Detection of heart beats in multimodal data: A robust beat-to-beat interval estimation approach

Physiological Measurement

Volumn 36, Issue 8, 2015, Pages 1679-1690

  Antink, Christoph Hoog ^a   Brüser, Christoph ^a   Leonhardt, Steffen ^a  

^a RWTH AACHEN UNIVERSITY   (Germany)

Author keywords

ECG analysis; medical signal processing; multimodal sensor fusion; QRS detection

Indexed keywords

BIOMEDICAL SIGNAL PROCESSING; ELECTROCARDIOGRAPHY; HEART; INTENSIVE CARE UNITS; MODAL ANALYSIS; PATIENT MONITORING; SIGNAL ANALYSIS;

ECG ANALYSIS; ESTIMATION APPROACHES; HEART BEATS; HEART-RATE; INTERVAL ESTIMATION; MULTI-MODAL; MULTI-MODAL DATA; MULTIMODAL SENSOR FUSION; QRS DETECTION; ROBUST DETECTION;

HOSPITAL DATA PROCESSING;

ALGORITHM; AUTOMATED PATTERN RECOGNITION; ELECTROCARDIOGRAPHY; EVALUATION STUDY; FACTUAL DATABASE; HEART; HEART FUNCTION TEST; HEART RATE; HUMAN; LABORATORY DIAGNOSIS; PHYSIOLOGY; PROCEDURES; SENSITIVITY AND SPECIFICITY;

ALGORITHMS; DATABASES, FACTUAL; ELECTROCARDIOGRAPHY; FALSE POSITIVE REACTIONS; HEART; HEART FUNCTION TESTS; HEART RATE; HUMANS; PATTERN RECOGNITION, AUTOMATED; SENSITIVITY AND SPECIFICITY;

EID: 84938098924     PISSN: 09673334     EISSN: 13616579     Source Type: Journal    
DOI: 10.1088/0967-3334/36/8/1679     Document Type: Article

References (18)

1. Brüser C, Kortelainen J, Winter S, Tenhunen M, Parkka J and Leonhardt S 2015 Improvement of force-sensor-based heart rate estimation using multi-channel data fusion IEEE J. Biomed. Health Inform. 19 227-235
2. Brüser C, Winter S and Leonhardt S 2013 Robust inter-beat interval estimation in cardiac vibration signals Physiol. Meas. 34 123
3. Goldberger A L, Amaral L A, Glass L, Hausdorff J M, Ivanov P C, Mark R G, Mietus J E, Moody G B, Peng C K and Stanley H E 2000 Physiobank, physiotoolkit, and physionet: components of a new research resource for complex physiologic signals Circulation 101 e215-20
4. Hoog Antink C, Brüser C and Leonhardt S 2014 Multimodal sensor fusion of cardiac signals via blind deconvolution: a source-filter approach Comput. Cardiol. 41 805 (www.cinc.org/archives/2014/pdf/0805.pdf)
5. Johnson A E, Behar J, Andreotti F, Clifford G D and Oster J 2014 R-Peak estimation using multimodal lead switching Comput. Cardiol. 41 281-4 (www.cinc.org/archives/2014/pdf/0281.pdf)
6. Kobayashi H and Shimamura T 2000 A weighted autocorrelation method for pitch extraction of noisy speech Proc. IEEE Int. Conf. on Acoustics, Speech, and Signal Processing vol. 3 (Istanbul, 5-9 June 2000) pp 727-30
7. Köhler B U, Henning C and Orgelmeister R 2002 The principles of software QRS detection IEEE Eng. Med. Biol. 21 42-57
8. Kortelainen J, Mendez M, Bianchi A, Matteucci M and Cerutti S 2010 Sleep staging based on signals acquired through bed sensor IEEE Trans. Inform. Technol. Biomed. 14 776-785
9. Moody G B, Muldrow W and Mark R G 1984 A noise stress test for arrhythmia detectors Comput. Cardiol. 11 381-4
10. Pan J and Tompkins W J 1985 A real-time QRS detection algorithm IEEE Trans. Biomed. Eng. 32 230-236
11. Rabiner L 1977 On the use of autocorrelation analysis for pitch detection IEEE Trans. Acoust. Speech Signal Process. 25 24-33
12. Ross M, Shaffer H, Cohen A, Freudberg R and Manley H 1974 Average magnitude difference function pitch extractor IEEE Trans. Acoust. Speech Signal Process. 22 353-362
13. Silva I and Moody G 2014 An open-source toolbox for analysing and processing physionet databases in Matlab and Octave J. Open Res. Softw. 2 e27
14. Silva I, Moody B, Behar J, Johnson A, Oster J, Clifford G D and Moody G B 2015 Robust detection of heart beats in multimodal data Physiol. Meas. 36 1629
15. Starr I, Rawson A, Schroeder H and Joseph N 1939 Studies on the estimation of cardiac output in man, and of abnormalities in cardiac function, from the hearts recoil and the bloods impacts; the ballistocardiogram Am. J. Physiol. 127 1-28
16. Vollmer M 2014 Robust detection of heart beats using dynamic thresholds and moving windows Comput. Cardiol. 41 569-72 (www.cinc.org/archives/2014/pdf/0569.pdf)
17. Wartzek T, Brüser C, Walter M and Leonhardt S 2014 Robust sensor fusion of unobtrusively measured heart rate IEEE J. Biomed. Health Inform. 18 654-660
18. Yang B, Teo S K, Hoeben B, Monterola C and Su Y 2014 Robust identification of heart beats with blood pressure signals and noise detection Comput. Cardiol. 41 565-8 (www.cinc.org/archives/2014/pdf/0565.pdf)