Combining and benchmarking methods of foetal ECG extraction without maternal or scalp electrode data.

Abstract:

:Despite significant advances in adult clinical electrocardiography (ECG) signal processing techniques and the power of digital processors, the analysis of non-invasive foetal ECG (NI-FECG) is still in its infancy. The Physionet/Computing in Cardiology Challenge 2013 addresses some of these limitations by making a set of FECG data publicly available to the scientific community for evaluation of signal processing techniques.The abdominal ECG signals were first preprocessed with a band-pass filter in order to remove higher frequencies and baseline wander. A notch filter to remove power interferences at 50 Hz or 60 Hz was applied if required. The signals were then normalized before applying various source separation techniques to cancel the maternal ECG. These techniques included: template subtraction, principal/independent component analysis, extended Kalman filter and a combination of a subset of these methods (FUSE method). Foetal QRS detection was performed on all residuals using a Pan and Tompkins QRS detector and the residual channel with the smoothest foetal heart rate time series was selected.The FUSE algorithm performed better than all the individual methods on the training data set. On the validation and test sets, the best Challenge scores obtained were E1 = 179.44, E2 = 20.79, E3 = 153.07, E4 = 29.62 and E5 = 4.67 for events 1-5 respectively using the FUSE method. These were the best Challenge scores for E1 and E2 and third and second best Challenge scores for E3, E4 and E5 out of the 53 international teams that entered the Challenge. The results demonstrated that existing standard approaches for foetal heart rate estimation can be improved by fusing estimators together. We provide open source code to enable benchmarking for each of the standard approaches described.

journal_name

Physiol Meas

authors

Behar J,Oster J,Clifford GD

doi

10.1088/0967-3334/35/8/1569

subject

Has Abstract

pub_date

2014-08-01 00:00:00

pages

1569-89

issue

8

eissn

0967-3334

issn

1361-6579

journal_volume

35

pub_type

杂志文章
  • Comprehensive analysis of cardiac health using heart rate signals.

    abstract::The electrocardiogram is a representative signal containing information about the condition of the heart. The shape and size of the P-QRS-T wave, the time intervals between its various peaks, etc may contain useful information about the nature of disease affecting the heart. However, the human observer cannot directly...

    journal_title:Physiological measurement

    pub_type: 杂志文章

    doi:10.1088/0967-3334/25/5/005

    authors: Acharya U R,Kannathal N,Krishnan SM

    更新日期:2004-10-01 00:00:00

  • Analysis of the quality of wrist movement during a simple tracking task.

    abstract::Objective assessment of stroke-patients' ability to control arm movements is vital for evidence-based therapy and progress monitoring. This study compares three different indices to quantify the quality of wrist movement during a task involving tracking a target on a screen. Each method is assessed in terms of agreeme...

    journal_title:Physiological measurement

    pub_type: 杂志文章

    doi:10.1088/0967-3334/28/8/011

    authors: Notley SV,Turk R,Pickering R,Simpson DM,Burridge JH

    更新日期:2007-08-01 00:00:00

  • An electrical impedance tomography system for gynecological application GIT with a tiny electrode array.

    abstract::The paper describes the development of an electrical impedance tomography (EIT) system for gynecologic research. The GIT (gynecological impedance tomography) system has 48 electrodes and is embedded on a small space (30 mm diameter and 20 mm height) inside of the vaginal probe. The system provides real-time (one shot ...

    journal_title:Physiological measurement

    pub_type: 杂志文章

    doi:10.1088/0967-3334/33/5/849

    authors: V A C,Y V G,A V K,S A S,T S T

    更新日期:2012-05-01 00:00:00

  • Development of a novel method for assessing balance: the quantitative posturography system.

    abstract::Balance is the ability to maintain equilibrium while sitting or standing. There are a number of different methods which are used to assess balance: technical methods such as sway magnetometry, ataxia meter and force platforms, and clinical methods such as the functional reach test, Berg balance test and fall risk inde...

    journal_title:Physiological measurement

    pub_type: 杂志文章

    doi:10.1088/0967-3334/21/4/309

    authors: Browne J,O'Hare N

    更新日期:2000-11-01 00:00:00

  • Early prediction of unexplained syncope by support vector machines.

