equipment is operated on battery. The problem is further complicated when the frequency of PLI is not static, making the conventional notch filter completely ineffective. High-resolution electrocardiogram (HRECG) is a specialized technique in which higher frequency components present in the ECG signal are observed; here, we need to eliminate the harmonics of PLI as well. In this paper, we propose an intelligent adaptive noise rejection filter, which tracks and eliminates PLI as well as its harmonics. The proposed system can estimate the frequency of PLI and tune the adaptive filter for precise elimination of PLI as well as its harmonics without the requirement of an auxiliary reference input. The proposed system is based on recursive state space model, inherited with less computational complexity and performs well in a non-stationary environment. The proposed system responds well to the ongoing variations in amplitude and frequency of PLI present in the HRECG signal as well as intracardiac signal. The proposed system does not require any reference signal for tracking the PLI and its harmonics, and it is capable to self-adjust its tracking frequency for highly precise filtration of first, third, and fifth harmonics of PLI.
topic Adaptive noise cancellation
High Resolution Electrocardiogram
Intelligent frequency estimation
Power Line Interference
State Space RLS
url https://ieeexplore.ieee.org/document/7445148/
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