In this paper a new noninvasive method is proposed for automated estimation of fetal cardiac intervals from Doppler Ultrasound (DUS) signal and fetal electrocardiogram (fECG) as a reference. The proposed method is based on a combination of Wavelet analysis and hybrid Support Vector Machines- Hidden Markov Models (SVM/HMM). This method provides automated beat by beat identification of cardiac valves' opening and closing which are used to estimate the fetal cardiac intervals. The range of these intervals in different gestational age from 16 to 41 weeks was evaluated in this study. The correlation between beat to beat intervals was also investigated. Results show a significant negative correlation between Pre-Ejection Period (PEP) and Ventricular Ejection Time (VET) (r = -0.61, p < 0.0001), a positive correlation between VET and Systolic Time Interval (STI) (r = 0.51, p < 0.0001) and a significant correlation between PEP and Isovolumic Contraction Time (ICT) (r = 0.67, p < 0.0001).
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Technion Israel Inst Technol, Fac Med, Rambam Med Ctr, Dept Obstet & Gynecol, IL-31096 Haifa, IsraelTechnion Israel Inst Technol, Fac Med, Rambam Med Ctr, Dept Obstet & Gynecol, IL-31096 Haifa, Israel
Goldstein, I
Makhoul, IR
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机构:Technion Israel Inst Technol, Fac Med, Rambam Med Ctr, Dept Obstet & Gynecol, IL-31096 Haifa, Israel
Makhoul, IR
Nisman, D
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机构:Technion Israel Inst Technol, Fac Med, Rambam Med Ctr, Dept Obstet & Gynecol, IL-31096 Haifa, Israel
Nisman, D
Tamir, A
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机构:Technion Israel Inst Technol, Fac Med, Rambam Med Ctr, Dept Obstet & Gynecol, IL-31096 Haifa, Israel
Tamir, A
Escalante, G
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机构:Technion Israel Inst Technol, Fac Med, Rambam Med Ctr, Dept Obstet & Gynecol, IL-31096 Haifa, Israel
Escalante, G
Itskovitz-Eldor, J
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机构:Technion Israel Inst Technol, Fac Med, Rambam Med Ctr, Dept Obstet & Gynecol, IL-31096 Haifa, Israel
机构:
Technion Israel Inst Technol, Rappaport Fac Med, IL-3200003 Hefa, Israel
RAMBAM Hlth Care Campus Israel, Dept Ob Gyn, IL-3109601 Hefa, IsraelTechnion Israel Inst Technol, Rappaport Fac Med, IL-3200003 Hefa, Israel
Khatib, Nizar
Bronshtein, Moshe
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Univ Haifa, Fac Social Welf & Hlth Sci, IL-3200003 Hefa, IsraelTechnion Israel Inst Technol, Rappaport Fac Med, IL-3200003 Hefa, Israel
Bronshtein, Moshe
Bachar, Gal
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RAMBAM Hlth Care Campus Israel, Dept Ob Gyn, IL-3109601 Hefa, IsraelTechnion Israel Inst Technol, Rappaport Fac Med, IL-3200003 Hefa, Israel
Bachar, Gal
Beloosesky, Ron
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Technion Israel Inst Technol, Rappaport Fac Med, IL-3200003 Hefa, Israel
RAMBAM Hlth Care Campus Israel, Dept Ob Gyn, IL-3109601 Hefa, IsraelTechnion Israel Inst Technol, Rappaport Fac Med, IL-3200003 Hefa, Israel
Beloosesky, Ron
Ginsberg, Yuval
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Technion Israel Inst Technol, Rappaport Fac Med, IL-3200003 Hefa, Israel
RAMBAM Hlth Care Campus Israel, Dept Ob Gyn, IL-3109601 Hefa, IsraelTechnion Israel Inst Technol, Rappaport Fac Med, IL-3200003 Hefa, Israel
Ginsberg, Yuval
Zmora, Osnat
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Tel Aviv Univ, Sackler Sch Med, IL-6997801 Tel Aviv, IsraelTechnion Israel Inst Technol, Rappaport Fac Med, IL-3200003 Hefa, Israel
Zmora, Osnat
Weiner, Zeev
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Technion Israel Inst Technol, Rappaport Fac Med, IL-3200003 Hefa, Israel
RAMBAM Hlth Care Campus Israel, Dept Ob Gyn, IL-3109601 Hefa, IsraelTechnion Israel Inst Technol, Rappaport Fac Med, IL-3200003 Hefa, Israel
Weiner, Zeev
Gover, Ayala
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Carmel Med Ctr, Neonatal Intens Care Unit, IL-3200003 Hefa, IsraelTechnion Israel Inst Technol, Rappaport Fac Med, IL-3200003 Hefa, Israel