Physiological Measurement

Article	Citations
Classification of 12-lead ECGs: the PhysioNet/Computing in Cardiology Challenge 2020	145
Feasible assessment of recovery and cardiovascular health: accuracy of nocturnal HR and HRV assessed via ring PPG in comparison to medical grade ECG	92
Automatic sleep staging of EEG signals: recent development, challenges, and future directions	43
Remote health diagnosis and monitoring in the time of COVID-19	41
Bioimpedance analysis as a tool for hemodynamic monitoring: overview, methods and challenges	38
Positive end-expiratory pressure titration with electrical impedance tomography and pressure–volume curve: a randomized trial in moderate to severe ARDS	37
Automatic cough classification for tuberculosis screening in a real-world environment	34
Deep learning-based photoplethysmography classification for peripheral arterial disease detection: a proof-of-concept study	33
Comparison of different modulations of photoplethysmography in extracting respiratory rate: from a physiological perspective	33
Personalized automatic sleep staging with single-night data: a pilot study with Kullback–Leibler divergence regularization	32
Smartphone-based remote assessment of upper extremity function for multiple sclerosis using the Draw a Shape Test	29
Thoracic electrical impedance tomography in Chinese hospitals: a review of clinical research and daily applications	29
Agreement of bioelectrical resistance, reactance, and phase angle values from supine and standing bioimpedance analyzers	27
A dilated inception CNN-LSTM network for fetal heart rate estimation	26
Transfer learning from ECG to PPG for improved sleep staging from wrist-worn wearables	26
Deep learning based classification of unsegmented phonocardiogram spectrograms leveraging transfer learning	25
Filtering-induced time shifts in photoplethysmography pulse features measured at different body sites: the importance of filter definition and standardization	24
Identification of 27 abnormalities from multi-lead ECG signals: an ensembled SE_ResNet framework with Sign Loss function	23
Current trends and opportunities in the methodology of electrodermal activity measurement	23
SchizoNET: a robust and accurate Margenau–Hill time-frequency distribution based deep neural network model for schizophrenia detection using EEG signals	21
Data preprocessing methods for electrical impedance tomography: a review	21
Onset detection in surface electromyographic signals across isometric explosive and ramped contractions: a comparison of computer-based methods	20
Detecting beats in the photoplethysmogram: benchmarking open-source algorithms	20
Algorithmic insights of camera-based respiratory motion extraction	20
Regional lung function measures determined by electrical impedance tomography during repetitive ventilation manoeuvres in patients with COPD	19

Age-related changes in pulse risetime measured by multi-site photoplethysmography	19
Obstructive sleep apnea prediction from electrocardiogram scalograms and spectrograms using convolutional neural networks	18
Clinical value of electrical impedance tomography (EIT) in the management of patients with acute respiratory failure: a single centre experience	18
Toward practical driving fatigue detection using three frontal EEG channels: a proof-of-concept study	17
Regions of interest selection and thermal imaging data analysis in sports and exercise science: a narrative review	17
AECG-DecompNet: abdominal ECG signal decomposition through deep-learning model	17
The use of multi-site photoplethysmography (PPG) as a screening tool for coronary arterial disease and atherosclerosis	17
Evaluation of the effectiveness of electrical muscle stimulation on human calf muscles via frequency difference electrical impedance tomography	16
LungAttn: advanced lung sound classification using attention mechanism with dual TQWT and triple STFT spectrogram	16
Two-stage ECG signal denoising based on deep convolutional network	16
A supervised machine learning semantic segmentation approach for detecting artifacts in plethysmography signals from wearables	15
Cuffless blood pressure estimation methods: physiological model parameters versus machine-learned features	15
Fetal ECG extraction using short time Fourier transform and generative adversarial networks	15
A multiview feature fusion model for heartbeat classification	14
Issues in the automated classification of multilead ecgs using heterogeneous labels and populations	14
The use of infrared thermography for the dynamic measurement of skin temperature of moving athletes during competition; methodological issues	14
Strength testing or strength training: considerations for future research	13
Next-generation ingestible devices: sensing, locomotion and navigation	13
What recording duration is required to provide physiologically valid and reliable dynamic cerebral autoregulation transfer functional analysis estimates?	13
Detection of coronary artery disease using multi-modal feature fusion and hybrid feature selection	13
Reliability, reproducibility and validity of dynamic cerebral autoregulation in a large cohort with transient ischaemic attack or minor stroke	13
Recording and quantifying fetal magnetocardiography signals using a flexible array of optically-pumped magnetometers	13
Adaptive threshold split Bregman algorithm based on magnetic induction tomography for brain injury monitoring imaging	12
