Heart rate estimation from wrist-worn photoplethysmography: A review
D Biswas, N Simões-Capela, C Van Hoof… - IEEE Sensors …, 2019 - ieeexplore.ieee.org
Photoplethysmography (PPG) is a low-cost, non-invasive, and optical technique used to
detect blood volume changes in the microvascular tissue bed, measured from the skin …
detect blood volume changes in the microvascular tissue bed, measured from the skin …
Deep PPG: Large-scale heart rate estimation with convolutional neural networks
A Reiss, I Indlekofer, P Schmidt, K Van Laerhoven - Sensors, 2019 - mdpi.com
Photoplethysmography (PPG)-based continuous heart rate monitoring is essential in a
number of domains, eg, for healthcare or fitness applications. Recently, methods based on …
number of domains, eg, for healthcare or fitness applications. Recently, methods based on …
From data to diagnosis: How machine learning is changing heart health monitoring
The rapid advances in science and technology in the field of artificial neural networks have
led to noticeable interest in the application of this technology in medicine. Given the need to …
led to noticeable interest in the application of this technology in medicine. Given the need to …
Time series extrinsic regression: Predicting numeric values from time series data
This paper studies time series extrinsic regression (TSER): a regression task of which the
aim is to learn the relationship between a time series and a continuous scalar variable; a …
aim is to learn the relationship between a time series and a continuous scalar variable; a …
Q-ppg: Energy-efficient ppg-based heart rate monitoring on wearable devices
Hearth Rate (HR) monitoring is increasingly performed in wrist-worn devices using low-cost
photoplethysmography (PPG) sensors. However, Motion Artifacts (MAs) caused by …
photoplethysmography (PPG) sensors. However, Motion Artifacts (MAs) caused by …
Cardiogan: Attentive generative adversarial network with dual discriminators for synthesis of ecg from ppg
Electrocardiogram (ECG) is the electrical measurement of cardiac activity, whereas
Photoplethysmogram (PPG) is the optical measurement of volumetric changes in blood …
Photoplethysmogram (PPG) is the optical measurement of volumetric changes in blood …
Embedding temporal convolutional networks for energy-efficient ppg-based heart rate monitoring
Photoplethysmography (PPG) sensors allow for non-invasive and comfortable heart rate
(HR) monitoring, suitable for compact wrist-worn devices. Unfortunately, motion artifacts …
(HR) monitoring, suitable for compact wrist-worn devices. Unfortunately, motion artifacts …
Heart rate estimation in PPG signals using Convolutional-Recurrent Regressor
Heart rate monitoring using PPG signal has emerged as an attractive as well as an applied
research problem which enjoys a renewed interest in the recent years. Spectral analysis of …
research problem which enjoys a renewed interest in the recent years. Spectral analysis of …
Nas-ppg: Ppg-based heart rate estimation using neural architecture search
SB Song, JW Nam, JH Kim - IEEE Sensors Journal, 2021 - ieeexplore.ieee.org
It is common for people to use wristband-type electronic devices such as smartwatches for
routine healthcare services. Among the healthcare services provided by smartwatches, the …
routine healthcare services. Among the healthcare services provided by smartwatches, the …
Photoplethysmographic time-domain heart rate measurement algorithm for resource-constrained wearable devices and its implementation
M Wójcikowski, B Pankiewicz - Sensors, 2020 - mdpi.com
This paper presents an algorithm for the measurement of the human heart rate, using
photoplethysmography (PPG), ie, the detection of the light at the skin surface. The signal …
photoplethysmography (PPG), ie, the detection of the light at the skin surface. The signal …