    abstract::The goal of the present study was to develop and evaluate a new method for the prediction of unexplained syncope occurrences. Diagnosis of syncope is currently based on the reproduction of symptoms in combination with hypotension and bradycardia induced by a 45 min 60-70 degrees head-upright tilt test (HUTT). The main...

    journal_title:Physiological measurement

    pub_type: 临床试验,杂志文章

    doi:10.1088/0967-3334/28/2/007

    authors: Schang D,Feuilloy M,Plantier G,Fortrat JO,Nicolas P

    更新日期:2007-02-01 00:00:00

  • An automated quasi-continuous capillary refill timing device.

    abstract::Capillary refill time (CRT) is a simple means of cardiovascular assessment which is widely used in clinical care. Currently, CRT is measured through manual assessment of the time taken for skin tone to return to normal colour following blanching of the skin surface. There is evidence to suggest that manually assessed ...

    journal_title:Physiological measurement

    pub_type: 杂志文章

    doi:10.1088/0967-3334/37/1/83

    authors: Blaxter LL,Morris DE,Crowe JA,Henry C,Hill S,Sharkey D,Vyas H,Hayes-Gill BR

    更新日期:2016-01-01 00:00:00

  • Nonlinear model predictive control of glucose concentration in subjects with type 1 diabetes.

    abstract::A nonlinear model predictive controller has been developed to maintain normoglycemia in subjects with type 1 diabetes during fasting conditions such as during overnight fast. The controller employs a compartment model, which represents the glucoregulatory system and includes submodels representing absorption of subcut...

    journal_title:Physiological measurement

    pub_type: 杂志文章

    doi:10.1088/0967-3334/25/4/010

    authors: Hovorka R,Canonico V,Chassin LJ,Haueter U,Massi-Benedetti M,Orsini Federici M,Pieber TR,Schaller HC,Schaupp L,Vering T,Wilinska ME

    更新日期:2004-08-01 00:00:00

  • Capacitively-coupled ECG and respiration for the unobtrusive detection of sleep apnea.

    abstract:OBJECTIVE:The performance of a novel unobtrusive system based on capacitively-coupled electrocardiography (ccECG) combined with different respiratory measurements is evaluated for the detection of sleep apnea. APPROACH:A sleep apnea detection algorithm is proposed, which can be applied to electrocardiography (ECG) and...

    journal_title:Physiological measurement

    pub_type: 杂志文章

    doi:10.1088/1361-6579/abdf3d

    authors: Deviaene M,Castro I,Borzée P,Patel A,Torfs T,Buyse B,Testelmans D,Van Huffel S,Varon C

    更新日期:2021-01-22 00:00:00

  • A novel curve fitting method for AV optimisation of biventricular pacemakers.

    abstract::In this study, we designed and tested a new algorithm, which we call the 'restricted parabola', to identify the optimum atrioventricular (AV) delay in patients with biventricular pacemakers. This algorithm automatically restricts the hemodynamic data used for curve fitting to the parabolic zone in order to avoid inadv...

    journal_title:Physiological measurement

    pub_type: 杂志文章,随机对照试验

    doi:10.1088/0967-3334/36/9/1889

    authors: Dehbi HM,Jones S,Sohaib SM,Finegold JA,Siggers JH,Stegemann B,Whinnett ZI,Francis DP

    更新日期:2015-09-01 00:00:00

  • A comparison of technologies used for estimation of body temperature.

    abstract::Body temperature measurement is an important clinical parameter. The performance of a number of non-invasive thermometers was measured by comparing intra- and inter-operator variability (n = 100) and clinical accuracy (n = 61). Variability was elevated in febrile compared to normothermic subjects for axillary and oral...

    journal_title:Physiological measurement

    pub_type: 杂志文章

    doi:10.1088/0967-3334/31/9/003

    authors: Mangat J,Standley T,Prevost A,Vasconcelos J,White P

    更新日期:2010-09-01 00:00:00

  • The effect of ambient air temperature on whole-body bioelectrical impedance.