Effects of three different rehabilitation games’ interaction on brain activation using functional near-infrared spectroscopy	12
Fractional-order model representations of apparent vascular compliance as an alternative in the analysis of arterial stiffness: an in-silico study	12
EPSPatNet86: eight-pointed star pattern learning network for detection ADHD disorder using EEG signals	12
Photoplethysmography (PPG): state-of-the-art methods and applications	12
Pulse decomposition analysis in photoplethysmography imaging	11
A review of the effect of skin pigmentation on pulse oximeter accuracy	11
Study of cuffless blood pressure estimation method based on multiple physiological parameters	11
Estimation of respiratory rate and effort from a chest-worn accelerometer using constrained and recursive principal component analysis	11
A deep residual inception network with channel attention modules for multi-label cardiac abnormality detection from reduced-lead ECG	11
Imaging slow brain activity during neocortical and hippocampal epileptiform events with electrical impedance tomography	11
Measuring psychosocial stress with heart rate variability-based methods in different health and age groups	11
Feature extraction of EEG signals based on functional data analysis and its application to recognition of driver fatigue state	11
Multichannel seismocardiography: an imaging modality for investigating heart vibrations	10
Continuous cardiorespiratory monitoring is a dominant source of predictive signal in machine learning for risk stratification and clinical decision support *	10
The critical care data exchange format: a proposed flexible data standard for combining clinical and high-frequency physiologic data in critical care	10
Agreement between wireless and standard measurements of vital signs in acute exacerbation of chronic obstructive pulmonary disease: a clinical validation study	10
A model-based source separation algorithm for lung perfusion imaging using electrical impedance tomography	10
Magnetic tracking of gastrointestinal motility	10
Machine learning for nocturnal diagnosis of chronic obstructive pulmonary disease using digital oximetry biomarkers	10
Using complexity–entropy planes to detect Parkinson’s disease from short segments of haemodynamic signals	10
Application of artificial intelligence techniques for automated detection of myocardial infarction: a review	10
A review of fetal cardiac monitoring, with a focus on low- and middle-income countries	9
A novel algorithm for automatic diagnosis of sleep apnea from airflow and oximetry signals	9
Automated detection of schizophrenia using deep learning: a review for the last decade	9
Peaks and valleys: oscillatory cerebral blood flow at high altitude protects cerebral tissue oxygenation	9
Regional characterization of functional connectivity in patients with sleep apnea hypopnea syndrome during sleep	9
Blood pressure assessment with in-ear photoplethysmography	9

Post-swim oxygen consumption: assessment methodologies and kinetics analysis	9
A novel method for continuous blood pressure estimation based on a single-channel photoplethysmogram signal	9
A deep learning approach to estimate pulse rate by remote photoplethysmography	9
Motorcycling performance and sleepiness during an extended ride on a dynamic simulator: relationship with stress biomarkers	9
Non-invasive quantification of the effect of device-guided slow breathing with direct feedback to the patient to reduce blood pressure	8
Driver sleepiness detection with deep neural networks using electrophysiological data	8
Accuracy and applicability of non-invasive evaluation of aortic wave intensity using only pressure waveforms in humans	8
Is there a need for individualized adjustment of electrode belt position during EIT-guided titration of positive end-expiratory pressure?	8
The relevance of whole or segmental body bioelectrical impedance phase angle and physical performance in adolescent athletes	8
Sex differences in muscle excitation and oxygenation, but not in force fluctuations or active hyperemia resulting from a fatiguing, bilateral isometric task	8
Depression evaluation based on prefrontal EEG signals in resting state using fuzzy measure entropy	8
Hypertension assessment based on feature extraction using a photoplethysmography signal and its derivatives	8
Analysis of relative changes in pulse shapes of intracranial pressure and cerebral blood flow velocity	8
Real-time measurement of isometric peak torque and rate of torque development using a novel strength testing device: a validity and reliability study	8
Ultrasound imaging for assessing functions of the GI tract	8
Machine learning model on heart rate variability metrics identifies asymptomatic toddlers exposed to zika virus during pregnancy	8
Cardiovascular risk and mortality prediction in patients suspected of sleep apnea: a model based on an artificial intelligence system	8
Estimation of free-living walking cadence from wrist-worn sensor accelerometry data and its association with SF-36 quality of life scores	8
CCPNet136: automated detection of schizophrenia using carbon chain pattern and iterative TQWT technique with EEG signals	8
Robust wave-feature adaptive heartbeat classification based on self-attention mechanism using a transformer model	7
Automatic ECG classification and label quality in training data	7
