Real-time fetal heart monitoring in biomagnetic measurements using adaptive real-time ICA

被引:7
|
作者
Waldert, Stephan [1 ]
Bensch, Michael
Bogdan, Martin
Rosenstiel, Wolfgang
Schoelkopf, Bernhard
Lowery, Curtis L.
Eswaran, Hari
Preissl, Hubert
机构
[1] Univ Tubingen, MEG Ctr, D-72076 Tubingen, Germany
[2] Univ Tubingen, Dept Comp Engn, D-72076 Tubingen, Germany
[3] Univ Leipzig, Dept Comp Engn, D-04109 Leipzig, Germany
[4] Max Planck Inst Biol Cybernet, D-72076 Tubingen, Germany
[5] Univ Arkansas Med Sci, Dept Obstet & Gynecol, Little Rock, AR 72205 USA
关键词
adaptive; clustering; fetal; independent component analysis; magnetoencephalography; real-time systems;
D O I
10.1109/TBME.2007.895749
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Electrophysiological signals of the developing fetal brain and heart can be investigated by fetal magnetoencephalography (fMEG). During such investigations, the fetal heart activity and that of the mother should be monitored continuously to provide an important indication of current well-being. Due to physical constraints of an fMEG system, it is not possible to use clinically established heart monitors for this purpose. Considering this constraint, we developed a real-time heart monitoring system for biomagnetic measurements and showed its reliability and applicability in research and for clinical examinations. The developed system consists of real-time access to fMEG data, an algorithm based on Independent Component Analysis (ICA), and a graphical user interface (GUI). The algorithm extracts the current fetal and maternal heart signal from a noisy and artifact-contaminated data stream in real-time and is able to adapt automatically to continuously varying environmental parameters. This algorithm has been named Adaptive Real-time ICA (ARICA) and is applicable to real-time artifact removal as well as to related blind signal separation problems.
引用
收藏
页码:1867 / 1874
页数:8
相关论文
共 50 条
  • [1] Real-time coil position monitoring system for biomagnetic measurements
    Oyama, Daisuke
    Adachi, Yoshiaki
    Higuchi, Masanori
    Kawai, Jun
    Kobayashi, Koichiro
    Uehara, Gen
    SUPERCONDUCTIVITY CENTENNIAL CONFERENCE 2011, 2012, 36 : 280 - 285
  • [2] Real-time signal processing for fetal heart rate monitoring
    Ibrahimy, MI
    Ahmed, F
    Ali, MAM
    Zahedi, E
    IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2003, 50 (02) : 258 - 262
  • [3] HEART: Gemini North Adaptive Optics (GNAO) Real-time Controller using the Herzberg Extensible Adaptive Real-time Toolkit (HEART)
    Dunn, Jennifer
    Kerley, Dan
    Smith, Malcolm
    Chapin, Ed
    Stocks, Jon
    Mueller, Lianne
    Gamroth, Darryl
    Jackson, Kate
    Veran, Jean-Pierre
    ADAPTIVE OPTICS SYSTEMS VIII, 2022, 12185
  • [4] REAL-TIME MONITORING
    BLACKBUM, JP
    INTENSIVE CARE MEDICINE, 1979, 5 (03) : 158 - 158
  • [5] REAL-TIME MONITORING
    Thayer, Ann M.
    CHEMICAL & ENGINEERING NEWS, 2014, 92 (47) : 8 - 12
  • [6] An adaptive, real-time, traffic monitoring system
    Tomás Rodríguez
    Narciso García
    Machine Vision and Applications, 2010, 21 : 555 - 576
  • [7] Real-Time Adaptive Algorithm for Resource Monitoring
    Andreolini, Mauro
    Colajanni, Michele
    Pietri, Marcello
    Tosi, Stefania
    2013 9TH INTERNATIONAL CONFERENCE ON NETWORK AND SERVICE MANAGEMENT (CNSM), 2013, : 67 - 74
  • [8] An adaptive, real-time, traffic monitoring system
    Rodriguez, Tomas
    Garcia, Narciso
    MACHINE VISION AND APPLICATIONS, 2010, 21 (04) : 555 - 576
  • [9] FETAL MEASUREMENTS MADE BY INEXPERIENCED OPERATORS USING REAL-TIME SCANNER
    DUNCAN, AW
    BRITISH MEDICAL JOURNAL, 1981, 283 (6289): : 503 - 503
  • [10] An Adaptive Real-Time Method for Fetal Heart Rate Extraction Based on Phonocardiography
    Yang, Kai
    Jiang, Hanjun
    Dong, Jingjing
    Zhang, Chun
    Wang, Zhihua
    2012 IEEE BIOMEDICAL CIRCUITS AND SYSTEMS CONFERENCE (BIOCAS): INTELLIGENT BIOMEDICAL ELECTRONICS AND SYSTEM FOR BETTER LIFE AND BETTER ENVIRONMENT, 2012, : 356 - 359