    abstract::It has previously been shown that extreme changes in ambient air temperature can affect whole-body bioelectrical impedance. The purpose of this study was to determine if more moderate changes in ambient air temperature, such as those experienced in most laboratory settings, would also affect bioelectric impedance anal...

    journal_title:Physiological measurement

    pub_type: 杂志文章

    doi:10.1088/0967-3334/25/1/011

    authors: Buono MJ,Burke S,Endemann S,Graham H,Gressard C,Griswold L,Michalewicz B

    更新日期:2004-02-01 00:00:00

  • Feasibility of long-term cerebral and peripheral regional tissue oxygen saturation measurements.

    abstract::The aim of this study was to analyse the feasibility of long-term measurements of cerebral (crSO2) and peripheral (prSO2) regional tissue oxygen saturation on the first day of life by determining the amount of artefacts and their influence on rSO2. Near infrared spectroscopy (NIRS) measurements were performed fronto-p...

    journal_title:Physiological measurement

    pub_type: 杂志文章

    doi:10.1088/0967-3334/35/7/1349

    authors: Schmitz J,Pichler G,Schwaberger B,Urlesberger B,Baik N,Binder C

    更新日期:2014-07-01 00:00:00

  • Reference values for whole body and cerebral multi-frequency bio-impedance data in neonates less than 12 h postpartum.

    abstract::Multiple frequency bio-electrical impedance analysis (MFBIA) may be useful for monitoring fluid balance in newborn infants or to provide early prediction of the outcome following perinatal asphyxia. A reference range of data is needed for identification of babies with abnormal impedance values. This was a cross-sectio...

    journal_title:Physiological measurement

    pub_type: 杂志文章

    doi:10.1088/0967-3334/27/11/010

    authors: Healy GN,Lingwood BE

    更新日期:2006-11-01 00:00:00

  • Tracking time-varying cerebral autoregulation in response to changes in respiratory PaCO2.

    abstract::Cerebral autoregulation has been studied by linear filter systems, with arterial blood pressure (ABP) as the input and cerebral blood flow velocity (CBFV-from transcranial Doppler Ultrasound) as the output. The current work extends this by using adaptive filters to investigate the dynamics of time-varying cerebral aut...

    journal_title:Physiological measurement

    pub_type: 杂志文章

    doi:10.1088/0967-3334/31/10/001

    authors: Liu J,Simpson MD,Yan J,Allen R

    更新日期:2010-10-01 00:00:00

  • Effect of lower body negative pressure and gravity on regional lung ventilation determined by EIT.

    abstract::The aim of our study was to check the effect of varying blood volume in the chest and gravity on the distribution of ventilation and aeration in the lungs. The change in intrathoracic blood volume was elicited by application of lower body negative pressure (LBNP) of -50 cmH2O. The variation of gravity in terms of hypo...

    journal_title:Physiological measurement

    pub_type: 临床试验,杂志文章

    doi:10.1088/0967-3334/26/2/003

    authors: Frerichs I,Bodenstein M,Dudykevych T,Hinz J,Hahn G,Hellige G

    更新日期:2005-04-01 00:00:00

  • An instrumented timed up and go: the added value of an accelerometer for identifying fall risk in idiopathic fallers.

    abstract::The Timed Up and Go (TUG) test is a widely used measure of mobility and fall risk among older adults that is typically scored using a stopwatch. We tested the hypothesis that a body-fixed accelerometer can enhance the ability of the TUG to identify community-living older adults with a relatively high fall risk of unkn...

    journal_title:Physiological measurement

    pub_type: 杂志文章

    doi:10.1088/0967-3334/32/12/009

    authors: Weiss A,Herman T,Plotnik M,Brozgol M,Giladi N,Hausdorff JM

    更新日期:2011-12-01 00:00:00

  • Wearable sensors for patient-specific boundary shape estimation to improve the forward model for electrical impedance tomography (EIT) of neonatal lung function.

    abstract::Electrical impedance tomography (EIT) could be significantly advantageous to continuous monitoring of lung development in newborn and, in particular, preterm infants as it is non-invasive and safe to use within the intensive care unit. It has been demonstrated that accurate boundary form of the forward model is import...

