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一種基于自相關(guān)和平均模差算法的胎兒心率提取方法

A developed FHR detection algorithm based on autocorrelation and CMDF method

作者: 王群  張志強(qiáng)  劉志文 
單位:                      北京理工大學(xué)信息與電子學(xué)院(北京100081)        
關(guān)鍵詞:                     胎心率;多普勒超聲;自相關(guān);累計(jì)平均標(biāo)準(zhǔn)模差          
分類號:
出版年·卷·期(頁碼):2014·33·6(598-602)
摘要:

           目的 胎兒心率是判斷孕期胎兒健康狀況的一項(xiàng)重要指標(biāo),使用超聲多普勒測量胎心率是常用的無創(chuàng)方法。其中,自相關(guān)算法是常用的測量胎心率的算法,但是其抗噪性差,容易出錯(cuò)。方法 本文提出一種基于自相關(guān)與平均標(biāo)準(zhǔn)模差相結(jié)合的新算法,先通過自相關(guān)函數(shù)突顯其周期性,然后用累計(jì)平均標(biāo)準(zhǔn)模差函數(shù)提取準(zhǔn)確周期,最后通過使用該算法處理模擬器數(shù)據(jù)和臨床數(shù)據(jù),驗(yàn)證其精確度和抗噪性。結(jié)果 相比滑動(dòng)窗算法,基于自相關(guān)和平均標(biāo)準(zhǔn)模差的算法具有更高的精確度和抗噪性。結(jié)論 改進(jìn)后的算法可以有效計(jì)算出胎心率值。    

       Objective Doppler ultrasound monitors are commonly used to measure fetal heart rate (FHR) in routine screenings. One common method to acquire FHR is autocorrelation algorithm, yet it is more prone to noise and thus cannot get the accurate FHR sometimes. Methods We proposed a developed algorithm based on autocorrelation and cumulative mean normalized difference function (CMDF), along with a noise tolerant improvement using a mixture of synthetic and real fetal heart data in order to quantify its accuracy and robustness in the presence of the signal from an ultrasound probe. Results Our proposed approach achieved higher accuracy and robustness compared to the sliding window approach. Conclusions This developed algorithm can calculate accurate fetal heart rate effectively.

參考文獻(xiàn):

           [1]朱彩紅.胎心率基線變異減弱或消失與產(chǎn)婦分娩方式及新生兒結(jié)局的臨床研究[J]. 中國醫(yī)藥導(dǎo)報(bào), 2014, 11( 18):74-77. Zhu Caihong. Clinical research of Baseline fetal heart rate variability decreased or dis-appeared for delivery and pregnancy outcomes[J]. China Medical Herald, 2014, 11( 18):74-77. [2]孫軼文.妊娠期內(nèi)胎心監(jiān)護(hù)胎動(dòng)與胎兒宮內(nèi)窘迫[J].中國當(dāng)代醫(yī)藥, 2012,19(7):182,184. [3]Ungureanu M, Bergmans WM, Mischi M, et al. Improved method for fetal heart rate monitoring[C]. Shanghai, China: IEEE Int’l Conference On Engineering in Medicine and Biology 27th Annual Conference, 2005: 5916-5919. [4]Wong-Lam HW, Naley M. A robust and accurate algorithm for time measurements of periodic signals based on correlation techniques[J]. IEEE Trans Instrumentation and Measurement, 2001, 50(5): 1181-1189. [5]Peters C, Nroeke E, Andriessen P, et al. Beat-to-beat detection of fetal heart rate: Doppler ultrasound cardiotocography compared to direct ECG cardiotocography in time and frequency domain[J]. Journal of Physiological Measurement, 2004,25: 585-593. [6]Chang Su Lee, Martin Masek, Chiou Peng Lam. Towards higher accuracy and better noise-tolerance for fetal heart rate monitoring using Doppler ultrasound[C]. TENCON 2009-2009 IEEE Region 10 Conference, Singapore: 2009: 1-6. [7]Roj D, Fuchs T, Przybyla T,et al The influence of window size of autocorrelation function on fetal heart rate variability measurement using the Doppler ultrasound signal[J]. Journal of Medical Informatics and Technologies, 2008, 12: 111-116. [8]de Cheveigne A, Kawahara H. YIN, a fundamental frequency estimator for speech and music[J]. Journal of the Acoustical Society of America, 2002, 111(4): 1917-1930. [9]Ibrahimy MI, Ahmed F, Ali MAM, et al. Real-time signal processing for fetal heart rate monitoring[J]. IEEE Trans Biomedical Engineering, 2003,50(2): 258-262. [10]Jezewski J, Wrobel J, Horoba K. Comparison of Doppler ultra-sound and direct electrocardiography acquisition techniques for quanti-fication of fetal heart variability[J]. IEEE Trans Biomed Eng, 2006,53(5): 855-864. [11]Voicu I, Kouame D, Fournier-Massignan M, et al. Estimating fetal heart rate from multiple ultrasound signals[J]. Proc of the Int Conf on Advancements of Medicine and Health Care through Technology, 2009 26: 185-190.    

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