An evaluation and comparison of commercial driver sleepiness detection technology: a rapid review	7
Automated identification of the predominant site of upper airway collapse in obstructive sleep apnoea patients using snore signal	7
Comparison of different algorithms based on TKEO for EMG change point detection	7
The effectiveness of continuous respiratory rate monitoring in predicting hypoxic and pyrexic events: a retrospective cohort study	7
Upper limb movement profiles during spontaneous motion in acute stroke	7
Volumetric capnography slopes in ventilated term and preterm infants	7
Capacitively-coupled ECG and respiration for the unobtrusive detection of sleep apnea	7
Pulse oximetry SpO 2 signal for automated identification of sleep apnea: a review and future trends	7
Heart rate variability in patients with cirrhosis: a systematic review and meta-analysis	7
Vascular ageing and peripheral pulse: an improved model for assessing their relationship	7
4D flow MRI: impact of region of interest size, angulation and spatial resolution on aortic flow assessment	7
Premature beats detection based on a novel convolutional neural network	7
A deep neural network for estimating the bladder boundary using electrical impedance tomography	7
Classification of multi-lead ECG with deep residual convolutional neural networks	7
Carotid Doppler ultrasound for non-invasive haemodynamic monitoring: a narrative review	6
Age- and gender-associated differences in the sleepy brain’s electroencephalogram	6
Validation of ambulatory monitoring devices to measure energy expenditure and heart rate in a military setting	6
Temporal complexity of EEG encodes human alertness	6
A multi-scale and multi-domain heart sound feature-based machine learning model for ACC/AHA heart failure stage classification	6
Electrical-tomographic imaging of physiological-induced conductive response in calf muscle compartments during voltage intensity change of electrical muscle stimulation (vic-EMS)	6
A portable device with low-power consumption for monitoring mouse vital signs during in vivo photoacoustic imaging and photothermal therapy	6
Estimating blood flow velocity using time-resolved 3D angiography and a derived physical law of contrast media	6
Analysis of an adaptive lead weighted ResNet for multiclass classification of 12-lead ECGs	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
Interbeat interval-based sleep staging: work in progress toward real-time implementation	6
Development of an electrical impedance tomography set-up for the quantification of mineralization in biopolymer scaffolds	6
Individualized body geometry correction factor (K B) for use when predicting body composition from bioimpedance spectroscopy	6
Decreased sample entropy during sleep-to-wake transition in sleep apnea patients	6
Modelling and analysis of electrical impedance myography of the lateral tongue	6
A study on several critical problems on arrhythmia detection using varying-dimensional electrocardiography	6
Photoplethysmography in postoperative monitoring of deep inferior epigastric perforator (DIEP) free flaps	6
Comparison of neural basis expansion analysis for interpretable time series (N-BEATS) and recurrent neural networks for heart dysfunction classification	6
Influence of ambient temperature on tonic and phasic electrodermal activity components	6
Dynamic lung behavior under high G acceleration monitored with electrical impedance tomography	6
Anterior–posterior distension of maximal upper esophageal sphincter opening is correlated with high-resolution cervical auscultation signal features	5
Ventilation improvement after pneumonia treatment evaluated with electrical impedance tomography: an observational study	5
The effect of persistent U-shaped patterns in RR night-time series on the heart rate variability complexity in healthy humans	5
Deep learning-based remote-photoplethysmography measurement from short-time facial video	5
Classification of ECG using ensemble of residual CNNs with or without attention mechanism	5
The interplay between heated environment and active standing test on cardiovascular autonomic control in healthy individuals	5
A novel method to reduce false alarms in ECG diagnostic systems: capture and quantification of noisy signals	5
Accessibility and use of novel methods for predicting physical activity and energy expenditure using accelerometry: a scoping review	5
An unsupervised automated paradigm for artifact removal from electrodermal activity in an uncontrolled clinical setting	5
CARL: a running recognition algorithm for free-living accelerometer data	5
Quantification of sweat urea in diabetes using electro-optical technique	5
Seizures detection using multimodal signals: a scoping review	5
Identification and analysis of stable breathing periods in electrical impedance tomography recordings	5
Novel bionics developments in gastroenterology: fecobionics assessment of lower GI tract function	5
Abnormality classification from electrocardiograms with various lead combinations	5
Visualization deep learning model for automatic arrhythmias classification	5
Estimation of carotid-femoral pulse wave velocity from finger photoplethysmography signal	5
Exploring novel algorithms for atrial fibrillation detection by driving graduate level education in medical machine learning	5
Video based non-contact monitoring of respiratory rate and chest indrawing in children with pneumonia	5
