Robust adaptive fetal heart rate estimation for single-channel abdominal ECG recording
Although doppler ultrasound is now routinely applied to the detection of fetal heart rate (FHR) for the assessment of perinatal fetal well-being, it is unsuitable for long-term at-home monitoring due to its transmission of ultrasound beam directly to the fetal heart and the requirement of frequent r...
Saved in:
Published in | 2012 5th International Conference on Biomedical Engineering and Informatics pp. 587 - 591 |
---|---|
Main Authors | , , , |
Format | Conference Proceeding |
Language | English |
Published |
IEEE
01.10.2012
|
Subjects | |
Online Access | Get full text |
Cover
Loading…
Abstract | Although doppler ultrasound is now routinely applied to the detection of fetal heart rate (FHR) for the assessment of perinatal fetal well-being, it is unsuitable for long-term at-home monitoring due to its transmission of ultrasound beam directly to the fetal heart and the requirement of frequent repositioning the ultrasound probe. As a non-invasive diagnostic tool, fetal Electrocardiogram (FECG) recorded on the maternal abdominal wall enables long-term at-home monitoring during both pregnancy and delivery. However, the abdominal FECG possesses a very low signal-to-noise ratio (SNR), in which the maternal ECG (MECG) represents an predominant source of interference. This study focuses on the detection of FHR from abdominal ECG recordings for the application of portable household fetal monitoring. Considering the MECG exhibiting apparently morphological characteristics in time domain, the MECG is first described with a nonlinear dynamical space model. An adaptive strong tracking Kalman filtering algorithm is then proposed to deal with the time-varying impulsive noise like FECG and electromyogram and the nonlinearity of the dynamical model in the approaching of MECG from a single channel abdominal ECG recording. Finally, the FHR can be efficiently obtained by subtracting MECG from the abdominal recoding. Experimental results on both synthetic and realistic abdominal ECG recordings show that the proposed adaptive robust modelbased FHR detection method outperforms the other singlechannel model-based methods and is suitable for the application of portable at-home FHR monitoring due to its low computational complexity and its simple lead configuration. |
---|---|
AbstractList | Although doppler ultrasound is now routinely applied to the detection of fetal heart rate (FHR) for the assessment of perinatal fetal well-being, it is unsuitable for long-term at-home monitoring due to its transmission of ultrasound beam directly to the fetal heart and the requirement of frequent repositioning the ultrasound probe. As a non-invasive diagnostic tool, fetal Electrocardiogram (FECG) recorded on the maternal abdominal wall enables long-term at-home monitoring during both pregnancy and delivery. However, the abdominal FECG possesses a very low signal-to-noise ratio (SNR), in which the maternal ECG (MECG) represents an predominant source of interference. This study focuses on the detection of FHR from abdominal ECG recordings for the application of portable household fetal monitoring. Considering the MECG exhibiting