A Wavelet Transform-Based Filter Bank Architecture for ECG Signal Denoising

被引:3
作者
Kumar, Ashish [1 ]
Komaragiri, Rama [1 ]
Kumar, Manjeet [1 ]
机构
[1] Bennett Univ, Elect & Commun Engn, Greater Noida 201310, India
来源
RECENT FINDINGS IN INTELLIGENT COMPUTING TECHNIQUES, VOL 2 | 2018年 / 708卷
关键词
Cardiovascular diseases (CVDs); Electrocardiogram (ECG); Wavelet filter bank (WFB); DETECTOR;
D O I
10.1007/978-981-10-8636-6_26
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In the present work, a wavelet transform-based filter bank architecture suitable for ECG signal denoising is proposed. Firstly, wavelet transform functions are used to filter the signals in Matlab R2013b, and then, the resulting signal is converted into 16-bit binary data. This data is used further as an input of QRS detection block. Modified architecture contains only three low-pass filters and a high-pass filter, which is less compared to previously designed architectures. One of the key advantages of the proposed architecture is that no multiplexer and multiplier circuits are required for the further processing. The proposed architecture consumes less area and is relatively fast compared to previously designed architectures.
引用
收藏
页码:249 / 255
页数:7
相关论文
共 8 条
[1]  
Aggarwal, 2015, P COMP COMM CONTR IC, P1
[2]   A COMPARISON OF THE NOISE SENSITIVITY OF 9 QRS DETECTION ALGORITHMS [J].
FRIESEN, GM ;
JANNETT, TC ;
JADALLAH, MA ;
YATES, SL ;
QUINT, SR ;
NAGLE, HT .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 1990, 37 (01) :85-98
[3]   A THEORY FOR MULTIRESOLUTION SIGNAL DECOMPOSITION - THE WAVELET REPRESENTATION [J].
MALLAT, SG .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1989, 11 (07) :674-693
[4]   Design of Wavelet-Based ECG Detector for Implantable Cardiac Pacemakers [J].
Min, Young-Jae ;
Kim, Hoon-Ki ;
Kang, Yu-Ri ;
Kim, Gil-Su ;
Park, Jongsun ;
Kim, Soo-Won .
IEEE TRANSACTIONS ON BIOMEDICAL CIRCUITS AND SYSTEMS, 2013, 7 (04) :426-436
[5]   A REAL-TIME QRS DETECTION ALGORITHM [J].
PAN, J ;
TOMPKINS, WJ .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 1985, 32 (03) :230-236
[6]   Digital implementation of a wavelet-based event detector for cardiac pacemakers [J].
Rodrigues, JN ;
Olsson, T ;
Sörnmo, L ;
Öwall, V .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS, 2005, 52 (12) :2686-2698
[7]   Biorthogonal wavelet transforms for ECG parameters estimation [J].
Sivannarayana, N ;
Reddy, DC .
MEDICAL ENGINEERING & PHYSICS, 1999, 21 (03) :167-174
[8]  
Webster J.G., 1978, Medical Instrumentation: Application and Design