The effect of body position change on noninvasively acquired intracranial pulse waves	5
Motion robust ICG measurements using a two-step spectrum denoising method	5
Advances in electrical impedance tomography and bioimpedance including applications in COVID-19 diagnosis and treatment	5
Is skin temperature associated with muscle recovery status following a single bout of leg press?	5
Contactless monitoring of human respiration using infrared thermography and deep learning	5

The effect of passive lower limb training on heart rate asymmetry	5
Video-based sleep detection using ocular signals under the standard conditions of the maintenance of wakefulness test in patients with sleep disorders	5
Night to night variability of pulse oximetry features in children at home and at the hospital	5
Determination of tidal volume by electrical impedance tomography (EIT) after indirect two-point calibration	5
Correlation between maximal radial muscle displacement and stiffness in gastrocnemius muscle	5
Ultrasound elastography reveals the relation between body posture and soft-tissue stiffness which is relevant to the etiology of sitting-acquired pressure ulcers	4
Multi-label classification of reduced-lead ECGs using an interpretable deep convolutional neural network	4
Automated remote decision-making algorithm as a primary triage system using machine learning techniques	4
RAQ: a novel surrogate for the craniospinal pressure–volume relationship	4
Estimating confidence intervals for cerebral autoregulation: a parametric bootstrap approach	4
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	4
Feasibility of wireless cardiorespiratory monitoring with dry electrodes incorporated in a belt in preterm infants	4
U-Net-based approach for automatic lung segmentation in electrical impedance tomography	4
Sleep staging classification based on a new parallel fusion method of multiple sources signals	4
Investigating the role of pericytes in cerebral autoregulation: a modeling study	4
Spatial–temporal features-based EEG emotion recognition using graph convolution network and long short-term memory	4
Blunt injury of liver: mechanical response of porcine liver in experimental impact test	4
Postural control paradigm (BioVRSea): towards a neurophysiological signature	4
Effects of asymmetrical exercise demands on the symmetry of skin temperature in archers	4
Machine learning for nocturnal mass diagnosis of atrial fibrillation in a population at risk of sleep-disordered breathing	4
Tensor electrical impedance myography identifies clinically relevant features in amyotrophic lateral sclerosis	4
Cerebral blood flow response rate to task-activation using a novel method can discriminate cognitive impairment from healthy aging	4
Repeatability of ventilatory, metabolic and biomechanical responses to an intermittent incremental swimming protocol	4
Multiscale partial information decomposition of dynamic processes with short and long-range correlations: theory and application to cardiovascular control	4
Quantitative falls risk assessment in elderly people: results from a clinical study with distance based timed up-and-go test recordings	4
Automatic sleep stage classification based on a two-channel electrooculogram and one-channel electromyogram	4
Heart rate estimation from ballistocardiographic signals using deep learning	4
Novel application of Poincaré analysis to detect and quantify exercise oscillatory ventilation	4
Detection of fetal arrhythmias in non-invasive fetal ECG recordings using data-driven entropy profiling	4
Intra-breath changes in respiratory mechanics assessed from multi-frequency oscillometry measurements	4
In silico muscle volume conduction study validates in vivo measurement of tongue volume conduction properties using a user tongue array depressor	4
End-to-end sensor fusion and classification of atrial fibrillation using deep neural networks and smartphone mechanocardiography	4
Anatomical atlas of the upper part of the human head for electroencephalography and bioimpedance applications	4
Comparative assessment of ActiGraph data processing techniques for measuring sedentary behavior in adults with COPD	4
Feasibility of longitudinal monitoring of atherosclerosis with pulse wave imaging in a swine model	4
Establishing best practices in photoplethysmography signal acquisition and processing	4
Gender-dependent variations in optical illusions: evidence from N400 waveforms	4
A 4D flow cardiovascular magnetic resonance study of flow asymmetry and haemodynamic quantity correlations in the pulmonary artery	4
FASSNet: fast apnea syndrome screening neural network based on single-lead electrocardiogram for wearable devices	4
Arterial pressure pulse wave separation analysis using a multi-Gaussian decomposition model	4
The 2023 wearable photoplethysmography roadmap	4
A nonlinear mixed model approach to predict energy expenditure from heart rate	4
Lung heterogeneity and deadspace volume in animals with acute respiratory distress syndrome using the inspired sinewave test	4
Altered complexity in resting-state fNIRS signal in autism: a multiscale entropy approach	4
From 12 to 1 ECG lead: multiple cardiac condition detection mixing a hybrid machine learning approach with a one-versus-rest classification strategy	4
Human microvascular reactivity: a review of vasomodulating stimuli and non-invasive imaging assessment	4
