共 25 条
A Survey of Pre-processing Techniques UsingWavelets and Empirical-Mode Decomposition on Biomedical Signals
被引:1
作者:

Warrier, Prasanth M.
论文数: 0 引用数: 0
h-index: 0
机构:
Amrita Vishwa Vidyapeetham, Dept Elect & Commun, Amritapuri, India Amrita Vishwa Vidyapeetham, Dept Elect & Commun, Amritapuri, India

Manju, B. R.
论文数: 0 引用数: 0
h-index: 0
机构:
Amrita Vishwa Vidyapeetham, Dept Math, Amritapuri 690525, India Amrita Vishwa Vidyapeetham, Dept Elect & Commun, Amritapuri, India

Sreedharan, Rajkumar P.
论文数: 0 引用数: 0
h-index: 0
机构:
Amrita Vishwa Vidyapeetham, Dept Elect & Commun, Amritapuri, India Amrita Vishwa Vidyapeetham, Dept Elect & Commun, Amritapuri, India
机构:
[1] Amrita Vishwa Vidyapeetham, Dept Elect & Commun, Amritapuri, India
[2] Amrita Vishwa Vidyapeetham, Dept Math, Amritapuri 690525, India
来源:
INVENTIVE COMMUNICATION AND COMPUTATIONAL TECHNOLOGIES, ICICCT 2019
|
2020年
/
89卷
关键词:
ECG;
Empirical-mode decomposition;
Filtering;
De-noising techniques;
DWT;
ELECTROCARDIOGRAM ECG SIGNAL;
BASE-LINE WANDER;
NOISE-REDUCTION;
APPROXIMATION;
COMPRESSION;
ALGORITHM;
D O I:
10.1007/978-981-15-0146-3_96
中图分类号:
TP [自动化技术、计算机技术];
学科分类号:
0812 ;
摘要:
Recorded biomedical statistics are utilized for predicting various syndromes in humans. Recorded electrical activity of heart can be used for predicting cardiovascular ailment likelihood. Several steps are involved to process biomedical signals, among which the first step related to pre-processing, in which a noisy signal is processed for generating noise-free signal, which can be utilized for further operations. This work gives a detailed understanding of de-noising techniques those have been used for the last decade, for cardiac signals. These techniques utilize the benefits of discrete wavelet transforms (DWT), Bayesian approach, singular value decomposition (SVD), artificial neural networks (ANN), empirical-mode decomposition (EMD), adaptive filtering, and finite impulse response (FIR) filtering. These techniques have been implemented for de-noising of biosignals, individually as well as combining with other techniques, for better results.
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页码:993 / 1002
页数:10
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- [2] Hybridizing β-hill climbing with wavelet transform for denoising ECG signals[J]. INFORMATION SCIENCES, 2018, 429 : 229 - 246Alyasseri, Zaid Abdi Alkareem论文数: 0 引用数: 0 h-index: 0机构: Univ Sains Malaysia, Sch Comp Sci, George Town 11800, Malaysia Univ Kufa, Fac Engn, ECE Dept, POB 21, Najaf, Iran Univ Sains Malaysia, Sch Comp Sci, George Town 11800, MalaysiaKhader, Ahamad Tajudin论文数: 0 引用数: 0 h-index: 0机构: Univ Sains Malaysia, Sch Comp Sci, George Town 11800, Malaysia Univ Sains Malaysia, Sch Comp Sci, George Town 11800, MalaysiaAl-Betar, Mohammed Azmi论文数: 0 引用数: 0 h-index: 0机构: Al Balqa Appl Univ, Al Huson Univ Coll, Dept Informat Technol, POB 50, Irbid, Jordan Univ Sains Malaysia, Sch Comp Sci, George Town 11800, MalaysiaAwadallah, Mohammed A.论文数: 0 引用数: 0 h-index: 0机构: Al Aqsa Univ, Dept Comp Sci, POB 4051, Gaza, Palestine Univ Sains Malaysia, Sch Comp Sci, George Town 11800, Malaysia
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- [6] PhysioBank, PhysioToolkit, and PhysioNet - Components of a new research resource for complex physiologic signals[J]. CIRCULATION, 2000, 101 (23) : E215 - E220Goldberger, AL论文数: 0 引用数: 0 h-index: 0机构: Harvard Univ, Sch Med, Beth Israel Deaconess Med Ctr, Cardiovasc Div,Lab Nonlinear Dynam Med, Boston, MA 02215 USAAmaral, LAN论文数: 0 引用数: 0 h-index: 0机构: Harvard Univ, Sch Med, Beth Israel Deaconess Med Ctr, Cardiovasc Div,Lab Nonlinear Dynam Med, Boston, MA 02215 USAGlass, L论文数: 0 引用数: 0 h-index: 0机构: Harvard Univ, Sch Med, Beth Israel Deaconess Med Ctr, Cardiovasc Div,Lab Nonlinear Dynam Med, Boston, MA 02215 USAHausdorff, JM论文数: 0 引用数: 0 h-index: 0机构: Harvard Univ, Sch Med, Beth Israel Deaconess Med Ctr, Cardiovasc Div,Lab Nonlinear Dynam Med, Boston, MA 02215 USAIvanov, PC论文数: 0 引用数: 0 h-index: 0机构: Harvard Univ, Sch Med, Beth Israel Deaconess Med Ctr, Cardiovasc Div,Lab Nonlinear Dynam Med, Boston, MA 02215 USAMark, RG论文数: 0 引用数: 0 h-index: 0机构: Harvard Univ, Sch Med, Beth Israel Deaconess Med Ctr, Cardiovasc Div,Lab Nonlinear Dynam Med, Boston, MA 02215 USAMietus, JE论文数: 0 引用数: 0 h-index: 0机构: Harvard Univ, Sch Med, Beth Israel Deaconess Med Ctr, Cardiovasc Div,Lab Nonlinear Dynam Med, Boston, MA 02215 USAMoody, GB论文数: 0 引用数: 0 h-index: 0机构: Harvard Univ, Sch Med, Beth Israel Deaconess Med Ctr, Cardiovasc Div,Lab Nonlinear Dynam Med, Boston, MA 02215 USA论文数: 引用数: h-index:机构:Stanley, HE论文数: 0 引用数: 0 h-index: 0机构: Harvard Univ, Sch Med, Beth Israel Deaconess Med Ctr, Cardiovasc Div,Lab Nonlinear Dynam Med, Boston, MA 02215 USA
- [7] Denoising of ECG signals based on noise reduction algorithms in EMD and wavelet domains[J]. BIOMEDICAL SIGNAL PROCESSING AND CONTROL, 2012, 7 (05) : 481 - 489Kabir, Md. Ashfanoor论文数: 0 引用数: 0 h-index: 0机构: Bangladesh Univ Engn & Technol, Dept Elect & Elect Engn, Dhaka 1000, Bangladesh Bangladesh Univ Engn & Technol, Dept Elect & Elect Engn, Dhaka 1000, BangladeshShahnaz, Celia论文数: 0 引用数: 0 h-index: 0机构: Bangladesh Univ Engn & Technol, Dept Elect & Elect Engn, Dhaka 1000, Bangladesh Bangladesh Univ Engn & Technol, Dept Elect & Elect Engn, Dhaka 1000, Bangladesh
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