Year 2018, Volume 39, Issue 1, Pages 294 - 302 2018-03-22

Analysis and Extraction of Fetal Electrocardiogram Signal with Adaptive Filtering Using Differential Evolution Algorithm
Diferansiyel Gelişim Algoritması Kullanılarak Adaptif Süzgeçleme ile Fetal Elektrokardiyogram İşaretinin Çıkarılması ve İncelenmesi

Serdar KOCKANAT [1] , Serkan KOCKANAT [2]

173 274

Recent studies have demonstrated the advantages of fetal electrocardiogram (ECG) extraction and analysis. In this study, a new approach is proposed for fetal ECG signal extraction using differential evolution algorithm and adaptive filtering. The results obtained by the proposed approach are compared with the result of the adaptive method based on the least mean square method in the literature. According to the obtained results, the proposed approach gives better results in terms of fetal ECG signal extraction.

Son yıllarda yapılan çalışmalar fetal elektrokardiyogram (ECG) işaretinin elde edilmesinin ve incelenmesinin sağladığı avantajları göstermektedir. Bu çalışmada, diferansiyel gelişim algoritması ve adaptif süzgeçleme kullanılarak fetal EKG işaretinin çıkarımı için yeni bir yaklaşım önerilmiştir. Önerilen yaklaşım ile elde edilen sonuçlar literatürde en küçük ortalama kareler metoduna dayanan adaptif metodun sonucu ile karşılaştırılmıştır. Elde edilen sonuçlara göre önerilen yaklaşım fetal EKG işaretini elde etme açısından daha iyi sonuç vermektedir.

  • [1]. Barold S.S. Willem Einthoven and the Birth of Clinical Electrocardiography a Hundred Years Ago. Cardiac Electrophysiology Review, 7 (2003) 99-104.
  • [2]. Jia W., Yang C., Zhong G., Zhou M., Wu S. Fetal ECG extraction based on adaptive linear neural network. In:3rd International Conference on Biomedical Engineering and Informatics, Yantai, China,16–18 October 2010, pp.889-902.
  • [3]. Wu S., Shen Y., Zhou Z., Lin L., Zeng Y., Gao X. Research of fetal ECG extraction using wavelet analysis and adaptive filtering. Computers in Biology and Medicine, 43 (2013) 1622-7.
  • [4]. Congenital Heart Defects in Children Fact Sheet, American Heart Association 2008. [Online]. Available: http://www.americanheart.org/children.
  • [5]. Lathauwer L.D., Moor B.D., Vandewalle J. Fetal electrocardiogram extraction by blind source subspace separation. IEEE Trans. Biomed. Eng., 47 (2000) 567-572.
  • [6]. Ahmadieh H., Asl B.M. Fetal ECG extraction via Type-2 adaptive neuro-fuzzy inference systems. Computer Methods and Programs in Biomedicine, 142 (2017) 101-8.
  • [7]. Poungponsri S., Yu X-H. An adaptive filtering approach for electrocardiogram (ECG) signal noise reduction using neural networks. Neurocomputing, 117 (2013) 206-13.
  • [8]. Wei Z., Xueyun W., Jian ZJ., Hongxing L. Noninvasive fetal ECG estimation using adaptive comb filter. Computer Methods and Programs in Biomedicine, 112 (2013) 125-34. [9]. Martinek R., Kahankova R., Nazeran H., Konency J., Jezewski J., Janku P., Bilik P., Zidek J., Nedoma J., Fajkus M. Non-Invasive Fetal Monitoring: A Maternal Surface ECG Electrode Placement-Based Novel Approach for Optimization of Adaptive Filter Control Parameters Using the LMS and RLS Algorithms. Sensors, 17 (2017) 1-31.
  • [10]. Jagannath D.J., Selvakumar A.I., Issues and research on foetal electrocardiogram signal elicitation. Biomedical Signal Processing and Control, 10 (2014) 224-44.
  • [11]. Puthusserypady S., Extraction of fetal electrocardiogram using H(infinity) adaptive algorithms. Med. Biol. Eng. Comput., 45 (2007) 927-937.
  • [12]. Al-Zaben A., Al-Smadi A. Extraction of foetal ECG by combination of singular value decomposition and neuro-fuzzy inference system. Phys. Med. Biol., 51 (2006) 137-143.
  • [13]. Camps-Valls G., Martı́nez-Sober M., Soria-Olivas E., Magdalena-Benedito R., Calpe-Maravilla J., Guerrero-Martı́nez J. Foetal ECG recovery using dynamic neural networks. Artif. Intell. Med., 31 (2004) 197-209.
  • [14]. Khamene A., Negahdaripour Sh. A new method for the extraction of fetal ECG from the composite abdominal signal. IEEE Trans. Biomed. Eng., 47 (2000) 507-516.
  • [15]. Niknazar M., Rivet B., Jutten C. Fetal ECG extraction by extended state Kalman filtering based on single-channel recordings IEEE Trans. Biomed. Eng., 60 (2013) 1345-1352.
  • [16]. Assaleh K., Extraction of fetal electrocardiogram using adaptive neuro-fuzzy inference systems. IEEE Trans. Biomed. Eng., 54 (2007) 59-68.
  • [17]. Senim Y., Atasoy A., Performance evaluation of nonparametric ICA algorithm for fetal ECG extraction. Turk. J. Electr. Eng. Comput. Sci., 19 (2011) 657-666.
  • [18]. Najafabadi F.S., Zahedi E., Mohd Ali M.A., Fetal heart rate monitoring based on independent component analysis. Comput. Biol. Med., 36 (2006) 241-252.
  • [19]. Storn R., Price K., Differential Evolution – A simple and efficient heuristic for global optimization over continuous spaces. J. Global Optim., 11 (1997) 341-359.
  • [20]. Lathauwer L., Daisy: Database for the Identification of Systems: Biomedical Systems. http://homes.esat.kuleuven.be/~smc/daisy, 2000-10-10/2011-3-8.
Primary Language en
Subjects Basic Sciences
Journal Section Engineering Sciences
Authors

