Physiological Measurement

Article	Citations
Classification of 12-lead ECGs: the PhysioNet/Computing in Cardiology Challenge 2020	170
Automatic sleep staging of EEG signals: recent development, challenges, and future directions	64
Positive end-expiratory pressure titration with electrical impedance tomography and pressure–volume curve: a randomized trial in moderate to severe ARDS	44
Bioimpedance analysis as a tool for hemodynamic monitoring: overview, methods and challenges	40
Automatic cough classification for tuberculosis screening in a real-world environment	39
Deep learning-based photoplethysmography classification for peripheral arterial disease detection: a proof-of-concept study	37
A dilated inception CNN-LSTM network for fetal heart rate estimation	32
Agreement of bioelectrical resistance, reactance, and phase angle values from supine and standing bioimpedance analyzers	31
Deep learning based classification of unsegmented phonocardiogram spectrograms leveraging transfer learning	31
Current trends and opportunities in the methodology of electrodermal activity measurement	30
SchizoNET: a robust and accurate Margenau–Hill time-frequency distribution based deep neural network model for schizophrenia detection using EEG signals	30
Filtering-induced time shifts in photoplethysmography pulse features measured at different body sites: the importance of filter definition and standardization	29
Detecting beats in the photoplethysmogram: benchmarking open-source algorithms	29
Transfer learning from ECG to PPG for improved sleep staging from wrist-worn wearables	29
Algorithmic insights of camera-based respiratory motion extraction	28
LungAttn: advanced lung sound classification using attention mechanism with dual TQWT and triple STFT spectrogram	27
Identification of 27 abnormalities from multi-lead ECG signals: an ensembled SE_ResNet framework with Sign Loss function	25
A review of the effect of skin pigmentation on pulse oximeter accuracy	25
Regions of interest selection and thermal imaging data analysis in sports and exercise science: a narrative review	22
Obstructive sleep apnea prediction from electrocardiogram scalograms and spectrograms using convolutional neural networks	22
Onset detection in surface electromyographic signals across isometric explosive and ramped contractions: a comparison of computer-based methods	22
Evaluation of the effectiveness of electrical muscle stimulation on human calf muscles via frequency difference electrical impedance tomography	21
Toward practical driving fatigue detection using three frontal EEG channels: a proof-of-concept study	21
Regional lung function measures determined by electrical impedance tomography during repetitive ventilation manoeuvres in patients with COPD	20
Two-stage ECG signal denoising based on deep convolutional network	20

A supervised machine learning semantic segmentation approach for detecting artifacts in plethysmography signals from wearables	20
Cuffless blood pressure estimation methods: physiological model parameters versus machine-learned features	20
Issues in the automated classification of multilead ecgs using heterogeneous labels and populations	20
Clinical value of electrical impedance tomography (EIT) in the management of patients with acute respiratory failure: a single centre experience	19
The use of multi-site photoplethysmography (PPG) as a screening tool for coronary arterial disease and atherosclerosis	19
The 2023 wearable photoplethysmography roadmap	18
A multiview feature fusion model for heartbeat classification	17
AECG-DecompNet: abdominal ECG signal decomposition through deep-learning model	17
Photoplethysmography (PPG): state-of-the-art methods and applications	17
Effects of three different rehabilitation games’ interaction on brain activation using functional near-infrared spectroscopy	16
Detection of coronary artery disease using multi-modal feature fusion and hybrid feature selection	16
Fetal ECG extraction using short time Fourier transform and generative adversarial networks	16
Next-generation ingestible devices: sensing, locomotion and navigation	15
Measuring psychosocial stress with heart rate variability-based methods in different health and age groups	15
Recording and quantifying fetal magnetocardiography signals using a flexible array of optically-pumped magnetometers	15
What recording duration is required to provide physiologically valid and reliable dynamic cerebral autoregulation transfer functional analysis estimates?	15
