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Single Channel Fetal ECG Detection Using LMS and RLS Adaptive Filters 被引量:1

Single Channel Fetal ECG Detection Using LMS and RLS Adaptive Filters
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摘要 ECG is an important tool for the primary diagnosis of heart diseases,which shows the electrophysiology of the heart.In our method,a single maternal abdominal ECG signal is taken as an input signal and the maternal P-QRS-T complexes of original signal is averaged and repeated and taken as a reference signal.LMS and RLS adaptive filters algorithms are applied.The results showed that the fetal ECGs have been successfully detected.The accuracy of Daisy database was up to 84% of LMS and 88%of RLS while PhysioN et was up to 98% and 96% for LMS and RLS respectively. ECG is an important tool for the primary diagnosis of heart diseases, which shows the electrophysiology of the heart. In our method, a single maternal abdominal ECG signal is taken as an input signal and the maternal P-QRS-T complexes of original signal is averaged and repeated and taken as a reference signal. LMS and RL5 adaptive filters algorithms are applied. The results showed that the fetal ECGs have been successfully detected. The accuracy of Daisy database was up to 84% of LM5 and 88% of RLS while PhysioNet was up to 98% and 96% for LMS and RLS respectively.
出处 《Chinese Journal of Biomedical Engineering(English Edition)》 CSCD 2015年第4期166-178,共13页 中国生物医学工程学报(英文版)
关键词 信号检测 自适应滤波器 RLS LMS 心电图 胎儿 单通道 自适应滤波算法 single channel fetal ECG maternal ECG pan Tompkins adaptive filters
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  • 1Khandpur RS. Handbook of biomedical instrumentation[M]. 2nd ed. New Delhi: Tata McGraw-Hill Publishing Co.Ltd., 1992.
  • 2Castillo E. Efficient wavelet-based ECG processing for single-lead FHR extraction [J]. Digital Signal Processing, 2013,23(6): 1897-1909.
  • 3Zheng Wei. Single-lead fetal electrocardiogram estimation by means of combining R-peak detection, resampling and comb filter[J]. Medical Engineering & Physics, 2010,32(7): 708-719.
  • 4Arias-Ortega R. Single channel abdominal ECG algorithm for real-time maternal and fetal heart rate monitoring[J]. Revista Mexicana de Ingenieria Biom6dica, 2010,31 (2): 111-118.
  • 5Algunaidi MMS, Ali MAM, Islam MF. Evaluation of an improved algorithm for fetal QRS detection[J]. Internation~d Journal of the Physical Sciences, 2011,6(2): 213-220.
  • 6Shashi Kala Nagarkoti, Balraj Singh, Kaushik BK. An improved threshold free algorithm for maternal and fetal hearl rate detection[J]. IJCA Special Issue on Evolution in Networks and Computer Communications, 2011 (1):33-38.
  • 7Pan Jiapu, Tompkins WJ. A real-time QRS detection algorithm[J]. IEEE Transactions on Biomedical Engineering, 1985(3): 230-236.
  • 8Tompkins WJ. Biomedical digital signal processing[M]. New York: Prentice Hall, 1993.
  • 9Narayana KVL, and A. Bhujanga Rao. Wavelet based QRS detection in ECG using MATLAB[J]. Innovative Systems Design and Engineering, 2011,2(7): 60-69.
  • 10De Moor B. Database for the identification of systems (DaiSy) [EB/0L]. [2008-02-22]. http://homes.esat.kuleuven. be/~smc/daisy.

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