Author: Serdar KOCKANAT (Primary Author)

Author: Serkan KOCKANAT

Bibtex @research article { csj407424, journal = {Cumhuriyet Science Journal}, issn = {2587-2680}, eissn = {2587-246X}, address = {Cumhuriyet University}, year = {2018}, volume = {39}, pages = {294 - 302}, doi = {10.17776/csj.407424}, title = {Analysis and Extraction of Fetal Electrocardiogram Signal with Adaptive Filtering Using Differential Evolution Algorithm}, key = {cite}, author = {KOCKANAT, Serdar and KOCKANAT, Serkan} }
APA KOCKANAT, S , KOCKANAT, S . (2018). Analysis and Extraction of Fetal Electrocardiogram Signal with Adaptive Filtering Using Differential Evolution Algorithm. Cumhuriyet Science Journal, 39 (1), 294-302. DOI: 10.17776/csj.407424
MLA KOCKANAT, S , KOCKANAT, S . "Analysis and Extraction of Fetal Electrocardiogram Signal with Adaptive Filtering Using Differential Evolution Algorithm". Cumhuriyet Science Journal 39 (2018): 294-302 <http://dergipark.org.tr/csj/issue/36110/407424>
Chicago KOCKANAT, S , KOCKANAT, S . "Analysis and Extraction of Fetal Electrocardiogram Signal with Adaptive Filtering Using Differential Evolution Algorithm". Cumhuriyet Science Journal 39 (2018): 294-302
RIS TY - JOUR T1 - Analysis and Extraction of Fetal Electrocardiogram Signal with Adaptive Filtering Using Differential Evolution Algorithm AU - Serdar KOCKANAT , Serkan KOCKANAT Y1 - 2018 PY - 2018 N1 - doi: 10.17776/csj.407424 DO - 10.17776/csj.407424 T2 - Cumhuriyet Science Journal JF - Journal JO - JOR SP - 294 EP - 302 VL - 39 IS - 1 SN - 2587-2680-2587-246X M3 - doi: 10.17776/csj.407424 UR - https://doi.org/10.17776/csj.407424 Y2 - 2017 ER -
EndNote %0 Cumhuriyet Science Journal Analysis and Extraction of Fetal Electrocardiogram Signal with Adaptive Filtering Using Differential Evolution Algorithm %A Serdar KOCKANAT , Serkan KOCKANAT %T Analysis and Extraction of Fetal Electrocardiogram Signal with Adaptive Filtering Using Differential Evolution Algorithm %D 2018 %J Cumhuriyet Science Journal %P 2587-2680-2587-246X %V 39 %N 1 %R doi: 10.17776/csj.407424 %U 10.17776/csj.407424
ISNAD KOCKANAT, Serdar , KOCKANAT, Serkan . "Analysis and Extraction of Fetal Electrocardiogram Signal with Adaptive Filtering Using Differential Evolution Algorithm". Cumhuriyet Science Journal 39 / 1 (March 2018): 294-302. https://doi.org/10.17776/csj.407424