The use of infrared thermography for the dynamic measurement of skin temperature of moving athletes during competition; methodological issues	15
4D flow MRI: impact of region of interest size, angulation and spatial resolution on aortic flow assessment	14
Application of artificial intelligence techniques for automated detection of myocardial infarction: a review	14
Estimation of respiratory rate and effort from a chest-worn accelerometer using constrained and recursive principal component analysis	14
Study of cuffless blood pressure estimation method based on multiple physiological parameters	14
A novel method for continuous blood pressure estimation based on a single-channel photoplethysmogram signal	14
EPSPatNet86: eight-pointed star pattern learning network for detection ADHD disorder using EEG signals	14
Imaging slow brain activity during neocortical and hippocampal epileptiform events with electrical impedance tomography	13
Feature extraction of EEG signals based on functional data analysis and its application to recognition of driver fatigue state	13
Fractional-order model representations of apparent vascular compliance as an alternative in the analysis of arterial stiffness: an in-silico study	13
A deep learning approach to estimate pulse rate by remote photoplethysmography	13
Real-time measurement of isometric peak torque and rate of torque development using a novel strength testing device: a validity and reliability study	13
Sex differences in muscle excitation and oxygenation, but not in force fluctuations or active hyperemia resulting from a fatiguing, bilateral isometric task	13
A model-based source separation algorithm for lung perfusion imaging using electrical impedance tomography	13
A review of fetal cardiac monitoring, with a focus on low- and middle-income countries	12
A deep residual inception network with channel attention modules for multi-label cardiac abnormality detection from reduced-lead ECG	12
Multichannel seismocardiography: an imaging modality for investigating heart vibrations	12
Adaptive threshold split Bregman algorithm based on magnetic induction tomography for brain injury monitoring imaging	12
Agreement between wireless and standard measurements of vital signs in acute exacerbation of chronic obstructive pulmonary disease: a clinical validation study	12
Using complexity–entropy planes to detect Parkinson’s disease from short segments of haemodynamic signals	11
Accuracy and applicability of non-invasive evaluation of aortic wave intensity using only pressure waveforms in humans	11
CCPNet136: automated detection of schizophrenia using carbon chain pattern and iterative TQWT technique with EEG signals	11
The critical care data exchange format: a proposed flexible data standard for combining clinical and high-frequency physiologic data in critical care	11
Continuous cardiorespiratory monitoring is a dominant source of predictive signal in machine learning for risk stratification and clinical decision support *	11
Peaks and valleys: oscillatory cerebral blood flow at high altitude protects cerebral tissue oxygenation	11
Carotid Doppler ultrasound for non-invasive haemodynamic monitoring: a narrative review	10
Cardiovascular risk and mortality prediction in patients suspected of sleep apnea: a model based on an artificial intelligence system	10
Estimation of free-living walking cadence from wrist-worn sensor accelerometry data and its association with SF-36 quality of life scores	10
Estimation of carotid-femoral pulse wave velocity from finger photoplethysmography signal	10
Machine learning for nocturnal diagnosis of chronic obstructive pulmonary disease using digital oximetry biomarkers	10
Blood pressure assessment with in-ear photoplethysmography	10
Comparison of neural basis expansion analysis for interpretable time series (N-BEATS) and recurrent neural networks for heart dysfunction classification	10
Visualization deep learning model for automatic arrhythmias classification	10
Robust wave-feature adaptive heartbeat classification based on self-attention mechanism using a transformer model	10

Automated detection of schizophrenia using deep learning: a review for the last decade	10
Identification and analysis of stable breathing periods in electrical impedance tomography recordings	10
A multi-scale and multi-domain heart sound feature-based machine learning model for ACC/AHA heart failure stage classification	10
Magnetic tracking of gastrointestinal motility	10
Influence of ambient temperature on tonic and phasic electrodermal activity components	10
Heart rate variability in patients with cirrhosis: a systematic review and meta-analysis	9