    journal_title:Physiological measurement

    pub_type: 杂志文章

    doi:10.1088/0967-3334/35/6/1149

    authors: Khor JM,Tizzard A,Demosthenous A,Bayford R

    更新日期:2014-06-01 00:00:00

  • Measuring the rate of change of haemodynamic response at the onset of exercise in normal limbs and those with intermittent claudication.

    abstract::Patients with claudication have an inadequate haemodynamic response to exercise. Blood flow response will not only have a magnitude, but also a rate of change. There is scope for investigating these parameters, as manipulation of the factors which control them may benefit work to improve the treatment for claudication...

    journal_title:Physiological measurement

    pub_type: 临床试验,杂志文章

    doi:10.1088/0967-3334/26/6/002

    authors: Meeson S,Srodon PD

    更新日期:2005-12-01 00:00:00

  • AASM standards of practice compliant validation of actigraphic sleep analysis from SOMNOwatch™ versus polysomnographic sleep diagnostics shows high conformity also among subjects with sleep disordered breathing.

    abstract::In recent AASM practice, parameter actimetry is cited to measure total sleep time in obstructive sleep apnoea patients, when polysomnography is not available. An actigraph was therefore compared to polysomnographic data in 28 subjects with known sleep disordered breathing. Total sleep time (TST), sleep period time (SP...

    journal_title:Physiological measurement

    pub_type: 杂志文章

    doi:10.1088/0967-3334/31/12/005

    authors: Dick R,Penzel T,Fietze I,Partinen M,Hein H,Schulz J

    更新日期:2010-12-01 00:00:00

  • Adipose tissue thickness does not affect the electromechanical delay.

    abstract::During voluntary contractions in humans, the subcutaneous tissues between surface electrodes and active motor units have been shown to attenuate surface electromyographic (EMG) signal amplitude. The purpose of this investigation was to examine the relationship between adipose tissue thickness and the electromechnical ...

    journal_title:Physiological measurement

    pub_type: 临床试验,杂志文章

    doi:10.1088/0967-3334/37/3/418

    authors: Stock MS,Thompson BJ

    更新日期:2016-03-01 00:00:00

  • Localization of sources of brain alpha/theta/delta activity and the influence of the mode of spontaneous mentation.

    abstract::A method is described that accounts for multichannel brain field data (EEG) epochs, after transformation into the frequency domain, by a single oscillating dipole source in terms of phase angles. The method produces a potential distribution for each frequency point ('FFT dipole approximation'). These maps can be subje...

    journal_title:Physiological measurement

    pub_type: 杂志文章

    doi:10.1088/0967-3334/14/4a/004

    authors: Michel CM,Henggeler B,Brandeis D,Lehmann D

    更新日期:1993-11-01 00:00:00

  • In vivo measurement of human skin absorption of topically applied substances by a photoacoustic technique.

    abstract::A photoacoustic technique is used for studying topically applied substance absorption in human skin. The proposed method utilizes a double-chamber PA cell. The absorption determination was obtained through the measurement of the thermal effusivity of the binary system substance-skin. The theoretical model assumes that...

    journal_title:Physiological measurement

    pub_type: 杂志文章

    doi:10.1088/0967-3334/23/3/304

    authors: Gutiérrez-Juárez G,Vargas-Luna M,Córdova T,Varela JB,Bernal-Alvarado JJ,Sosa M

    更新日期:2002-08-01 00:00:00

  • A measurement of pulmonary blood volume increase during systole in humans.

    abstract::Pulmonary blood volume increase during systole was measured in patients by analysing chest images obtained during ECG gated radionuclide angiography examination. The difference in the total radiation counts between systole and diastole in regions of interest, which included the lungs and the left ventricle, was measur...

    journal_title:Physiological measurement

    pub_type: 临床试验,杂志文章

    doi:10.1088/0967-3334/15/4/010

    authors: Nitzan M,Mahler Y,Schechter D,Yaffe S,Bocher M,Chisin R

    更新日期:1994-11-01 00:00:00

  • A method for modelling and optimizing an electrical impedance tomography system.