apparently morphological characteristics in time domain, the MECG is first described with a nonlinear dynamical space model. An adaptive strong tracking Kalman filtering algorithm is then proposed to deal with the time-varying impulsive noise like FECG and electromyogram and the nonlinearity of the dynamical model in the approaching of MECG from a single channel abdominal ECG recording. Finally, the FHR can be efficiently obtained by subtracting MECG from the abdominal recoding. Experimental results on both synthetic and realistic abdominal ECG recordings show that the proposed adaptive robust modelbased FHR detection method outperforms the other singlechannel model-based methods and is suitable for the application of portable at-home FHR monitoring due to its low computational complexity and its simple lead configuration. |
Author | Liu, Qilie Li, Guojun Zeng, Xiaoping Zhou, Xiaona |
Author_xml | – sequence: 1 givenname: Guojun surname: Li fullname: Li, Guojun organization: College of Communication Engineering, Chongqing University, Chongqing China 400044 – sequence: 2 givenname: Xiaoping surname: Zeng fullname: Zeng, Xiaoping organization: College of Communication Engineering, Chongqing University, Chongqing China 400044 – sequence: 3 givenname: Xiaona surname: Zhou fullname: Zhou, Xiaona organization: Chongqing Communication Institute, Chongqing China 400035 – sequence: 4 givenname: Guojun surname: Li fullname: Li, Guojun email: lgjsw@126.com organization: Chongqing Communication Institute, Chongqing China 400035 – sequence: 5 givenname: Qilie surname: Liu fullname: Liu, Qilie organization: Chongqing University of Posts and Telecomunications, Chongqing China 400065 |
BookMark | eNo1kFFLwzAUhSMq6GZ_gPiSP9B609SkedTSzcFEkOHruGtuXKRLRxoF_70F59PhwPkOhzNjF2EIxNitgEIIMPdPL-2qKEGUhXoQUhh5xmaiUloKUVf6nGVG1_9ewhXLxvETACZWTfg1e38bdl9j4mjxmPw3cUcJe74njIlHTMRpTP6AyQ-BuyHy0YePnvJujyFQz3Fnh4MPE9I2Sx6pG6KdEjfs0mE_UnbSOdss2k3znK9fl6vmcZ17AyknoywoBc5ZBNcpXUmqOwtGy9I4Uk6gRgKtOgl1haXGjqzT1tVKgwUp5-zur9YT0fYYp6HxZ3t6Qv4CcZ1Ufg |
ContentType | Conference Proceeding |
DBID | 6IE 6IL CBEJK RIE RIL |
DOI | 10.1109/BMEI.2012.6513193 |
DatabaseName | IEEE Electronic Library (IEL) Conference Proceedings IEEE Xplore POP ALL IEEE Xplore All Conference Proceedings IEEE Electronic Library (IEL) IEEE Proceedings Order Plans (POP All) 1998-Present |
DatabaseTitleList | |
Database_xml | – sequence: 1 dbid: RIE name: IEEE Electronic Library (IEL) url: https://proxy.k.utb.cz/login?url=https://ieeexplore.ieee.org/ sourceTypes: Publisher |
DeliveryMethod | fulltext_linktorsrc |
EISBN | 1467311847 1467311820 9781467311847 9781467311823 |
EndPage | 591 |
ExternalDocumentID | 6513193 |
Genre | orig-research |
GroupedDBID | 6IE 6IF 6IK 6IL 6IN AAJGR AAWTH ADFMO ALMA_UNASSIGNED_HOLDINGS BEFXN BFFAM BGNUA BKEBE BPEOZ CBEJK IEGSK IERZE OCL RIE RIL |
ID | FETCH-LOGICAL-i90t-e96d0660ffda0fc6743e8cd097329fe6f1a7ae076c3084a27acedf7df8670d033 |
IEDL.DBID | RIE |
ISBN | 9781467311830 1467311839 |
IngestDate | Wed Sep 03 07:09:40 EDT 2025 |
IsPeerReviewed | false |
IsScholarly | false |
Language | English |
LinkModel | DirectLink |
MergedId | FETCHMERGED-LOGICAL-i90t-e96d0660ffda0fc6743e8cd097329fe6f1a7ae076c3084a27acedf7df8670d033 |