Regional characterization of functional connectivity in patients with sleep apnea hypopnea syndrome during sleep	9
Analysis of an adaptive lead weighted ResNet for multiclass classification of 12-lead ECGs	9
Analysis of relative changes in pulse shapes of intracranial pressure and cerebral blood flow velocity	9
Arterial pressure pulse wave separation analysis using a multi-Gaussian decomposition model	9
A novel algorithm for automatic diagnosis of sleep apnea from airflow and oximetry signals	9
Is there a need for individualized adjustment of electrode belt position during EIT-guided titration of positive end-expiratory pressure?	9
Machine learning model on heart rate variability metrics identifies asymptomatic toddlers exposed to zika virus during pregnancy	9
Driver sleepiness detection with deep neural networks using electrophysiological data	9
Hypertension assessment based on feature extraction using a photoplethysmography signal and its derivatives	9
Pulse oximetry SpO 2 signal for automated identification of sleep apnea: a review and future trends	9
Deep learning-based remote-photoplethysmography measurement from short-time facial video	8
The relevance of whole or segmental body bioelectrical impedance phase angle and physical performance in adolescent athletes	8
Development of an electrical impedance tomography set-up for the quantification of mineralization in biopolymer scaffolds	8
Electrical-tomographic imaging of physiological-induced conductive response in calf muscle compartments during voltage intensity change of electrical muscle stimulation (vic-EMS)	8
Ultrasound imaging for assessing functions of the GI tract	8
An evaluation and comparison of commercial driver sleepiness detection technology: a rapid review	8
Photoplethysmography in postoperative monitoring of deep inferior epigastric perforator (DIEP) free flaps	8
Establishing best practices in photoplethysmography signal acquisition and processing	8
Classification of multi-lead ECG with deep residual convolutional neural networks	8
The effectiveness of continuous respiratory rate monitoring in predicting hypoxic and pyrexic events: a retrospective cohort study	8
Upper limb movement profiles during spontaneous motion in acute stroke	8
Vascular ageing and peripheral pulse: an improved model for assessing their relationship	8
Altered complexity in resting-state fNIRS signal in autism: a multiscale entropy approach	8
Is skin temperature associated with muscle recovery status following a single bout of leg press?	8
Comparison of different algorithms based on TKEO for EMG change point detection	8
Video based non-contact monitoring of respiratory rate and chest indrawing in children with pneumonia	8
Accessibility and use of novel methods for predicting physical activity and energy expenditure using accelerometry: a scoping review	8
Decreased sample entropy during sleep-to-wake transition in sleep apnea patients	8
Multi-label classification of reduced-lead ECGs using an interpretable deep convolutional neural network	8
Automatic ECG classification and label quality in training data	7
ELRL-MD: a deep learning approach for myocarditis diagnosis using cardiac magnetic resonance images with ensemble and reinforcement learning integration	7
A deep neural network for estimating the bladder boundary using electrical impedance tomography	7
The interplay between heated environment and active standing test on cardiovascular autonomic control in healthy individuals	7
Heart rate estimation and validation algorithm for fetal phonocardiography	7
Interbeat interval-based sleep staging: work in progress toward real-time implementation	7
Individualized body geometry correction factor (K B) for use when predicting body composition from bioimpedance spectroscopy	7
A dynamic learning-based ECG feature extraction method for myocardial infarction detection	7
A study on several critical problems on arrhythmia detection using varying-dimensional electrocardiography	7
Classification of ECG using ensemble of residual CNNs with or without attention mechanism	7
Spatial–temporal features-based EEG emotion recognition using graph convolution network and long short-term memory	7
Dynamic lung behavior under high G acceleration monitored with electrical impedance tomography	7
Validation of ambulatory monitoring devices to measure energy expenditure and heart rate in a military setting	7
Capacitively-coupled ECG and respiration for the unobtrusive detection of sleep apnea	7
Premature beats detection based on a novel convolutional neural network	7
