Multiple Sub-Filter Adaptive Noise Canceller for Fetal ECG Extraction

被引:17
作者
Abel, Jaba Deva Krupa [1 ]
Samiappan, Dhanalakshmi [1 ]
Kumar, R. [1 ]
Kumar, Pravin S. [2 ]
机构
[1] SRM Inst Sci & Technol, Kancheepuram 603203, India
[2] SSN Coll Engn, Chennai 603110, Tamil Nadu, India
来源
2ND INTERNATIONAL CONFERENCE ON RECENT TRENDS IN ADVANCED COMPUTING ICRTAC -DISRUP - TIV INNOVATION , 2019 | 2019年 / 165卷
关键词
Fetal Electrocardiogram; Adaptive noise cancellers; Multiple sub-filter; Single long filter;
D O I
10.1016/j.procs.2020.01.093
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Non-invasive monitoring of fetal cardiac signs through the signal processing of maternal abdominal signals has been emerging as a promising technique in the field of obstetrics and gynaecology. The underlying challenges in obtaining the Fetal Electrocardiogram (FECG) from maternal abdominal signals include elimination of dominant maternal ECG and other noises. The simple technique based on adaptive noise cancellers uses Single Long Filter (SLF) as adaptive filter for extracting the FECG. In this paper, we propose an algorithm for implementation of adaptive filter in adaptive noise canceller (ANC) as Multiple Sub-Filters (MSF). Each of the adaptive sub-filters are updated using the Least Mean Square (LMS) algorithm. The proposed MSF architecture is compared with traditional SLF ANC by testing using a real data from Daisy database. From the obtained results, it is observed that MSF-ANC performs better than SLF-ANC with 91.66% positive predictive value and 84.61% accuracy. (C) 2019 The Authors. Published by Elsevier B.V.
引用
收藏
页码:182 / 188
页数:7
相关论文
共 18 条
[1]  
[Anonymous], 2001, COMPUTERS CARDIOLOGY, V28
[3]  
Barik Alaka, 2010, 2010 INT C COMP COMM
[4]  
Barnett S B, 2001, J Matern Fetal Med, V10, P75, DOI 10.1080/714904312
[5]   A Comparison of Single Channel Fetal ECG Extraction Methods [J].
Behar, Joachim ;
Johnson, Alistair ;
Clifford, Gari D. ;
Oster, Julien .
ANNALS OF BIOMEDICAL ENGINEERING, 2014, 42 (06) :1340-1353
[6]  
De Moor B., 1997, Journal A, V38, P4
[7]  
Hasan M. A., 2009, Journal of Software Engineering and Applications, V2, P330, DOI 10.4236/jsea.2009.25043
[8]   Fast and robust fixed-point algorithms for independent component analysis [J].
Hyvärinen, A .
IEEE TRANSACTIONS ON NEURAL NETWORKS, 1999, 10 (03) :626-634
[9]   Fetal ECG Extraction from Multichannel Abdominal ECG Recordings for Health Monitoring During Labor [J].
Ionescu, Viorel .
9TH INTERNATIONAL CONFERENCE INTERDISCIPLINARITY IN ENGINEERING, INTER-ENG 2015, 2016, 22 :682-689
[10]   Fetal ECG extraction from single-channel maternal ECG using singular value decomposition [J].
Kanjilal, PP ;
Palit, S ;
Saha, G .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 1997, 44 (01) :51-59