PageCount | 5 |
ParticipantIDs | ieee_primary_6513193 |
PublicationCentury | 2000 |
PublicationDate | 2012-Oct. |
PublicationDateYYYYMMDD | 2012-10-01 |
PublicationDate_xml | – month: 10 year: 2012 text: 2012-Oct. |
PublicationDecade | 2010 |
PublicationTitle | 2012 5th International Conference on Biomedical Engineering and Informatics |
PublicationTitleAbbrev | BMEI |
PublicationYear | 2012 |
Publisher | IEEE |
Publisher_xml | – name: IEEE |
SSID | ssj0001106109 |
Score | 1.5138047 |
Snippet | Although doppler ultrasound is now routinely applied to the detection of fetal heart rate (FHR) for the assessment of perinatal fetal well-being, it is... |
SourceID | ieee |
SourceType | Publisher |
StartPage | 587 |
SubjectTerms | Adaptation models Dynamical space model ECG model Electrocardiography Fetal heart rate Fetal heart rate (FHR) Filtering Interference Kalman filters Mathematical models Monitoring Noise Recording Single Channel Strong tracking Kalman filter |
Title | Robust adaptive fetal heart rate estimation for single-channel abdominal ECG recording |
URI | https://ieeexplore.ieee.org/document/6513193 |
hasFullText | 1 |
inHoldings | 1 |
isFullTextHit | |
isPrint | |
link | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV3PS8MwFA7bTp5UNvE3OXg0Xbp0SXt1bE5hIjJlt5E2LyCOdsz24l9vXtptKB68tSWU9L3Q9_Lyvu8j5Ca0iTQhDBnXA8EiE8YsFhxYhNEcVAbWaxHMnuT0NXpcDBctcrvDwgCAbz6DAC_9Wb4psgpLZX05DN2KEW3Sdhu3Gqu1r6fg3oYnHrsllQgx8m8pnZr77ammG9a_m40fsLFrEDQv_aGu4oPL5JDMttOqe0o-gqpMg-zrF2Pjf-d9RHp7GB993gWoY9KCvEveXoq0-iypNnqNvzpqweXfFIWtS4q8ERR5N2pAI3UZLcViwgoYIoRzWFGdmsILgdHx6J7WNR43okfmk_F8NGWNuAJ7T3jJwLnIZRvcWqO5zRCKAHFmPHlPYkHaUCsNXMlM8DjSA6UzMFYZG0vFDRfihHTyIodTQi2PRKqU-xaXnOk4cQYXWtrEpT6ojJWckS6aZLmu6TOWjTXO_358QQ7QLXW_3CXplJsKrlzcL9Nr7_Bv4e2pHw |
linkProvider | IEEE |
linkToHtml | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV3PT4MwFG7mPOhJzWb8bQ8eLSsrtHB12dx0LMZMs9tS6GtiXMaicPGvty1si8aDNyANKa-E9_H6vu9D6MbXMVc-hITKLiOB8iMSMQoksNkcRAbaeREkEz58CR5m4ayBbjdcGABwzWfg2UO3l6_yrLSlsg4PffPGsB20a_J-6FdsrW1Fxf7d0Nixt7hgvs39a1Gn-ny9r2mGde6S_si2dnW9-rY__FVcehkcoGQ9saqr5N0ri9TLvn5pNv535oeovSXy4adNijpCDVi20OtznpafBZZKruzHDmswCBxba-sCW-UIbJU3KkojNpgW23LCAojlCC9hgWWqcmcFhvu9e1xVecyINpoO-tPekNT2CuQtpgUBs0gGb1CtlaQ6s2QEiDLl5HtiDVz7UkiggmeMRoHsCpmB0kLpiAuqKGPHqLnMl3CCsKYBS4Uwz2LgmYxiE3AmuY4N-LHeWPEpatmQzFeVgMa8jsbZ35ev0d5wmozn49Hk8Rzt2yWquucuULP4KOHSoIAivXKL_w3pMaxo |
openUrl | ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Abook&rft.genre=proceeding&rft.title=2012+5th+International+Conference+on+Biomedical+Engineering+and+Informatics&rft.atitle=Robust+adaptive+fetal+heart+rate+estimation+for+single-channel+abdominal+ECG+recording&rft.au=Li%2C+Guojun&rft.au=Zeng%2C+Xiaoping&rft.au=Zhou%2C+Xiaona&rft.au=Li%2C+Guojun&rft.date=2012-10-01&rft.pub=IEEE&rft.isbn=9781467311830&rft.spage=587&rft.epage=591&rft_id=info:doi/10.1109%2FBMEI.2012.6513193&rft.externalDocID=6513193 |
thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=9781467311830/lc.gif&client=summon&freeimage=true |
thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=9781467311830/mc.gif&client=summon&freeimage=true |
thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=9781467311830/sc.gif&client=summon&freeimage=true |