An unsupervised automated paradigm for artifact removal from electrodermal activity in an uncontrolled clinical setting	7
Exploring novel algorithms for atrial fibrillation detection by driving graduate level education in medical machine learning	7
Novel bionics developments in gastroenterology: fecobionics assessment of lower GI tract function	6
Sources of automatic office blood pressure measurement error: a systematic review	6
Quantitative signal quality assessment for large-scale continuous scalp electroencephalography from a big data perspective	6
Automated remote decision-making algorithm as a primary triage system using machine learning techniques	6
Motion robust ICG measurements using a two-step spectrum denoising method	6
Limitations in evaluating COVID-19 protective face masks using open circuit spirometry systems: respiratory measurement mask introduces bias in breathing pressure and perceived respiratory effort	6
Heart rate estimation from ballistocardiographic signals using deep learning	6
Estimating blood flow velocity using time-resolved 3D angiography and a derived physical law of contrast media	6
Wearable pulmonary monitoring system with integrated functional lung imaging and chest sound recording: a clinical investigation in healthy subjects	6
Prediction models for pulmonary function during acute exacerbation of chronic obstructive pulmonary disease	6
Can fetal heart rate variability obtained from cardiotocography provide the same diagnostic value like from electrophysiological interbeat intervals?	6
Determination of tidal volume by electrical impedance tomography (EIT) after indirect two-point calibration	6
Repeatability of ventilatory, metabolic and biomechanical responses to an intermittent incremental swimming protocol	6
Anterior–posterior distension of maximal upper esophageal sphincter opening is correlated with high-resolution cervical auscultation signal features	6
Human microvascular reactivity: a review of vasomodulating stimuli and non-invasive imaging assessment	6
Investigating the role of pericytes in cerebral autoregulation: a modeling study	6
Advances in electrical impedance tomography and bioimpedance including applications in COVID-19 diagnosis and treatment	6
A prediction of hematoma expansion in hemorrhagic patients using a novel dual-modal machine learning strategy	6
Contactless monitoring of human respiration using infrared thermography and deep learning	6
Integrating multimodal information in machine learning for classifying acute myocardial infarction	6
Temporal complexity of EEG encodes human alertness	6
A portable device with low-power consumption for monitoring mouse vital signs during in vivo photoacoustic imaging and photothermal therapy	6
Camera-based assessment of cutaneous perfusion strength in a clinical setting	6
Modelling and analysis of electrical impedance myography of the lateral tongue	6
Number of trials and data structure affect the number and components of muscle synergies in upper-limb reaching movements	6
A nonlinear mixed model approach to predict energy expenditure from heart rate	6
Age- and gender-associated differences in the sleepy brain’s electroencephalogram	6
Abnormality classification from electrocardiograms with various lead combinations	5

A 4D flow cardiovascular magnetic resonance study of flow asymmetry and haemodynamic quantity correlations in the pulmonary artery	5
Multiscale partial information decomposition of dynamic processes with short and long-range correlations: theory and application to cardiovascular control	5
A novel method to reduce false alarms in ECG diagnostic systems: capture and quantification of noisy signals	5
Detection of fetal arrhythmias in non-invasive fetal ECG recordings using data-driven entropy profiling	5
Correlation between maximal radial muscle displacement and stiffness in gastrocnemius muscle	5
Blunt injury of liver: mechanical response of porcine liver in experimental impact test	5
CARL: a running recognition algorithm for free-living accelerometer data	5
Temperature and creatine kinase changes during a 10d taper period in sprinters	5
Fast absolute 3D CGO-based electrical impedance tomography on experimental tank data	5
Anatomical atlas of the upper part of the human head for electroencephalography and bioimpedance applications	5
The effect of passive lower limb training on heart rate asymmetry	5
FASSNet: fast apnea syndrome screening neural network based on single-lead electrocardiogram for wearable devices	5