    abstract::Electrical impedance tomography (EIT) image reconstruction is an ill-posed problem requiring maximum measurement precision. Recent EIT systems claim 60 to 80 dB precision. Achieving higher values is hard in practice since measurements must be performed at relatively high frequency, on a living subject, while using com...

    journal_title:Physiological measurement

    pub_type: 杂志文章

    doi:10.1088/0967-3334/27/5/S05

    authors: Hartinger AE,Gagnon H,Guardo R

    更新日期:2006-05-01 00:00:00

  • Time-frequency analysis of heart rate variability using short-time fourier analysis.

    abstract::This study was done to introduce new parameters derived by time frequency analysis of heart rate variability data. Four simulation experiments were carried out to compare the short-time Fourier transform (STFT) analysis method to the traditional overall spectral analysis method. Sinusoidal signals were generated with ...

    journal_title:Physiological measurement

    pub_type: 杂志文章

    doi:10.1088/0967-3334/21/2/303

    authors: Elsenbruch S,Wang Z,Orr WC,Chen JD

    更新日期:2000-05-01 00:00:00

  • Electroencephalogram classification in motor-imagery brain-computer interface applications based on double-constraint nonnegative matrix factorization.

    abstract:OBJECTIVE:Brain-computer interfaces (BCIs) are aimed at providing a new way of communication between the human brain and external devices. One of the major tasks associated with the BCI system is to improve classification performance of the motor imagery (MI) signal. Electroencephalogram (EEG) signals are widely used f...

    journal_title:Physiological measurement

    pub_type: 杂志文章

    doi:10.1088/1361-6579/aba07b

    authors: Su J,Yang Z,Yan W,Sun W

    更新日期:2020-08-11 00:00:00

  • Video and audio processing in paediatrics: a review.

    abstract:OBJECTIVE:Video and sound acquisition and processing technologies have seen great improvements in recent decades, with many applications in the biomedical area. The aim of this paper is to review the overall state of the art of advances within these topics in paediatrics and to evaluate their potential application for ...

    journal_title:Physiological measurement

    pub_type: 杂志文章,评审

    doi:10.1088/1361-6579/ab0096

    authors: Cabon S,Porée F,Simon A,Rosec O,Pladys P,Carrault G

    更新日期:2019-02-26 00:00:00

  • In vitro measurements of respiratory mechanics during HFPV using a mechanical lung model.

    abstract::High-frequency percussive ventilation (HFPV) may be defined as flow-regulated time-cycled ventilation that creates controlled pressure and delivers a series of high-frequency subtidal volumes in combination with low-frequency breathing cycles. In recent years, the usefulness of HFPV has been clinically assessed as an ...

    journal_title:Physiological measurement

    pub_type: 杂志文章

    doi:10.1088/0967-3334/32/6/002

    authors: Riscica F,Lucangelo U,Ferluga M,Accardo A

    更新日期:2011-06-01 00:00:00

  • Detection of acute periodontal pain from physiological signals.

    abstract:OBJECTIVE:To investigate the feasibility of the detection of brief orofacial pain sensations from easily recordable physiological signals by means of machine learning techniques. APPROACH:A total of 47 subjects underwent periodontal probing and indicated each instance of pain perception by means of a push button. Simu...

    journal_title:Physiological measurement

    pub_type: 杂志文章

    doi:10.1088/1361-6579/aadf0c

    authors: Teichmann D,Klopp J,Hallmann A,Schuett K,Wolfart S,Teichmann M

    更新日期:2018-09-27 00:00:00

  • A multifrequency multichannel electrical impedance data acquisition system for body fluid shift monitoring.

    abstract::This paper discusses some important issues for the design of electrical impedance measurement systems intended for body fluid shift monitoring, in particular during dialysis treatments. We have studied two common signal generation systems: digital synthesis and carrier recovery. We have found that in prolonged measure...

    journal_title:Physiological measurement

    pub_type: 杂志文章

    doi:10.1088/0967-3334/16/4/003

    authors: Lozano A,Rosell J,Pallás-Areny R

    更新日期:1995-11-01 00:00:00