Heart rate estimation and validation algorithm for fetal phonocardiography	4
Bionic measurement of defecation in a swine model	4
A systematic review of deep learning methods for modeling electrocardiograms during sleep	4
Comment on ‘Pulse rate variability in cardiovascular health: a review on its applications and relationship with heart rate variability’	4
Evaluation of cardiovascular and cerebrovascular control mechanisms in postural orthostatic tachycardia syndrome via conditional transfer entropy: the impact of the respiratory signal type	3
Population-based reference values for 4D flow MRI derived aortic blood flow parameters	3
A framework for modeling bioimpedance measurements of nonhomogeneous tissues: a theoretical and simulation study	3
External validation of a novel signature of illness in continuous cardiorespiratory monitoring to detect early respiratory deterioration of ICU patients	3
Seismocardiography as a tool for assessment of bi-ventricular pacing	3
Number of trials and data structure affect the number and components of muscle synergies in upper-limb reaching movements	3
Fast absolute 3D CGO-based electrical impedance tomography on experimental tank data	3
Differentiation of pain levels by deploying various electroencephalogram synchronization features and a dynamic ensemble selection mechanism	3
Wearable pulmonary monitoring system with integrated functional lung imaging and chest sound recording: a clinical investigation in healthy subjects	3
ECGPsychNet: an optimized hybrid ensemble model for automatic detection of psychiatric disorders using ECG signals	3
Integrating multimodal information in machine learning for classifying acute myocardial infarction	3
A novel single-lead handheld atrial fibrillation detection system	3
A portable fan-based device for evaluating lung function in horses by the forced oscillation technique	3
Detection of subjects with ischemic heart disease by using machine learning technique based on heart rate total variability parameters	3
Effect of temporal resolution on the detection of cardiac arrhythmias using HRV features and machine learning	3
Lung area estimation using functional tidal electrical impedance variation images and active contouring	3
Analysis of cerebral blood flow entropy while listening to music with emotional content	3
A prediction of hematoma expansion in hemorrhagic patients using a novel dual-modal machine learning strategy	3
Interpretation and further development of the hypnodensity representation of sleep structure	3
Improvement of exhausted cerebral autoregulation in patients with idiopathic intracranial hypertension benefit of venous sinus stenting	3
Effect of positive end-expiratory pressure on central venous pressure in the closed and open thorax	3
Estimation of aortic pulse wave velocity based on waveform decomposition of central aortic pressure waveform	3
Non-invasive blood pressure estimation combining deep neural networks with pre-training and partial fine-tuning	3
Clinical potential of pupillary light reflex and heart rate variability parameters as objective indicators of tonsillectomy-induced pain	3
Cardiac eigen imaging: a novel method to isolate cardiac activity in thoracic electrical impedance tomography	3
Blind source separation of inspiration and expiration in respiratory sEMG signals	3
Temperature and creatine kinase changes during a 10d taper period in sprinters	3
Camera-based assessment of cutaneous perfusion strength in a clinical setting	3
Transmural recordings of gastrointestinal electrical activity using a spatially-dense microelectrode array	3
Reliability of non-invasive arterial blood pressure measurement in patients with aneurysmal subarachnoid haemorrhage	3
In vivo neutron activation assembly design for quantification of trace elements using MCNP	3
A dynamic learning-based ECG feature extraction method for myocardial infarction detection	3
Overnight airway obstruction severity prediction centered on acoustic properties of smart phone: validation with esophageal pressure	3
Cerebrovascular tone and resistance measures differ between healthy control and patients with acute intracerebral haemorrhage: exploratory analyses from the BREATHE-ICH study	3
Sources of automatic office blood pressure measurement error: a systematic review	3
Bursted auricular vagus nerve stimulation alters heart rate variability in healthy subjects	3
Human in vivo liver and tumor bioimpedance measured with biopsy needle	3
Assessing stress variations in children during the strange situation procedure: comparison of three widely used respiratory sinus arrhythmia estimation methods	2
Detection of arrhythmia in 12-lead varied-length ECG using multi-branch signal fusion network	2
A vascular subtraction method for improving the variability of evoked tympanic membrane displacement measurements	2
Improved Parkinsonian tremor quantification based on automatic label modification and SVM with RBF kernel	2
From sleep medicine to medicine during sleep–a clinical perspective	2
Novel, clinically applicable method to measure step-width during the swing phase of gait	2
Ensemble classification combining ResNet and handcrafted features with three-steps training	2
Gas distribution by EIT during PEEP inflation: PEEP response and optimal PEEP with lowest trans-pulmonary driving pressure can be determined without esophageal pressure during a rapid PEEP trial in pa	2