ECGPsychNet: an optimized hybrid ensemble model for automatic detection of psychiatric disorders using ECG signals	5
Population-based reference values for 4D flow MRI derived aortic blood flow parameters	5
Quantification of sweat urea in diabetes using electro-optical technique	5
Video-based sleep detection using ocular signals under the standard conditions of the maintenance of wakefulness test in patients with sleep disorders	5
U-Net-based approach for automatic lung segmentation in electrical impedance tomography	5
End-to-end sensor fusion and classification of atrial fibrillation using deep neural networks and smartphone mechanocardiography	5
Interpretation and further development of the hypnodensity representation of sleep structure	5
Tensor electrical impedance myography identifies clinically relevant features in amyotrophic lateral sclerosis	5
Domain independent post-processing with graph U-nets: applications to electrical impedance tomographic imaging⋆	5
SEResUTer: a deep learning approach for accurate ECG signal delineation and atrial fibrillation detection	5
Human in vivo liver and tumor bioimpedance measured with biopsy needle	5
The effect of body position change on noninvasively acquired intracranial pulse waves	5
Sleep staging classification based on a new parallel fusion method of multiple sources signals	5
Ventilation improvement after pneumonia treatment evaluated with electrical impedance tomography: an observational study	5
Quantitative falls risk assessment in elderly people: results from a clinical study with distance based timed up-and-go test recordings	5
From 12 to 1 ECG lead: multiple cardiac condition detection mixing a hybrid machine learning approach with a one-versus-rest classification strategy	5
Seizures detection using multimodal signals: a scoping review	5
Night to night variability of pulse oximetry features in children at home and at the hospital	5
Detection of arrhythmia in 12-lead varied-length ECG using multi-branch signal fusion network	5
Postural control paradigm (BioVRSea): towards a neurophysiological signature	5
Bionic measurement of defecation in a swine model	5
Cerebral blood flow response rate to task-activation using a novel method can discriminate cognitive impairment from healthy aging	5
A portable fan-based device for evaluating lung function in horses by the forced oscillation technique	5
In vivo neutron activation assembly design for quantification of trace elements using MCNP	4
Monitoring residual kidney function in haemodialysis patients using timed urine collections: validation of the use of estimated blood results to calculate GFR	4
Clinical potential of pupillary light reflex and heart rate variability parameters as objective indicators of tonsillectomy-induced pain	4
Spectral analysis of heart sounds associated with coronary artery disease	4
Cerebral blood velocity during concurrent supine cycling, lower body negative pressure, and head-up tilt challenges: implications for concussion rehabilitation	4
Measuring muscle quality: associations between echo intensity and normalized strength and power	4
Estimating confidence intervals for cerebral autoregulation: a parametric bootstrap approach	4
Detection of subjects with ischemic heart disease by using machine learning technique based on heart rate total variability parameters	4
Intra-breath changes in respiratory mechanics assessed from multi-frequency oscillometry measurements	4
Blind source separation of inspiration and expiration in respiratory sEMG signals	4
Transmural recordings of gastrointestinal electrical activity using a spatially-dense microelectrode array	4
Characterization of cardiovascular and cerebrovascular controls via spectral causality analysis in patients undergoing surgical aortic valve replacement during a three-month follow-up	4
Topical issues in electrical impedance tomography and bioimpedance application research	4
Modified photoplethysmography signal processing and analysis procedure for obtaining reliable stiffness index reflecting arteriosclerosis severity	4
Conventional and deep learning methods in heart rate estimation from RGB face videos	4
Comparative assessment of ActiGraph data processing techniques for measuring sedentary behavior in adults with COPD	4
Ultrasound elastography reveals the relation between body posture and soft-tissue stiffness which is relevant to the etiology of sitting-acquired pressure ulcers	4
Validity and reliability of a commercial wearable sensor system for measuring spatiotemporal gait parameters in a post-stroke population: the effects of walking speed and asymmetry	4
