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Updated: Feb 24, 2026

A Novel Digital Platform for a Monitored Home-based Cardiac Rehabilitation Program
Published on: April 19, 2019
Wearable ballistocardiogram and seismocardiogram systems for health and performance
Mozziyar Etemadi1,2, Omer T Inan3
1Department of Anesthesiology, Feinberg School of Medicine, Northwestern University , Chicago, Illinois.
Insights
Wearable sensors using ballistocardiography (BCG) and seismocardiography can now monitor heart mechanics, enabling proactive cardiovascular disease (CVD) management and performance optimization in challenging environments.
Area of Science:
- Biomedical Engineering
- Cardiovascular Physiology
- Wearable Technology
Background:
- Cardiovascular diseases (CVDs) significantly impact heart mechanics.
- Wearable technology offers potential for proactive CVD management and wellness monitoring.
- Monitoring mechanical heart function is crucial for managing CVDs and optimizing performance.
Purpose of the Study:
- To develop wearable ballistocardiogram (BCG) and seismocardiogram systems for monitoring cardiovascular mechanical health.
- To enable proactive management of CVDs and enhance human performance in austere settings.
- To improve estimation of key cardiovascular health parameters using wearable sensors.
Main Methods:
- Utilized miniature, low-noise accelerometers to capture body movements from heartbeats.
- Developed novel machine learning algorithms to mitigate motion artifacts and sensor misplacement.
- Mathematically related local wearable BCG signals to whole-body BCG signals for improved health parameter estimation.
Main Results:
- Demonstrated the ability to monitor relative changes in cardiac output, contractility, and blood pressure.
- Validated systems through experiments with healthy subjects and heart failure patients.
- Successfully tested systems in austere environments, including water immersion.
Conclusions:
- Wearable BCG and seismocardiography systems provide a tool for non-clinical monitoring of cardiovascular mechanical function.
- These systems can aid clinicians in titrating care for CVD patients and in preventative screening.
- Future applications include optimizing performance in austere environments with real-time physiological data.
Abstract:
Cardiovascular diseases (CVDs) are prevalent in the US, and many forms of CVD primarily affect the mechanical aspects of heart function. Wearable technologies for monitoring the mechanical health of the heart and vasculature could enable proactive management of CVDs through titration of care based on physiological status as well as preventative wellness monitoring to help promote lifestyle choices that reduce the overall risk of developing CVDs. Additionally, such wearable technologies could be used to optimize human performance in austere environments. This review describes our progress in developing wearable ballistocardiogram (BCG)- and seismocardiogram-based systems for monitoring relative changes in cardiac output, contractility, and blood pressure. Our systems use miniature, low-noise accelerometers to measure the movements of the body in response to the heartbeat and novel machine learning algorithms to provide robustness against motion artifacts and sensor misplacement. Moreover, we have mathematically related wearable BCG signals-representing local, cardiogenic movements of a point on the body-to better understood whole body BCG signals, and thereby improved estimation of key health parameters. We validated these systems with experiments in healthy subjects, studies in patients with heart failure, and measurements in austere environments such as water immersion. The systems can be used in future work as a tool for clinicians and physiologists to measure the mechanical aspects of cardiovascular function outside of clinical settings, and to thereby titrate care for patients with CVDs, provide preventative screening, and optimize performance in austere environments by providing real-time in-depth information regarding performance and risk.
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