[HTML][HTML] A hybrid neural network for continuous and non-invasive estimation of blood pressure from raw electrocardiogram and photoplethysmogram waveforms

S Baker, W Xiang, I Atkinson - Computer Methods and Programs in …, 2021 - Elsevier
… For the task of blood pressure estimation from raw waveforms, we propose a hybridised
deep neural network that combines temporal convolutional layers with long short-term memory (…

Digital analysis of the electroencephalogram, the blood pressure wave, and the electrocardiogram

JR Cox, FM Nolle, RM Arthur - Proceedings of the IEEE, 1972 - ieeexplore.ieee.org
ECG waves may overlap each other in time, making unambiguous measurements impossible,
even in the multiple-lead ECG. The human handles this problem by scanning the raw

[HTML][HTML] Non-invasive blood pressure estimation from ECG using machine learning techniques

M Simjanoska, M Gjoreski, M Gams… - Sensors, 2018 - mdpi.com
… Recently, the use of ECG monitors has proliferated; however, they are not enabled with BP
… estimation using only electrocardiogram (ECG) signals. Methods: Raw ECG data are filtered …

[HTML][HTML] Highly wearable cuff-less blood pressure and heart rate monitoring with single-arm electrocardiogram and photoplethysmogram signals

Q Zhang, D Zhou, X Zeng - Biomedical engineering online, 2017 - Springer
… 1b, the acquired raw ECG signal is pre-processed by a … The raw PPG signal is processed
by a Butterworth filter with … resolution as ECG. In Fig. 2, an example of the filtered single-arm-…

[HTML][HTML] Features from the photoplethysmogram and the electrocardiogram for estimating changes in blood pressure

E Finnegan, S Davidson, M Harford, P Watkinson… - Scientific Reports, 2023 - nature.com
… model for estimating systolic blood pressure (SBP) measured … The intra-arterial blood pressure
was used as a reference. … features and instead work on the raw PPG waveform. However, …

Classification of electrocardiogram and auscultatory blood pressure signals using machine learning models

M Seera, CP Lim, WS Liew, E Lim, CK Loo - Expert Systems with …, 2015 - Elsevier
electrocardiogram (ECG) and auscultatory blood pressure (… pertaining to classification of
the ECG and Korotkoff signals are … 2 shows a sample ECG signal in its raw form and the de-…

[HTML][HTML] Continuous blood pressure estimation from electrocardiogram and photoplethysmogram during arrhythmias

ZD Liu, B Zhou, Y Li, M Tang, F Miao - Frontiers in physiology, 2020 - frontiersin.org
… to blood pressure versus (A) SBP and (B) DBP. DBP, diastolic blood pressure; SBP, systolic
blood pressure… The raw data supporting the conclusions of this article will be made available …

Blood pressure estimation with complexity features from electrocardiogram and photoplethysmogram signals

S Yang, WSW Zaki, SP Morgan, SY Cho… - Optical and Quantum …, 2020 - Springer
… The acquired raw PPG signal was then pre-processed by a Chebyshev II … from the raw PPG
signal which in turn increases the signal quality index (SQI) (Liang et al. 2018). The raw ECG

A machine learning-empowered system for long-term motion-tolerant wearable monitoring of blood pressure and heart rate with ear-ECG/PPG

Q Zhang, X Zeng, W Hu, D Zhou - Ieee Access, 2017 - ieeexplore.ieee.org
… Therefore, we firstly perform raw heartbeat identification from the ECG signal. Secondly, the
PPG signal is highly distorted in the wide orange rectangles due to deliberately introduced …

End-to-end blood pressure prediction via fully convolutional networks

S Baek, J Jang, S Yoon - Ieee Access, 2019 - ieeexplore.ieee.org
… Unlike other studies based on manual recognition of PWV features, by utilizing the advantage
of deep learning which automatically extracts features, raw ECG and PPG signals are …