Evaluation of cardiovascular and cerebrovascular control mechanisms in postural orthostatic tachycardia syndrome via conditional transfer entropy: the impact of the respiratory signal type	4
Automatic sleep stage classification based on a two-channel electrooculogram and one-channel electromyogram	4
Feasibility of wireless cardiorespiratory monitoring with dry electrodes incorporated in a belt in preterm infants	4
Multi-modal fusion model for predicting adverse cardiovascular outcome post percutaneous coronary intervention	4
Comment on ‘Pulse rate variability in cardiovascular health: a review on its applications and relationship with heart rate variability’	4
A novel non-contact heart rate measurement method based on EEMD combined with FastICA	4
Lung area estimation using functional tidal electrical impedance variation images and active contouring	4
Effect of temporal resolution on the detection of cardiac arrhythmias using HRV features and machine learning	4
Analysis of intracranial pressure pulse waveform in studies on cerebrospinal compliance: a narrative review	4
In silico muscle volume conduction study validates in vivo measurement of tongue volume conduction properties using a user tongue array depressor	4
Non-invasive blood pressure estimation combining deep neural networks with pre-training and partial fine-tuning	4
A systematic review of deep learning methods for modeling electrocardiograms during sleep	4
Improved Parkinsonian tremor quantification based on automatic label modification and SVM with RBF kernel	4
Polysomnographic characteristics and acoustic analysis of catathrenia (nocturnal groaning)	4
Novel application of Poincaré analysis to detect and quantify exercise oscillatory ventilation	4
Lung heterogeneity and deadspace volume in animals with acute respiratory distress syndrome using the inspired sinewave test	4
Impacts of respiratory fluctuations on cerebral circulation: a machine-learning-integrated 0–1D multiscale hemodynamic model	4
Analysis of cerebral blood flow entropy while listening to music with emotional content	4
Feasibility of longitudinal monitoring of atherosclerosis with pulse wave imaging in a swine model	4
On the distinct differences in autonomic regulation between pregnant and non-pregnant women - a heart rate variability analysis	4
External validation of a novel signature of illness in continuous cardiorespiratory monitoring to detect early respiratory deterioration of ICU patients	4
Breathing rate and heart rate as confounding factors in measuring T wave alternans and morphological variability in ECG	3
Pupillometric recordings to detect glaucoma	3
Progressive evaluation in spectroscopic sensors for non-invasive blood haemoglobin analysis—a review	3
Methods for estimating physical activity and energy expenditure using raw accelerometry data or novel analytical approaches: a repository, framework, and reporting guidelines	3
Pulse wave analysis as a tool for the evaluation of resuscitation therapy in septic shock	3
A framework for modeling bioimpedance measurements of nonhomogeneous tissues: a theoretical and simulation study	3
Effects of asymmetrical exercise demands on the symmetry of skin temperature in archers	3
Improvement of exhausted cerebral autoregulation in patients with idiopathic intracranial hypertension benefit of venous sinus stenting	3
Impact of ActiGraph sampling rate on free-living physical activity measurement in youth	3
State-of-the-art mental tasks classification based on electroencephalograms: a review	3
Bursted auricular vagus nerve stimulation alters heart rate variability in healthy subjects	3
A deep learning method for continuous noninvasive blood pressure monitoring using photoplethysmography	3
MAG-Res2Net: a novel deep learning network for human activity recognition	3
From sleep medicine to medicine during sleep–a clinical perspective	3
Cardiovascular autonomic modulation during passive heating protocols: a systematic review	3
Photoplethysmography wave morphology in patients with atrial fibrillation	3
Extraction of cardiac-related signals from a suprasternal pressure sensor during sleep	3
Estimation of aortic pulse wave velocity based on waveform decomposition of central aortic pressure waveform	3
A novel single-lead handheld atrial fibrillation detection system	3
Assessing stress variations in children during the strange situation procedure: comparison of three widely used respiratory sinus arrhythmia estimation methods	3
Label noise and self-learning label correction in cardiac abnormalities classification	3