NOISE CANCELLATION IN UNSHIELDED MAGNETOCARDIOGRAPHY BASED ON LEAST-MEAN-SQUARED ALGORITHM AND GENETIC ALGORITHM

被引:0
|
作者
Tiporlini, Valentina [1 ]
Nguyen, Hoang N. [1 ]
Alameh, Kamal [1 ]
机构
[1] Edith Cowan Univ, Elect Sci Res Inst, Joondalup, WA, Australia
来源
NANOSYSTEMS-PHYSICS CHEMISTRY MATHEMATICS | 2013年 / 4卷 / 03期
关键词
Magnetocardiography; adaptive noise cancellation; Least-Mean-Squared algorithm; genetic algorithms;
D O I
暂无
中图分类号
TB3 [工程材料学];
学科分类号
0805 ; 080502 ;
摘要
This paper discusses adaptive noise cancellation in magnetocardiographic systems within unshielded environment using two algorithms, namely, the Least-Mean-Squared (LMS) algorithm and the Genetic Algorithm (GA). Simulation results show that the GA algorithm outperforms the LMS algorithm in extracting a weak heart signal from a much-stronger magnetic noise, with a signal-to-noise ratio (SNR) of -35.8 dB. The GA algorithm displays an improvement in SNR of 37.4 dB and completely suppresses the noise sources at 60Hz and at low frequencies; while the LMS algorithm exhibits an improvement in SNR of 33 dB and noisier spectrum at low frequencies. The GA algorithm is shown to be able to recover a heart signal with the QRS and T features being easily extracted. On the other hand, the LMS algorithm can also recover the input signal, however, with a lower SNR improvement and noisy QRS complex and T wave.
引用
收藏
页码:417 / 424
页数:8
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